---
_id: '6655'
article_number: '114295'
author:
- first_name: Alaa
  full_name: Tharwat, Alaa
  id: '238549'
  last_name: Tharwat
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/207108820
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/207108821
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/207108822
citation:
  alphadin: '<span style="font-variant:small-caps;">Tharwat, Alaa</span> ; <span style="font-variant:small-caps;">Jaster,
    Bjarne</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Active learning
    evaluation metrics for classification and regression frameworks. In: <i>Engineering
    Applications of Artificial Intelligence</i> Bd. 171, Elsevier BV (2026)'
  ama: Tharwat A, Jaster B, Schenck W, Kohlhase M. Active learning evaluation metrics
    for classification and regression frameworks. <i>Engineering Applications of Artificial
    Intelligence</i>. 2026;171. doi:<a href="https://doi.org/10.1016/j.engappai.2026.114295">10.1016/j.engappai.2026.114295</a>
  apa: Tharwat, A., Jaster, B., Schenck, W., &#38; Kohlhase, M. (2026). Active learning
    evaluation metrics for classification and regression frameworks. <i>Engineering
    Applications of Artificial Intelligence</i>, <i>171</i>. <a href="https://doi.org/10.1016/j.engappai.2026.114295">https://doi.org/10.1016/j.engappai.2026.114295</a>
  bibtex: '@article{Tharwat_Jaster_Schenck_Kohlhase_2026, title={Active learning evaluation
    metrics for classification and regression frameworks}, volume={171}, DOI={<a href="https://doi.org/10.1016/j.engappai.2026.114295">10.1016/j.engappai.2026.114295</a>},
    number={114295}, journal={Engineering Applications of Artificial Intelligence},
    publisher={Elsevier BV}, author={Tharwat, Alaa and Jaster, Bjarne and Schenck,
    Wolfram and Kohlhase, Martin}, year={2026} }'
  chicago: Tharwat, Alaa, Bjarne Jaster, Wolfram Schenck, and Martin Kohlhase. “Active
    Learning Evaluation Metrics for Classification and Regression Frameworks.” <i>Engineering
    Applications of Artificial Intelligence</i> 171 (2026). <a href="https://doi.org/10.1016/j.engappai.2026.114295">https://doi.org/10.1016/j.engappai.2026.114295</a>.
  ieee: A. Tharwat, B. Jaster, W. Schenck, and M. Kohlhase, “Active learning evaluation
    metrics for classification and regression frameworks,” <i>Engineering Applications
    of Artificial Intelligence</i>, vol. 171, 2026.
  mla: Tharwat, Alaa, et al. “Active Learning Evaluation Metrics for Classification
    and Regression Frameworks.” <i>Engineering Applications of Artificial Intelligence</i>,
    vol. 171, 114295, Elsevier BV, 2026, doi:<a href="https://doi.org/10.1016/j.engappai.2026.114295">10.1016/j.engappai.2026.114295</a>.
  short: A. Tharwat, B. Jaster, W. Schenck, M. Kohlhase, Engineering Applications
    of Artificial Intelligence 171 (2026).
date_created: 2026-02-27T10:10:55Z
date_updated: 2026-03-17T15:29:33Z
doi: 10.1016/j.engappai.2026.114295
intvolume: '       171'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1016/j.engappai.2026.114295
oa: '1'
publication: Engineering Applications of Artificial Intelligence
publication_identifier:
  issn:
  - '09521976'
publication_status: published
publisher: Elsevier BV
status: public
title: Active learning evaluation metrics for classification and regression frameworks
type: journal_article
user_id: '252434'
volume: 171
year: '2026'
...
---
_id: '6371'
author:
- first_name: Frederick-Mortimer
  full_name: Dockhorn, Frederick-Mortimer
  id: '255506'
  last_name: Dockhorn
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
citation:
  alphadin: '<span style="font-variant:small-caps;">Dockhorn, Frederick-Mortimer</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Discrepancy
    Modeling for Dynamical Systems. In: <span style="font-variant:small-caps;">Schulte,
    H.</span> ; <span style="font-variant:small-caps;">Hoffmann, F.</span> ; <span
    style="font-variant:small-caps;">Mikut, R.</span> (Hrsg.): <i>Proceedings - 35.
    Workshop Computational Intelligence</i> : Karlsruher Institut für Technologie
    (KIT), 2025'
  ama: 'Dockhorn F-M, Kohlhase M. Discrepancy Modeling for Dynamical Systems. In:
    Schulte H, Hoffmann F, Mikut R, eds. <i>Proceedings - 35. Workshop Computational
    Intelligence</i>. Karlsruher Institut für Technologie (KIT); 2025. doi:<a href="https://doi.org/10.5445/IR/1000186052">10.5445/IR/1000186052</a>'
  apa: Dockhorn, F.-M., &#38; Kohlhase, M. (2025). Discrepancy Modeling for Dynamical
    Systems. In H. Schulte, F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 35.
    Workshop Computational Intelligence</i>. Karlsruher Institut für Technologie (KIT).
    <a href="https://doi.org/10.5445/IR/1000186052">https://doi.org/10.5445/IR/1000186052</a>
  bibtex: '@inproceedings{Dockhorn_Kohlhase_2025, title={Discrepancy Modeling for
    Dynamical Systems}, DOI={<a href="https://doi.org/10.5445/IR/1000186052">10.5445/IR/1000186052</a>},
    booktitle={Proceedings - 35. Workshop Computational Intelligence}, publisher={Karlsruher
    Institut für Technologie (KIT)}, author={Dockhorn, Frederick-Mortimer and Kohlhase,
    Martin}, editor={Schulte, Horst and Hoffmann, Frank and Mikut, RalfEditors}, year={2025}
    }'
  chicago: Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “Discrepancy Modeling
    for Dynamical Systems.” In <i>Proceedings - 35. Workshop Computational Intelligence</i>,
    edited by Horst Schulte, Frank Hoffmann, and Ralf Mikut. Karlsruher Institut für
    Technologie (KIT), 2025. <a href="https://doi.org/10.5445/IR/1000186052">https://doi.org/10.5445/IR/1000186052</a>.
  ieee: F.-M. Dockhorn and M. Kohlhase, “Discrepancy Modeling for Dynamical Systems,”
    in <i>Proceedings - 35. Workshop Computational Intelligence</i>, 2025.
  mla: Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “Discrepancy Modeling for
    Dynamical Systems.” <i>Proceedings - 35. Workshop Computational Intelligence</i>,
    edited by Horst Schulte et al., Karlsruher Institut für Technologie (KIT), 2025,
    doi:<a href="https://doi.org/10.5445/IR/1000186052">10.5445/IR/1000186052</a>.
  short: 'F.-M. Dockhorn, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.),
    Proceedings - 35. Workshop Computational Intelligence, Karlsruher Institut für
    Technologie (KIT), 2025.'
conference:
  end_date: 2025-11-21
  name: 35. Workshop Computational Intelligence
  start_date: 2025-11-20
date_created: 2025-12-06T15:09:13Z
date_updated: 2026-03-17T15:29:29Z
doi: 10.5445/IR/1000186052
editor:
- first_name: Horst
  full_name: Schulte, Horst
  last_name: Schulte
- first_name: Frank
  full_name: Hoffmann, Frank
  last_name: Hoffmann
- first_name: Ralf
  full_name: Mikut, Ralf
  last_name: Mikut
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Proceedings - 35. Workshop Computational Intelligence
publication_status: published
publisher: Karlsruher Institut für Technologie (KIT)
quality_controlled: '1'
status: public
title: Discrepancy Modeling for Dynamical Systems
type: conference_abstract
user_id: '255506'
year: '2025'
...
---
_id: '6267'
author:
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Volker
  full_name: Lohweg, Volker
  last_name: Lohweg
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196000534
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000535
citation:
  alphadin: '<span style="font-variant:small-caps;">Bültemeier, Julian</span> ; <span
    style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span> ; <span style="font-variant:small-caps;">Schöne, Marvin</span> ;
    <span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span>: AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.
    In: <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory
    Automation (ETFA)</i> : IEEE, 2025, S. 1–4'
  ama: 'Bültemeier J, Holst C-A, Lohweg V, Schöne M, Jaster B, Kohlhase M. AI Workflow
    for Scarce Data: A Modular Approach to Optimise Processes. In: <i>2025 IEEE 30th
    International Conference on Emerging Technologies and Factory Automation (ETFA)</i>.
    IEEE; 2025:1-4. doi:<a href="https://doi.org/10.1109/ETFA65518.2025.11205664">10.1109/ETFA65518.2025.11205664</a>'
  apa: 'Bültemeier, J., Holst, C.-A., Lohweg, V., Schöne, M., Jaster, B., &#38; Kohlhase,
    M. (2025). AI Workflow for Scarce Data: A Modular Approach to Optimise Processes.
    In <i>2025 IEEE 30th International Conference on Emerging Technologies and Factory
    Automation (ETFA)</i> (pp. 1–4). Porto, Portugal: IEEE. <a href="https://doi.org/10.1109/ETFA65518.2025.11205664">https://doi.org/10.1109/ETFA65518.2025.11205664</a>'
  bibtex: '@inproceedings{Bültemeier_Holst_Lohweg_Schöne_Jaster_Kohlhase_2025, title={AI
    Workflow for Scarce Data: A Modular Approach to Optimise Processes}, DOI={<a href="https://doi.org/10.1109/ETFA65518.2025.11205664">10.1109/ETFA65518.2025.11205664</a>},
    booktitle={2025 IEEE 30th International Conference on Emerging Technologies and
    Factory Automation (ETFA)}, publisher={IEEE}, author={Bültemeier, Julian and Holst,
    Christoph-Alexander and Lohweg, Volker and Schöne, Marvin and Jaster, Bjarne and
    Kohlhase, Martin}, year={2025}, pages={1–4} }'
  chicago: 'Bültemeier, Julian, Christoph-Alexander Holst, Volker Lohweg, Marvin Schöne,
    Bjarne Jaster, and Martin Kohlhase. “AI Workflow for Scarce Data: A Modular Approach
    to Optimise Processes.” In <i>2025 IEEE 30th International Conference on Emerging
    Technologies and Factory Automation (ETFA)</i>, 1–4. IEEE, 2025. <a href="https://doi.org/10.1109/ETFA65518.2025.11205664">https://doi.org/10.1109/ETFA65518.2025.11205664</a>.'
  ieee: 'J. Bültemeier, C.-A. Holst, V. Lohweg, M. Schöne, B. Jaster, and M. Kohlhase,
    “AI Workflow for Scarce Data: A Modular Approach to Optimise Processes,” in <i>2025
    IEEE 30th International Conference on Emerging Technologies and Factory Automation
    (ETFA)</i>, Porto, Portugal, 2025, pp. 1–4.'
  mla: 'Bültemeier, Julian, et al. “AI Workflow for Scarce Data: A Modular Approach
    to Optimise Processes.” <i>2025 IEEE 30th International Conference on Emerging
    Technologies and Factory Automation (ETFA)</i>, IEEE, 2025, pp. 1–4, doi:<a href="https://doi.org/10.1109/ETFA65518.2025.11205664">10.1109/ETFA65518.2025.11205664</a>.'
  short: 'J. Bültemeier, C.-A. Holst, V. Lohweg, M. Schöne, B. Jaster, M. Kohlhase,
    in: 2025 IEEE 30th International Conference on Emerging Technologies and Factory
    Automation (ETFA), IEEE, 2025, pp. 1–4.'
conference:
  location: Porto, Portugal
  name: 2025 IEEE 30th International Conference on Emerging Technologies and Factory
    Automation (ETFA)
date_created: 2025-11-04T14:01:05Z
date_updated: 2026-03-17T15:29:28Z
doi: 10.1109/ETFA65518.2025.11205664
language:
- iso: eng
page: 1-4
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE 30th International Conference on Emerging Technologies and
  Factory Automation (ETFA)
publication_identifier:
  eisbn:
  - 979-8-3315-5383-8
publication_status: published
publisher: IEEE
status: public
title: 'AI Workflow for Scarce Data: A Modular Approach to Optimise Processes'
type: conference
user_id: '252434'
year: '2025'
...
---
_id: '6268'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196000527
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span> ; <span style="font-variant:small-caps;">Nelles,
    Oliver</span>: Incorporation of structural properties of the response surface
    into oblique model trees. In: <i>at - Automatisierungstechnik</i> Bd. 73, Walter
    de Gruyter GmbH (2025), Nr. 10, S. 727–739'
  ama: Schöne M, Kohlhase M, Nelles O. Incorporation of structural properties of the
    response surface into oblique model trees. <i>at - Automatisierungstechnik</i>.
    2025;73(10):727-739. doi:<a href="https://doi.org/10.1515/auto-2025-0017">10.1515/auto-2025-0017</a>
  apa: Schöne, M., Kohlhase, M., &#38; Nelles, O. (2025). Incorporation of structural
    properties of the response surface into oblique model trees. <i>At - Automatisierungstechnik</i>,
    <i>73</i>(10), 727–739. <a href="https://doi.org/10.1515/auto-2025-0017">https://doi.org/10.1515/auto-2025-0017</a>
  bibtex: '@article{Schöne_Kohlhase_Nelles_2025, title={Incorporation of structural
    properties of the response surface into oblique model trees}, volume={73}, DOI={<a
    href="https://doi.org/10.1515/auto-2025-0017">10.1515/auto-2025-0017</a>}, number={10},
    journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter GmbH}, author={Schöne,
    Marvin and Kohlhase, Martin and Nelles, Oliver}, year={2025}, pages={727–739}
    }'
  chicago: 'Schöne, Marvin, Martin Kohlhase, and Oliver Nelles. “Incorporation of
    Structural Properties of the Response Surface into Oblique Model Trees.” <i>At
    - Automatisierungstechnik</i> 73, no. 10 (2025): 727–39. <a href="https://doi.org/10.1515/auto-2025-0017">https://doi.org/10.1515/auto-2025-0017</a>.'
  ieee: M. Schöne, M. Kohlhase, and O. Nelles, “Incorporation of structural properties
    of the response surface into oblique model trees,” <i>at - Automatisierungstechnik</i>,
    vol. 73, no. 10, pp. 727–739, 2025.
  mla: Schöne, Marvin, et al. “Incorporation of Structural Properties of the Response
    Surface into Oblique Model Trees.” <i>At - Automatisierungstechnik</i>, vol. 73,
    no. 10, Walter de Gruyter GmbH, 2025, pp. 727–39, doi:<a href="https://doi.org/10.1515/auto-2025-0017">10.1515/auto-2025-0017</a>.
  short: M. Schöne, M. Kohlhase, O. Nelles, At - Automatisierungstechnik 73 (2025)
    727–739.
date_created: 2025-11-04T14:01:39Z
date_updated: 2026-03-17T15:29:28Z
doi: 10.1515/auto-2025-0017
intvolume: '        73'
issue: '10'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 727-739
publication: at - Automatisierungstechnik
publication_identifier:
  eissn:
  - 2196-677X
  issn:
  - 0178-2312
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: Incorporation of structural properties of the response surface into oblique
  model trees
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '263827'
volume: 73
year: '2025'
...
---
_id: '6273'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/196032569
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/196032572
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>:
    Informed Active Learning with Decision Trees to Balance Exploration and Exploitation.
    In: <span style="font-variant:small-caps;">Institute for Data Science Solutions</span>
    (Hrsg.): <i>Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge</i>, <i>Schriftenreihe
    des Institute for Data Science Solutions</i>. Bd. 2. Bielefeld : Hochschule Bielefeld,
    2025, S. 26–27'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kohlhase M. Informed Active Learning with
    Decision Trees to Balance Exploration and Exploitation. In: Institute for Data
    Science Solutions, ed. <i>Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge</i>.
    Vol 2. Schriftenreihe des Institute for Data Science Solutions. Bielefeld: Hochschule
    Bielefeld; 2025:26-27. doi:<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., &#38; Kohlhase, M. (2025). Informed
    Active Learning with Decision Trees to Balance Exploration and Exploitation. In
    Institute for Data Science Solutions (Ed.), <i>Kongress KI@HSBI2025 Zukunft im
    Fokus – Posterbeiträge</i> (Vol. 2, pp. 26–27). Bielefeld: Hochschule Bielefeld.
    <a href="https://doi.org/10.60802/sidas.2025.2">https://doi.org/10.60802/sidas.2025.2</a>'
  bibtex: '@inbook{Schöne_Jaster_Bültemeier_Kohlhase_2025, place={Bielefeld}, series={Schriftenreihe
    des Institute for Data Science Solutions}, title={Informed Active Learning with
    Decision Trees to Balance Exploration and Exploitation}, volume={2}, DOI={<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>},
    booktitle={Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge}, publisher={Hochschule
    Bielefeld}, author={Schöne, Marvin and Jaster, Bjarne and Bültemeier, Julian and
    Kohlhase, Martin}, editor={Institute for Data Science SolutionsEditor}, year={2025},
    pages={26–27}, collection={Schriftenreihe des Institute for Data Science Solutions}
    }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, and Martin Kohlhase.
    “Informed Active Learning with Decision Trees to Balance Exploration and Exploitation.”
    In <i>Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge</i>, edited by Institute
    for Data Science Solutions, 2:26–27. Schriftenreihe Des Institute for Data Science
    Solutions. Bielefeld: Hochschule Bielefeld, 2025. <a href="https://doi.org/10.60802/sidas.2025.2">https://doi.org/10.60802/sidas.2025.2</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, and M. Kohlhase, “Informed Active Learning
    with Decision Trees to Balance Exploration and Exploitation,” in <i>Kongress KI@HSBI2025
    Zukunft im Fokus – Posterbeiträge</i>, vol. 2, Institute for Data Science Solutions,
    Ed. Bielefeld: Hochschule Bielefeld, 2025, pp. 26–27.'
  mla: Schöne, Marvin, et al. “Informed Active Learning with Decision Trees to Balance
    Exploration and Exploitation.” <i>Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge</i>,
    edited by Institute for Data Science Solutions, vol. 2, Hochschule Bielefeld,
    2025, pp. 26–27, doi:<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>.
  short: 'M. Schöne, B. Jaster, J. Bültemeier, M. Kohlhase, in: Institute for Data
    Science Solutions (Ed.), Kongress KI@HSBI2025 Zukunft Im Fokus – Posterbeiträge,
    Hochschule Bielefeld, Bielefeld, 2025, pp. 26–27.'
corporate_editor:
- Institute for Data Science Solutions
date_created: 2025-11-04T20:07:01Z
date_updated: 2026-03-17T15:29:28Z
doi: 10.60802/sidas.2025.2
intvolume: '         2'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 26-27
place: Bielefeld
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Kongress KI@HSBI2025 Zukunft im Fokus – Posterbeiträge
publication_status: published
publisher: Hochschule Bielefeld
series_title: Schriftenreihe des Institute for Data Science Solutions
status: public
title: Informed Active Learning with Decision Trees to Balance Exploration and Exploitation
type: book_chapter
user_id: '252434'
volume: 2
year: '2025'
...
---
_id: '6297'
alternative_id:
- '6602'
alternative_title:
- 'Sensor Integration in Orthoses for the Treatment of Diabetic Foot Syndrome: a Technical
  Consideration'
author:
- first_name: Vincent
  full_name: Katter, Vincent
  id: '239593'
  last_name: Katter
  orcid: 0009-0002-3257-3877
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-3257-3877/work/197742772
- first_name: Carolin
  full_name: Huperz, Carolin
  id: '252602'
  last_name: Huperz
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/197573931
- first_name: J.
  full_name: Bartsch, J.
  last_name: Bartsch
- first_name: I
  full_name: Özlu, I
  last_name: Özlu
- first_name: M
  full_name: Regier, M
  last_name: Regier
- first_name: R.I.
  full_name: Amelung, R.I.
  last_name: Amelung
- first_name: B.
  full_name: Klemme, B.
  last_name: Klemme
citation:
  alphadin: '<span style="font-variant:small-caps;">Katter, Vincent</span> ; <span
    style="font-variant:small-caps;">Huperz, Carolin</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Bartsch, J.</span> ; <span
    style="font-variant:small-caps;">Özlu, I</span> ; <span style="font-variant:small-caps;">Regier,
    M</span> ; <span style="font-variant:small-caps;">Amelung, R.I.</span> ; <span
    style="font-variant:small-caps;">Klemme, B.</span>: Sensorintegration in Orthesen
    zur Versorgung des Diabetischen Fußsyndroms: eine technische Betrachtung. In:
    <i>Orthopädie Technik</i>, Verlag Orthopädie-Technik (2025), Nr. 11, S. 68–73'
  ama: 'Katter V, Huperz C, Kohlhase M, et al. Sensorintegration in Orthesen zur Versorgung
    des Diabetischen Fußsyndroms: eine technische Betrachtung. <i>Orthopädie Technik</i>.
    2025;(11):68-73.'
  apa: 'Katter, V., Huperz, C., Kohlhase, M., Bartsch, J., Özlu, I., Regier, M., …
    Klemme, B. (2025). Sensorintegration in Orthesen zur Versorgung des Diabetischen
    Fußsyndroms: eine technische Betrachtung. <i>Orthopädie Technik</i>, (11), 68–73.'
  bibtex: '@article{Katter_Huperz_Kohlhase_Bartsch_Özlu_Regier_Amelung_Klemme_2025,
    title={Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms:
    eine technische Betrachtung}, number={11}, journal={Orthopädie Technik}, publisher={Verlag
    Orthopädie-Technik}, author={Katter, Vincent and Huperz, Carolin and Kohlhase,
    Martin and Bartsch, J. and Özlu, I and Regier, M and Amelung, R.I. and Klemme,
    B.}, year={2025}, pages={68–73} }'
  chicago: 'Katter, Vincent, Carolin Huperz, Martin Kohlhase, J. Bartsch, I Özlu,
    M Regier, R.I. Amelung, and B. Klemme. “Sensorintegration in Orthesen zur Versorgung
    des Diabetischen Fußsyndroms: eine technische Betrachtung.” <i>Orthopädie Technik</i>,
    no. 11 (2025): 68–73.'
  ieee: 'V. Katter <i>et al.</i>, “Sensorintegration in Orthesen zur Versorgung des
    Diabetischen Fußsyndroms: eine technische Betrachtung,” <i>Orthopädie Technik</i>,
    no. 11, pp. 68–73, 2025.'
  mla: 'Katter, Vincent, et al. “Sensorintegration in Orthesen zur Versorgung des
    Diabetischen Fußsyndroms: eine technische Betrachtung.” <i>Orthopädie Technik</i>,
    no. 11, Verlag Orthopädie-Technik, 2025, pp. 68–73.'
  short: V. Katter, C. Huperz, M. Kohlhase, J. Bartsch, I. Özlu, M. Regier, R.I. Amelung,
    B. Klemme, Orthopädie Technik (2025) 68–73.
date_created: 2025-11-17T11:55:55Z
date_updated: 2026-03-17T15:29:28Z
department:
- _id: '103'
extern: '1'
issue: '11'
keyword:
- Diabetisches Fußsyndrom (DFS)
- Smarte Orthese
- Plantardruckmessung
- Anomalieerkennung
- Künstliche Intelligenz
language:
- iso: ger
main_file_link:
- url: https://360-ot.de/sensorintegration-in-orthesen-zur-versorgung-des-diabetischen-fusssyndroms-eine-technische-betrachtung/
page: 68 - 73
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Orthopädie Technik
publication_identifier:
  issn:
  - 0340-5591
publication_status: published
publisher: Verlag Orthopädie-Technik
quality_controlled: '1'
status: public
title: 'Sensorintegration in Orthesen zur Versorgung des Diabetischen Fußsyndroms:
  eine technische Betrachtung'
type: journal_article
user_id: '263827'
year: '2025'
...
---
_id: '6298'
author:
- first_name: Vincent
  full_name: Katter, Vincent
  id: '239593'
  last_name: Katter
  orcid: 0009-0002-3257-3877
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-3257-3877/work/197742871
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/197573934
citation:
  alphadin: '<span style="font-variant:small-caps;">Katter, Vincent</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Efficient Gait Analysis
    using Knowledge Distillation from Sparse Sensors. In: <span style="font-variant:small-caps;">Schulte,
    H.</span> ; <span style="font-variant:small-caps;">Hoffmann, F.</span> ; <span
    style="font-variant:small-caps;">Mikut, R.</span> ; <span style="font-variant:small-caps;">Karlsruher
    Institut für Technologie (KIT)</span> (Hrsg.): <i>Proceedings – 35. Workshop Computational
    Intelligence: Berlin, 20.–21. November 2025</i>, <i>Proc. 35. Workshop Computational
    Intelligence</i>. Karlsruhe : Karlsruher Institut für Technologie (KIT), 2025,
    S. 89–96'
  ama: 'Katter V, Kohlhase M. Efficient Gait Analysis using Knowledge Distillation
    from Sparse Sensors. In: Schulte H, Hoffmann F, Mikut R, Karlsruher Institut für
    Technologie (KIT), eds. <i>Proceedings – 35. Workshop Computational Intelligence:
    Berlin, 20.–21. November 2025</i>. Proc. 35. Workshop Computational Intelligence.
    Karlsruhe: Karlsruher Institut für Technologie (KIT); 2025:89-96. doi:<a href="https://doi.org/10.5445/IR/1000186052">10.5445/IR/1000186052</a>'
  apa: 'Katter, V., &#38; Kohlhase, M. (2025). Efficient Gait Analysis using Knowledge
    Distillation from Sparse Sensors. In H. Schulte, F. Hoffmann, R. Mikut, &#38;
    Karlsruher Institut für Technologie (KIT) (Eds.), <i>Proceedings – 35. Workshop
    Computational Intelligence: Berlin, 20.–21. November 2025</i> (pp. 89–96). Karlsruhe:
    Karlsruher Institut für Technologie (KIT). <a href="https://doi.org/10.5445/IR/1000186052">https://doi.org/10.5445/IR/1000186052</a>'
  bibtex: '@inproceedings{Katter_Kohlhase_2025, place={Karlsruhe}, series={Proc. 35.
    Workshop Computational Intelligence}, title={Efficient Gait Analysis using Knowledge
    Distillation from Sparse Sensors}, DOI={<a href="https://doi.org/10.5445/IR/1000186052">10.5445/IR/1000186052</a>},
    booktitle={Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21.
    November 2025}, publisher={Karlsruher Institut für Technologie (KIT)}, author={Katter,
    Vincent and Kohlhase, Martin}, editor={Schulte, Horst and Hoffmann, Frank and
    Mikut, Ralf and Karlsruher Institut für Technologie (KIT)Editors}, year={2025},
    pages={89–96}, collection={Proc. 35. Workshop Computational Intelligence} }'
  chicago: 'Katter, Vincent, and Martin Kohlhase. “Efficient Gait Analysis Using Knowledge
    Distillation from Sparse Sensors.” In <i>Proceedings – 35. Workshop Computational
    Intelligence: Berlin, 20.–21. November 2025</i>, edited by Horst Schulte, Frank
    Hoffmann, Ralf Mikut, and Karlsruher Institut für Technologie (KIT), 89–96. Proc.
    35. Workshop Computational Intelligence. Karlsruhe: Karlsruher Institut für Technologie
    (KIT), 2025. <a href="https://doi.org/10.5445/IR/1000186052">https://doi.org/10.5445/IR/1000186052</a>.'
  ieee: 'V. Katter and M. Kohlhase, “Efficient Gait Analysis using Knowledge Distillation
    from Sparse Sensors,” in <i>Proceedings – 35. Workshop Computational Intelligence:
    Berlin, 20.–21. November 2025</i>, Berlin, 2025, pp. 89–96.'
  mla: 'Katter, Vincent, and Martin Kohlhase. “Efficient Gait Analysis Using Knowledge
    Distillation from Sparse Sensors.” <i>Proceedings – 35. Workshop Computational
    Intelligence: Berlin, 20.–21. November 2025</i>, edited by Horst Schulte et al.,
    Karlsruher Institut für Technologie (KIT), 2025, pp. 89–96, doi:<a href="https://doi.org/10.5445/IR/1000186052">10.5445/IR/1000186052</a>.'
  short: 'V. Katter, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut, Karlsruher
    Institut für Technologie (KIT) (Eds.), Proceedings – 35. Workshop Computational
    Intelligence: Berlin, 20.–21. November 2025, Karlsruher Institut für Technologie
    (KIT), Karlsruhe, 2025, pp. 89–96.'
conference:
  end_date: 2025-11-21
  location: Berlin
  name: 35. Workshop Computational Intelligence
  start_date: 2025-11-20
corporate_editor:
- Karlsruher Institut für Technologie (KIT)
date_created: 2025-11-17T12:09:52Z
date_updated: 2026-03-17T15:29:28Z
department:
- _id: '103'
doi: 10.5445/IR/1000186052
editor:
- first_name: Horst
  full_name: Schulte, Horst
  last_name: Schulte
- first_name: Frank
  full_name: Hoffmann, Frank
  last_name: Hoffmann
- first_name: Ralf
  full_name: Mikut, Ralf
  last_name: Mikut
extern: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://publikationen.bibliothek.kit.edu/1000186052
oa: '1'
page: 89-96
place: Karlsruhe
publication: 'Proceedings – 35. Workshop Computational Intelligence: Berlin, 20.–21.
  November 2025'
publication_status: published
publisher: Karlsruher Institut für Technologie (KIT)
quality_controlled: '1'
series_title: Proc. 35. Workshop Computational Intelligence
status: public
title: Efficient Gait Analysis using Knowledge Distillation from Sparse Sensors
type: conference_abstract
user_id: '239593'
year: '2025'
...
---
_id: '6244'
article_number: '261'
article_type: original
author:
- first_name: Marvin
  full_name: Niederhaus, Marvin
  id: '232004'
  last_name: Niederhaus
  orcid: 0009-0008-8581-2708
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0008-8581-2708/work/194508828
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/194483982
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/194483983
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/194483984
citation:
  alphadin: '<span style="font-variant:small-caps;">Niederhaus, Marvin</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Weller,
    Julian</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In:
    <i>Big Data and Cognitive Computing</i> Bd. 9, MDPI AG (2025), Nr. 10'
  ama: Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph
    Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data
    and Cognitive Computing</i>. 2025;9(10). doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>
  apa: Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025).
    Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems. <i>Big Data and Cognitive Computing</i>, <i>9</i>(10). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>
  bibtex: '@article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9},
    DOI={<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>}, number={10261},
    journal={Big Data and Cognitive Computing}, publisher={MDPI AG}, author={Niederhaus,
    Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck,
    Wolfram}, year={2025} }'
  chicago: Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram
    Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems.” <i>Big Data and Cognitive Computing</i> 9, no. 10 (2025). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>.
  ieee: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” <i>Big
    Data and Cognitive Computing</i>, vol. 9, no. 10, 2025.
  mla: Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation
    into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i>,
    vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>.
  short: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and
    Cognitive Computing 9 (2025).
date_created: 2025-10-17T07:19:59Z
date_updated: 2026-03-17T15:29:27Z
department:
- _id: '103'
doi: 10.3390/bdcc9100261
file:
- access_level: open_access
  content_type: application/pdf
  creator: mniederhaus
  date_created: 2025-10-17T07:11:25Z
  date_updated: 2025-10-17T07:11:25Z
  file_id: '6245'
  file_name: BDCC-09-00261.pdf
  file_size: 13995224
  relation: main_file
  success: 1
file_date_updated: 2025-10-17T07:11:25Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '         9'
issue: '10'
keyword:
- prescriptive analytics
- prescriptive platforms
- advanced data analytics
- retrieval-augmented generation
- graph-based retrieval-augmented generation
- large language models
- generative AI
- genAI
- recommender system
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2504-2289/9/10/261/pdf
oa: '1'
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Big Data and Cognitive Computing
publication_identifier:
  eissn:
  - 2504-2289
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
  Systems
type: journal_article
urn: urn:nbn:de:hbz:bi10-62444
user_id: '224375'
volume: 9
year: '2025'
...
---
_id: '5905'
author:
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880018
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880020
citation:
  alphadin: '<span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Trust Issues in Active
    Learning and Their Impact on Real-World Applications. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)</i> : IEEE, 2025, S. 1–5'
  ama: 'Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on
    Real-World Applications. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>.
    IEEE; 2025:1-5. doi:<a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">10.1109/CITRExCompanion65208.2025.10981492</a>'
  apa: 'Jaster, B., &#38; Kohlhase, M. (2025). Trust Issues in Active Learning and
    Their Impact on Real-World Applications. In IEEE (Ed.), <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx
    Companion)</i> (pp. 1–5). Trondheim, Norway: IEEE. <a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">https://doi.org/10.1109/CITRExCompanion65208.2025.10981492</a>'
  bibtex: '@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning
    and Their Impact on Real-World Applications}, DOI={<a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">10.1109/CITRExCompanion65208.2025.10981492</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }'
  chicago: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and
    Their Impact on Real-World Applications.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>,
    edited by IEEE, 1–5. IEEE, 2025. <a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">https://doi.org/10.1109/CITRExCompanion65208.2025.10981492</a>.
  ieee: B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact
    on Real-World Applications,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, Trondheim,
    Norway, 2025, pp. 1–5.
  mla: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their
    Impact on Real-World Applications.” <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE,
    IEEE, 2025, pp. 1–5, doi:<a href="https://doi.org/10.1109/CITRExCompanion65208.2025.10981492">10.1109/CITRExCompanion65208.2025.10981492</a>.
  short: 'B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE,
    2025, pp. 1–5.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-05-05T11:39:04Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.1109/CITRExCompanion65208.2025.10981492
keyword:
- Active Learning
- Trustworthiness
- Evaluation-methods
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10981492
page: 1-5
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx Companion)
publication_identifier:
  eisbn:
  - 979-8-3315-1972-8
publication_status: published
publisher: IEEE
quality_controlled: '1'
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title: Trust Issues in Active Learning and Their Impact on Real-World Applications
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...
---
_id: '6045'
author:
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  full_name: Jaster, Bjarne
  id: '252434'
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  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880542
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  full_name: Kohlhase, Martin
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  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880544
citation:
  alphadin: '<span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Trust Issues in Active
    Learning and Their Impact on Real-World Applications. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)</i> : IEEE, 2025, S. 1–5'
  ama: 'Jaster B, Kohlhase M. Trust Issues in Active Learning and Their Impact on
    Real-World Applications. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>.
    IEEE; 2025:1-5. doi:<a href="https://doi.org/10.57720/6045">10.57720/6045</a>'
  apa: 'Jaster, B., &#38; Kohlhase, M. (2025). Trust Issues in Active Learning and
    Their Impact on Real-World Applications. In IEEE (Ed.), <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx
    Companion)</i> (pp. 1–5). Trondheim, Norway: IEEE. <a href="https://doi.org/10.57720/6045">https://doi.org/10.57720/6045</a>'
  bibtex: '@inproceedings{Jaster_Kohlhase_2025, title={Trust Issues in Active Learning
    and Their Impact on Real-World Applications}, DOI={<a href="https://doi.org/10.57720/6045">10.57720/6045</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)}, publisher={IEEE}, author={Jaster, Bjarne and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–5} }'
  chicago: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and
    Their Impact on Real-World Applications.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion)</i>,
    edited by IEEE, 1–5. IEEE, 2025. <a href="https://doi.org/10.57720/6045">https://doi.org/10.57720/6045</a>.
  ieee: B. Jaster and M. Kohlhase, “Trust Issues in Active Learning and Their Impact
    on Real-World Applications,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, Trondheim,
    Norway, 2025, pp. 1–5.
  mla: Jaster, Bjarne, and Martin Kohlhase. “Trust Issues in Active Learning and Their
    Impact on Real-World Applications.” <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx Companion)</i>, edited by IEEE,
    IEEE, 2025, pp. 1–5, doi:<a href="https://doi.org/10.57720/6045">10.57720/6045</a>.
  short: 'B. Jaster, M. Kohlhase, in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx Companion), IEEE,
    2025, pp. 1–5.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx Companion)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-07-10T05:52:35Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.57720/6045
file:
- access_level: open_access
  content_type: application/pdf
  creator: kwerth
  date_created: 2025-07-10T06:16:33Z
  date_updated: 2025-07-10T06:16:33Z
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  file_name: Secondary Publication, Jaster et al, 2025, Active_Learning_in_Practice.pdf
  file_size: 1256254
  relation: main_file
  success: 1
file_date_updated: 2025-07-10T06:16:33Z
has_accepted_license: '1'
keyword:
- Active Learning
- Trustworthiness
- Evaluation-methods
language:
- iso: eng
oa: '1'
page: 1-5
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx Companion)
publication_identifier:
  eisbn:
  - 979-8-3315-1972-8
publication_status: published
publisher: IEEE
quality_controlled: '1'
related_material:
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title: Trust Issues in Active Learning and Their Impact on Real-World Applications
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...
---
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author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880864
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880865
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kösters, Justus</span>
    ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Pool-based Active Learning
    with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> :
    IEEE, 2025, S. 1–9'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a
    href="https://doi.org/10.57720/6049">10.57720/6049</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase,
    M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree
    Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9).
    Trondheim, Norway: IEEE. <a href="https://doi.org/10.57720/6049">https://doi.org/10.57720/6049</a>'
  bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit}, DOI={<a href="https://doi.org/10.57720/6049">10.57720/6049</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne
    and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander
    Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, 1–9. IEEE, 2025. <a href="https://doi.org/10.57720/6049">https://doi.org/10.57720/6049</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase,
    “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
    to Explore and Exploit,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025,
    pp. 1–9.'
  mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, IEEE, 2025, pp. 1–9, doi:<a href="https://doi.org/10.57720/6049">10.57720/6049</a>.'
  short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase,
    in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible
    Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-07-10T06:20:36Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.57720/6049
file:
- access_level: open_access
  content_type: application/pdf
  creator: kwerth
  date_created: 2025-07-10T06:30:41Z
  date_updated: 2025-07-10T06:30:41Z
  file_id: '6050'
  file_name: Secondary Publication, Schöne et al, 2025, Active_Learning_with_GUIDE.pdf
  file_size: 2379084
  relation: main_file
  success: 1
file_date_updated: 2025-07-10T06:30:41Z
has_accepted_license: '1'
keyword:
- Interpretability
- Classification
- Pool-based Active Learning
- Decision Trees
language:
- iso: eng
oa: '1'
page: 1-9
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx)
publication_identifier:
  eisbn:
  - 979-8-3315-2015-1
publication_status: published
publisher: IEEE
quality_controlled: '1'
related_material:
  link:
  - description: 'This is the original article published by IEEE. Available online:
      10.1109/CITREx64975.2025.10974940.'
    relation: earlier_version
    url: 10.1109/CITREx64975.2025.10974940
status: public
title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
  to Explore and Exploit'
type: conference
urn: urn:nbn:de:hbz:bi10-60491
user_id: '263827'
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...
---
_id: '5904'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/204125762
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/204125763
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kösters, Justus</span>
    ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Pool-based Active Learning
    with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> :
    IEEE, 2025, S. 1–9'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a
    href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase,
    M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree
    Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9).
    Trondheim, Norway: IEEE. <a href="https://doi.org/10.1109/CITREx64975.2025.10974940">https://doi.org/10.1109/CITREx64975.2025.10974940</a>'
  bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit}, DOI={<a href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne
    and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander
    Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, 1–9. IEEE, 2025. <a href="https://doi.org/10.1109/CITREx64975.2025.10974940">https://doi.org/10.1109/CITREx64975.2025.10974940</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase,
    “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
    to Explore and Exploit,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025,
    pp. 1–9.'
  mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, IEEE, 2025, pp. 1–9, doi:<a href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>.'
  short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase,
    in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible
    Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-04-29T13:20:58Z
date_updated: 2026-03-17T15:29:23Z
doi: 10.1109/CITREx64975.2025.10974940
keyword:
- Interpretability
- Classification
- Pool-based Active Learning
- Decision Trees
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10974940
page: 1-9
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx)
publication_identifier:
  eisbn:
  - 979-8-3315-2015-1
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
  to Explore and Exploit'
type: conference
user_id: '237837'
year: '2025'
...
---
_id: '5882'
author:
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/181332343
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Volker
  full_name: Lohweg, Volker
  last_name: Lohweg
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
citation:
  alphadin: '<span style="font-variant:small-caps;">Bültemeier, Julian</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span>
    ; <span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span style="font-variant:small-caps;">Nelles,
    Oliver</span>: Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube
    Designs. In: <span style="font-variant:small-caps;">Schulte, H.</span> ; <span
    style="font-variant:small-caps;">Hoffmann, F.</span> ; <span style="font-variant:small-caps;">Mikut,
    R.</span> (Hrsg.): <i>Proceedings - 34. Workshop Computational Intelligence: Berlin,
    21.-22. November 2024</i> : KIT Scientific Publishing, 2024, S. 217–231'
  ama: 'Bültemeier J, Schöne M, Kohlhase M, Holst C-A, Lohweg V, Nelles O. Dichte-skaliertes
    Optimierungskriterium für Sliced Latin Hypercube Designs. In: Schulte H, Hoffmann
    F, Mikut R, eds. <i>Proceedings - 34. Workshop Computational Intelligence: Berlin,
    21.-22. November 2024</i>. KIT Scientific Publishing; 2024:217-231. doi:<a href="https://doi.org/10.58895/ksp//1000174544-14">10.58895/ksp//1000174544-14</a>'
  apa: 'Bültemeier, J., Schöne, M., Kohlhase, M., Holst, C.-A., Lohweg, V., &#38;
    Nelles, O. (2024). Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube
    Designs. In H. Schulte, F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 34.
    Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i> (pp. 217–231).
    Berlin: KIT Scientific Publishing. <a href="https://doi.org/10.58895/ksp//1000174544-14">https://doi.org/10.58895/ksp//1000174544-14</a>'
  bibtex: '@inproceedings{Bültemeier_Schöne_Kohlhase_Holst_Lohweg_Nelles_2024, title={Dichte-skaliertes
    Optimierungskriterium für Sliced Latin Hypercube Designs}, DOI={<a href="https://doi.org/10.58895/ksp//1000174544-14">10.58895/ksp//1000174544-14</a>},
    booktitle={Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22.
    November 2024}, publisher={KIT Scientific Publishing}, author={Bültemeier, Julian
    and Schöne, Marvin and Kohlhase, Martin and Holst, Christoph-Alexander and Lohweg,
    Volker and Nelles, Oliver}, editor={Schulte, Horst  and Hoffmann, Frank and Mikut,
    Ralf Editors}, year={2024}, pages={217–231} }'
  chicago: 'Bültemeier, Julian, Marvin Schöne, Martin Kohlhase, Christoph-Alexander
    Holst, Volker Lohweg, and Oliver Nelles. “Dichte-Skaliertes Optimierungskriterium
    Für Sliced Latin Hypercube Designs.” In <i>Proceedings - 34. Workshop Computational
    Intelligence: Berlin, 21.-22. November 2024</i>, edited by Horst  Schulte, Frank
    Hoffmann, and Ralf  Mikut, 217–31. KIT Scientific Publishing, 2024. <a href="https://doi.org/10.58895/ksp//1000174544-14">https://doi.org/10.58895/ksp//1000174544-14</a>.'
  ieee: 'J. Bültemeier, M. Schöne, M. Kohlhase, C.-A. Holst, V. Lohweg, and O. Nelles,
    “Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs,”
    in <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November
    2024</i>, Berlin, 2024, pp. 217–231.'
  mla: 'Bültemeier, Julian, et al. “Dichte-Skaliertes Optimierungskriterium Für Sliced
    Latin Hypercube Designs.” <i>Proceedings - 34. Workshop Computational Intelligence:
    Berlin, 21.-22. November 2024</i>, edited by Horst  Schulte et al., KIT Scientific
    Publishing, 2024, pp. 217–31, doi:<a href="https://doi.org/10.58895/ksp//1000174544-14">10.58895/ksp//1000174544-14</a>.'
  short: 'J. Bültemeier, M. Schöne, M. Kohlhase, C.-A. Holst, V. Lohweg, O. Nelles,
    in: H. Schulte, F. Hoffmann, R. Mikut (Eds.), Proceedings - 34. Workshop Computational
    Intelligence: Berlin, 21.-22. November 2024, KIT Scientific Publishing, 2024,
    pp. 217–231.'
conference:
  end_date: 2024-11-22
  location: Berlin
  name: 34. Workshop Computational Intelligence
  start_date: 2024-11-21
date_created: 2025-04-01T06:20:25Z
date_updated: 2026-03-17T15:29:23Z
doi: 10.58895/ksp//1000174544-14
editor:
- first_name: 'Horst '
  full_name: 'Schulte, Horst '
  last_name: Schulte
- first_name: Frank
  full_name: Hoffmann, Frank
  last_name: Hoffmann
- first_name: 'Ralf '
  full_name: 'Mikut, Ralf '
  last_name: Mikut
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.ksp.kit.edu/site/chapters/e/10.58895/ksp/1000174544-14/
oa: '1'
page: 217-231
publication: 'Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22.
  November 2024'
publication_identifier:
  isbn:
  - '9783731513889'
publication_status: published
publisher: KIT Scientific Publishing
status: public
title: Dichte-skaliertes Optimierungskriterium für Sliced Latin Hypercube Designs
type: conference
user_id: '220548'
year: '2024'
...
---
_id: '5789'
author:
- first_name: Frederick-Mortimer
  full_name: Dockhorn, Frederick-Mortimer
  id: '255506'
  last_name: Dockhorn
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/179925806
citation:
  alphadin: '<span style="font-variant:small-caps;">Dockhorn, Frederick-Mortimer</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: An Application-oriented
    Review of Standard and Integral Sparse Identification of Nonlinear Dynamics. In:
    <span style="font-variant:small-caps;">Schulte, H.</span> ; <span style="font-variant:small-caps;">Hoffmann,
    F.</span> ; <span style="font-variant:small-caps;">Mikut, R.</span> (Hrsg.): <i>Proceedings
    - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i> :
    KIT Scientific Publishing, 2024, S. 53–76'
  ama: 'Dockhorn F-M, Kohlhase M. An Application-oriented Review of Standard and Integral
    Sparse Identification of Nonlinear Dynamics. In: Schulte H, Hoffmann F, Mikut
    R, eds. <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22.
    November 2024</i>. KIT Scientific Publishing; 2024:53-76. doi:<a href="https://doi.org/10.5445/KSP/1000174544">10.5445/KSP/1000174544</a>'
  apa: 'Dockhorn, F.-M., &#38; Kohlhase, M. (2024). An Application-oriented Review
    of Standard and Integral Sparse Identification of Nonlinear Dynamics. In H. Schulte,
    F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 34. Workshop Computational
    Intelligence: Berlin, 21.-22. November 2024</i> (pp. 53–76). Berlin: KIT Scientific
    Publishing. <a href="https://doi.org/10.5445/KSP/1000174544">https://doi.org/10.5445/KSP/1000174544</a>'
  bibtex: '@inproceedings{Dockhorn_Kohlhase_2024, title={An Application-oriented Review
    of Standard and Integral Sparse Identification of Nonlinear Dynamics}, DOI={<a
    href="https://doi.org/10.5445/KSP/1000174544">10.5445/KSP/1000174544</a>}, booktitle={Proceedings
    - 34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024}, publisher={KIT
    Scientific Publishing}, author={Dockhorn, Frederick-Mortimer and Kohlhase, Martin},
    editor={Schulte, Horst and Hoffmann, Frank  and Mikut, Ralf Editors}, year={2024},
    pages={53–76} }'
  chicago: 'Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “An Application-Oriented
    Review of Standard and Integral Sparse Identification of Nonlinear Dynamics.”
    In <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November
    2024</i>, edited by Horst Schulte, Frank  Hoffmann, and Ralf  Mikut, 53–76. KIT
    Scientific Publishing, 2024. <a href="https://doi.org/10.5445/KSP/1000174544">https://doi.org/10.5445/KSP/1000174544</a>.'
  ieee: 'F.-M. Dockhorn and M. Kohlhase, “An Application-oriented Review of Standard
    and Integral Sparse Identification of Nonlinear Dynamics,” in <i>Proceedings -
    34. Workshop Computational Intelligence: Berlin, 21.-22. November 2024</i>, Berlin,
    2024, pp. 53–76.'
  mla: 'Dockhorn, Frederick-Mortimer, and Martin Kohlhase. “An Application-Oriented
    Review of Standard and Integral Sparse Identification of Nonlinear Dynamics.”
    <i>Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November
    2024</i>, edited by Horst Schulte et al., KIT Scientific Publishing, 2024, pp.
    53–76, doi:<a href="https://doi.org/10.5445/KSP/1000174544">10.5445/KSP/1000174544</a>.'
  short: 'F.-M. Dockhorn, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.),
    Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22. November
    2024, KIT Scientific Publishing, 2024, pp. 53–76.'
conference:
  end_date: 2024-11-22
  location: Berlin
  name: 34. Workshop Compuational Intelligence
  start_date: 2024-11-21
date_created: 2025-03-07T15:28:53Z
date_updated: 2026-03-17T15:29:22Z
doi: 10.5445/KSP/1000174544
editor:
- first_name: Horst
  full_name: Schulte, Horst
  last_name: Schulte
- first_name: 'Frank '
  full_name: 'Hoffmann, Frank '
  last_name: Hoffmann
- first_name: 'Ralf '
  full_name: 'Mikut, Ralf '
  last_name: Mikut
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 53-76
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 'Proceedings - 34. Workshop Computational Intelligence: Berlin, 21.-22.
  November 2024'
publication_identifier:
  isbn:
  - ' 978-3-7315-1388-9'
publication_status: published
publisher: KIT Scientific Publishing
quality_controlled: '1'
status: public
title: An Application-oriented Review of Standard and Integral Sparse Identification
  of Nonlinear Dynamics
type: conference
user_id: '255506'
year: '2024'
...
---
_id: '5497'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/177075481
- first_name: Sebastian von
  full_name: Enzberg, Sebastian von
  last_name: Enzberg
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/177075482
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/177075483
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Enzberg,
    Sebastian von</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span> ; <span style="font-variant:small-caps;">Dumitrescu,
    Roman</span>: Design decisions for integrating Prescriptive Analytics Use Cases
    into Smart Factories. In: <i>Procedia CIRP</i> Bd. 128, Elsevier BV (2024), S. 424–429'
  ama: Weller J, Migenda N, Enzberg S von, Kohlhase M, Schenck W, Dumitrescu R. Design
    decisions for integrating Prescriptive Analytics Use Cases into Smart Factories.
    <i>Procedia CIRP</i>. 2024;128:424-429. doi:<a href="https://doi.org/10.1016/j.procir.2024.03.022">10.1016/j.procir.2024.03.022</a>
  apa: Weller, J., Migenda, N., Enzberg, S. von, Kohlhase, M., Schenck, W., &#38;
    Dumitrescu, R. (2024). Design decisions for integrating Prescriptive Analytics
    Use Cases into Smart Factories. <i>Procedia CIRP</i>, <i>128</i>, 424–429. <a
    href="https://doi.org/10.1016/j.procir.2024.03.022">https://doi.org/10.1016/j.procir.2024.03.022</a>
  bibtex: '@article{Weller_Migenda_Enzberg_Kohlhase_Schenck_Dumitrescu_2024, title={Design
    decisions for integrating Prescriptive Analytics Use Cases into Smart Factories},
    volume={128}, DOI={<a href="https://doi.org/10.1016/j.procir.2024.03.022">10.1016/j.procir.2024.03.022</a>},
    journal={Procedia CIRP}, publisher={Elsevier BV}, author={Weller, Julian and Migenda,
    Nico and Enzberg, Sebastian von and Kohlhase, Martin and Schenck, Wolfram and
    Dumitrescu, Roman}, year={2024}, pages={424–429} }'
  chicago: 'Weller, Julian, Nico Migenda, Sebastian von Enzberg, Martin Kohlhase,
    Wolfram Schenck, and Roman Dumitrescu. “Design Decisions for Integrating Prescriptive
    Analytics Use Cases into Smart Factories.” <i>Procedia CIRP</i> 128 (2024): 424–29.
    <a href="https://doi.org/10.1016/j.procir.2024.03.022">https://doi.org/10.1016/j.procir.2024.03.022</a>.'
  ieee: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, and R. Dumitrescu,
    “Design decisions for integrating Prescriptive Analytics Use Cases into Smart
    Factories,” <i>Procedia CIRP</i>, vol. 128, pp. 424–429, 2024.
  mla: Weller, Julian, et al. “Design Decisions for Integrating Prescriptive Analytics
    Use Cases into Smart Factories.” <i>Procedia CIRP</i>, vol. 128, Elsevier BV,
    2024, pp. 424–29, doi:<a href="https://doi.org/10.1016/j.procir.2024.03.022">10.1016/j.procir.2024.03.022</a>.
  short: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu,
    Procedia CIRP 128 (2024) 424–429.
date_created: 2025-01-31T17:03:32Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.1016/j.procir.2024.03.022
intvolume: '       128'
language:
- iso: eng
page: 424-429
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Procedia CIRP
publication_identifier:
  issn:
  - 2212-8271
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Design decisions for integrating Prescriptive Analytics Use Cases into Smart
  Factories
type: journal_article
user_id: '220548'
volume: 128
year: '2024'
...
---
_id: '4913'
article_number: '2663'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167155079
- first_name: Yash
  full_name: Naik, Yash
  last_name: Naik
- first_name: Tim
  full_name: Heuwinkel, Tim
  last_name: Heuwinkel
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167155080
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167155081
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Naik,
    Yash</span> ; <span style="font-variant:small-caps;">Heuwinkel, Tim</span> ; <span
    style="font-variant:small-caps;">Kühn, Arno</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Dumitrescu, Roman</span>: Reference Architecture
    for the Integration of Prescriptive Analytics Use Cases in Smart Factories. In:
    <i>Mathematics</i> Bd. 12, MDPI AG (2024), Nr. 17'
  ama: Weller J, Migenda N, Naik Y, et al. Reference Architecture for the Integration
    of Prescriptive Analytics Use Cases in Smart Factories. <i>Mathematics</i>. 2024;12(17).
    doi:<a href="https://doi.org/10.3390/math12172663">10.3390/math12172663</a>
  apa: Weller, J., Migenda, N., Naik, Y., Heuwinkel, T., Kühn, A., Kohlhase, M., …
    Dumitrescu, R. (2024). Reference Architecture for the Integration of Prescriptive
    Analytics Use Cases in Smart Factories. <i>Mathematics</i>, <i>12</i>(17). <a
    href="https://doi.org/10.3390/math12172663">https://doi.org/10.3390/math12172663</a>
  bibtex: '@article{Weller_Migenda_Naik_Heuwinkel_Kühn_Kohlhase_Schenck_Dumitrescu_2024,
    title={Reference Architecture for the Integration of Prescriptive Analytics Use
    Cases in Smart Factories}, volume={12}, DOI={<a href="https://doi.org/10.3390/math12172663">10.3390/math12172663</a>},
    number={172663}, journal={Mathematics}, publisher={MDPI AG}, author={Weller, Julian
    and Migenda, Nico and Naik, Yash and Heuwinkel, Tim and Kühn, Arno and Kohlhase,
    Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024} }'
  chicago: Weller, Julian, Nico Migenda, Yash Naik, Tim Heuwinkel, Arno Kühn, Martin
    Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Reference Architecture for the
    Integration of Prescriptive Analytics Use Cases in Smart Factories.” <i>Mathematics</i>
    12, no. 17 (2024). <a href="https://doi.org/10.3390/math12172663">https://doi.org/10.3390/math12172663</a>.
  ieee: J. Weller <i>et al.</i>, “Reference Architecture for the Integration of Prescriptive
    Analytics Use Cases in Smart Factories,” <i>Mathematics</i>, vol. 12, no. 17,
    2024.
  mla: Weller, Julian, et al. “Reference Architecture for the Integration of Prescriptive
    Analytics Use Cases in Smart Factories.” <i>Mathematics</i>, vol. 12, no. 17,
    2663, MDPI AG, 2024, doi:<a href="https://doi.org/10.3390/math12172663">10.3390/math12172663</a>.
  short: J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck,
    R. Dumitrescu, Mathematics 12 (2024).
date_created: 2024-09-10T07:26:47Z
date_updated: 2026-03-17T15:29:08Z
doi: 10.3390/math12172663
intvolume: '        12'
issue: '17'
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Mathematics
publication_identifier:
  eissn:
  - 2227-7390
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Reference Architecture for the Integration of Prescriptive Analytics Use Cases
  in Smart Factories
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '224375'
volume: 12
year: '2024'
...
---
_id: '4915'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154965
- first_name: Rui
  full_name: Liu, Rui
  last_name: Liu
- first_name: Arthur
  full_name: Wegel, Arthur
  last_name: Wegel
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154956
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154958
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Liu,
    Rui</span> ; <span style="font-variant:small-caps;">Wegel, Arthur</span> ; <span
    style="font-variant:small-caps;">von Enzberg, Sebastian</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Dumitrescu, Roman</span>: Towards a Systematic
    Approach for Prescriptive Analytics Use Cases in Smart Factories. In: <span style="font-variant:small-caps;">Niggemann,
    O.</span> ; <span style="font-variant:small-caps;">Beyerer, J.</span> ; <span
    style="font-variant:small-caps;">Krantz, M.</span> ; <span style="font-variant:small-caps;">Kühnert,
    C.</span> (Hrsg.): <i>Machine Learning for Cyber-Physical Systems. Selected papers
    from the International Conference ML4CPS 2023</i>, <i>Technologien für die intelligente
    Automation</i>. Bd. 18. Cham : Springer Nature Switzerland, 2024, S. 89–100'
  ama: 'Weller J, Migenda N, Liu R, et al. Towards a Systematic Approach for Prescriptive
    Analytics Use Cases in Smart Factories. In: Niggemann O, Beyerer J, Krantz M,
    Kühnert C, eds. <i>Machine Learning for Cyber-Physical Systems. Selected Papers
    from the International Conference ML4CPS 2023</i>. Vol 18. Technologien für die
    intelligente Automation. Cham: Springer Nature Switzerland; 2024:89-100. doi:<a
    href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>'
  apa: 'Weller, J., Migenda, N., Liu, R., Wegel, A., von Enzberg, S., Kohlhase, M.,
    … Dumitrescu, R. (2024). Towards a Systematic Approach for Prescriptive Analytics
    Use Cases in Smart Factories. In O. Niggemann, J. Beyerer, M. Krantz, &#38; C.
    Kühnert (Eds.), <i>Machine Learning for Cyber-Physical Systems. Selected papers
    from the International Conference ML4CPS 2023</i> (Vol. 18, pp. 89–100). Cham:
    Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-47062-2_9">https://doi.org/10.1007/978-3-031-47062-2_9</a>'
  bibtex: '@inbook{Weller_Migenda_Liu_Wegel_von Enzberg_Kohlhase_Schenck_Dumitrescu_2024,
    place={Cham}, series={Technologien für die intelligente Automation}, title={Towards
    a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories},
    volume={18}, DOI={<a href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>},
    booktitle={Machine Learning for Cyber-Physical Systems. Selected papers from the
    International Conference ML4CPS 2023}, publisher={Springer Nature Switzerland},
    author={Weller, Julian and Migenda, Nico and Liu, Rui and Wegel, Arthur and von
    Enzberg, Sebastian and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
    editor={Niggemann, Oliver and Beyerer, Jürgen and Krantz, Maria and Kühnert, ChristianEditors},
    year={2024}, pages={89–100}, collection={Technologien für die intelligente Automation}
    }'
  chicago: 'Weller, Julian, Nico Migenda, Rui Liu, Arthur Wegel, Sebastian von Enzberg,
    Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Towards a Systematic
    Approach for Prescriptive Analytics Use Cases in Smart Factories.” In <i>Machine
    Learning for Cyber-Physical Systems. Selected Papers from the International Conference
    ML4CPS 2023</i>, edited by Oliver Niggemann, Jürgen Beyerer, Maria Krantz, and
    Christian Kühnert, 18:89–100. Technologien Für Die Intelligente Automation. Cham:
    Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-47062-2_9">https://doi.org/10.1007/978-3-031-47062-2_9</a>.'
  ieee: 'J. Weller <i>et al.</i>, “Towards a Systematic Approach for Prescriptive
    Analytics Use Cases in Smart Factories,” in <i>Machine Learning for Cyber-Physical
    Systems. Selected papers from the International Conference ML4CPS 2023</i>, vol.
    18, O. Niggemann, J. Beyerer, M. Krantz, and C. Kühnert, Eds. Cham: Springer Nature
    Switzerland, 2024, pp. 89–100.'
  mla: Weller, Julian, et al. “Towards a Systematic Approach for Prescriptive Analytics
    Use Cases in Smart Factories.” <i>Machine Learning for Cyber-Physical Systems.
    Selected Papers from the International Conference ML4CPS 2023</i>, edited by Oliver
    Niggemann et al., vol. 18, Springer Nature Switzerland, 2024, pp. 89–100, doi:<a
    href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>.
  short: 'J. Weller, N. Migenda, R. Liu, A. Wegel, S. von Enzberg, M. Kohlhase, W.
    Schenck, R. Dumitrescu, in: O. Niggemann, J. Beyerer, M. Krantz, C. Kühnert (Eds.),
    Machine Learning for Cyber-Physical Systems. Selected Papers from the International
    Conference ML4CPS 2023, Springer Nature Switzerland, Cham, 2024, pp. 89–100.'
date_created: 2024-09-10T07:32:34Z
date_updated: 2026-03-17T15:29:08Z
doi: 10.1007/978-3-031-47062-2_9
editor:
- first_name: Oliver
  full_name: Niggemann, Oliver
  last_name: Niggemann
- first_name: Jürgen
  full_name: Beyerer, Jürgen
  last_name: Beyerer
- first_name: Maria
  full_name: Krantz, Maria
  last_name: Krantz
- first_name: Christian
  full_name: Kühnert, Christian
  last_name: Kühnert
intvolume: '        18'
language:
- iso: eng
page: 89-100
place: Cham
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Machine Learning for Cyber-Physical Systems. Selected papers from the
  International Conference ML4CPS 2023
publication_identifier:
  eisbn:
  - 978-3-031-47062-2
  eissn:
  - 2522-8587
  isbn:
  - 978-3-031-47061-5
  issn:
  - 2522-8579
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
series_title: Technologien für die intelligente Automation
status: public
title: Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart
  Factories
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...
---
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author:
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  full_name: Niederhaus, Marvin
  id: '232004'
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  orcid: 0009-0008-8581-2708
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
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  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154717
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154718
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154719
citation:
  alphadin: '<span style="font-variant:small-caps;">Niederhaus, Marvin</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Weller,
    Julian</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Technical Readiness
    of Prescriptive Analytics Platforms: A Survey. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2024 35th Conference of Open Innovations Association (FRUCT)</i> :
    IEEE, 2024, S. 509–519'
  ama: 'Niederhaus M, Migenda N, Weller J, Schenck W, Kohlhase M. Technical Readiness
    of Prescriptive Analytics Platforms: A Survey. In: IEEE, ed. <i>2024 35th Conference
    of Open Innovations Association (FRUCT)</i>. IEEE; 2024:509-519. doi:<a href="https://doi.org/10.23919/FRUCT61870.2024.10516367">10.23919/FRUCT61870.2024.10516367</a>'
  apa: 'Niederhaus, M., Migenda, N., Weller, J., Schenck, W., &#38; Kohlhase, M. (2024).
    Technical Readiness of Prescriptive Analytics Platforms: A Survey. In IEEE (Ed.),
    <i>2024 35th Conference of Open Innovations Association (FRUCT)</i> (pp. 509–519).
    Tampere, Finland: IEEE. <a href="https://doi.org/10.23919/FRUCT61870.2024.10516367">https://doi.org/10.23919/FRUCT61870.2024.10516367</a>'
  bibtex: '@inproceedings{Niederhaus_Migenda_Weller_Schenck_Kohlhase_2024, title={Technical
    Readiness of Prescriptive Analytics Platforms: A Survey}, DOI={<a href="https://doi.org/10.23919/FRUCT61870.2024.10516367">10.23919/FRUCT61870.2024.10516367</a>},
    booktitle={2024 35th Conference of Open Innovations Association (FRUCT)}, publisher={IEEE},
    author={Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Schenck, Wolfram
    and Kohlhase, Martin}, editor={IEEEEditor}, year={2024}, pages={509–519} }'
  chicago: 'Niederhaus, Marvin, Nico Migenda, Julian Weller, Wolfram Schenck, and
    Martin Kohlhase. “Technical Readiness of Prescriptive Analytics Platforms: A Survey.”
    In <i>2024 35th Conference of Open Innovations Association (FRUCT)</i>, edited
    by IEEE, 509–19. IEEE, 2024. <a href="https://doi.org/10.23919/FRUCT61870.2024.10516367">https://doi.org/10.23919/FRUCT61870.2024.10516367</a>.'
  ieee: 'M. Niederhaus, N. Migenda, J. Weller, W. Schenck, and M. Kohlhase, “Technical
    Readiness of Prescriptive Analytics Platforms: A Survey,” in <i>2024 35th Conference
    of Open Innovations Association (FRUCT)</i>, Tampere, Finland, 2024, pp. 509–519.'
  mla: 'Niederhaus, Marvin, et al. “Technical Readiness of Prescriptive Analytics
    Platforms: A Survey.” <i>2024 35th Conference of Open Innovations Association
    (FRUCT)</i>, edited by IEEE, IEEE, 2024, pp. 509–19, doi:<a href="https://doi.org/10.23919/FRUCT61870.2024.10516367">10.23919/FRUCT61870.2024.10516367</a>.'
  short: 'M. Niederhaus, N. Migenda, J. Weller, W. Schenck, M. Kohlhase, in: IEEE
    (Ed.), 2024 35th Conference of Open Innovations Association (FRUCT), IEEE, 2024,
    pp. 509–519.'
conference:
  end_date: 2023-11-25
  location: Tampere, Finland
  name: 2024 35th Conference of Open Innovations Association (FRUCT)
  start_date: 2023-11-23
corporate_editor:
- IEEE
date_created: 2024-06-17T09:31:09Z
date_updated: 2026-03-17T15:29:04Z
doi: 10.23919/FRUCT61870.2024.10516367
language:
- iso: eng
page: 509-519
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2024 35th Conference of Open Innovations Association (FRUCT)
publication_identifier:
  eisbn:
  - 978-952-65246-1-0
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Technical Readiness of Prescriptive Analytics Platforms: A Survey'
type: conference
user_id: '224375'
year: '2024'
...
---
_id: '4700'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154728
- first_name: Arthur
  full_name: Wegel, Arthur
  last_name: Wegel
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154729
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154734
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Wegel,
    Arthur</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span> ; <span style="font-variant:small-caps;">Dumitrescu,
    Roman</span>: Conceptual Framework for Prescriptive Analytics Based on Decision
    Theory in Smart Factories. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2023 IEEE International Conference on Advances in Data-Driven Analytics
    And Intelligent Systems (ADACIS)</i> : IEEE, 2023, S. 1–7'
  ama: 'Weller J, Migenda N, Wegel A, Kohlhase M, Schenck W, Dumitrescu R. Conceptual
    Framework for Prescriptive Analytics Based on Decision Theory in Smart Factories.
    In: IEEE, ed. <i>2023 IEEE International Conference on Advances in Data-Driven
    Analytics And Intelligent Systems (ADACIS)</i>. IEEE; 2023:1-7. doi:<a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">10.1109/ADACIS59737.2023.10424368</a>'
  apa: 'Weller, J., Migenda, N., Wegel, A., Kohlhase, M., Schenck, W., &#38; Dumitrescu,
    R. (2023). Conceptual Framework for Prescriptive Analytics Based on Decision Theory
    in Smart Factories. In IEEE (Ed.), <i>2023 IEEE International Conference on Advances
    in Data-Driven Analytics And Intelligent Systems (ADACIS)</i> (pp. 1–7). Marrakesh,
    Morocco: IEEE. <a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">https://doi.org/10.1109/ADACIS59737.2023.10424368</a>'
  bibtex: '@inproceedings{Weller_Migenda_Wegel_Kohlhase_Schenck_Dumitrescu_2023, title={Conceptual
    Framework for Prescriptive Analytics Based on Decision Theory in Smart Factories},
    DOI={<a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">10.1109/ADACIS59737.2023.10424368</a>},
    booktitle={2023 IEEE International Conference on Advances in Data-Driven Analytics
    And Intelligent Systems (ADACIS)}, publisher={IEEE}, author={Weller, Julian and
    Migenda, Nico and Wegel, Arthur and Kohlhase, Martin and Schenck, Wolfram and
    Dumitrescu, Roman}, editor={IEEEEditor}, year={2023}, pages={1–7} }'
  chicago: Weller, Julian, Nico Migenda, Arthur Wegel, Martin Kohlhase, Wolfram Schenck,
    and Roman Dumitrescu. “Conceptual Framework for Prescriptive Analytics Based on
    Decision Theory in Smart Factories.” In <i>2023 IEEE International Conference
    on Advances in Data-Driven Analytics And Intelligent Systems (ADACIS)</i>, edited
    by IEEE, 1–7. IEEE, 2023. <a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">https://doi.org/10.1109/ADACIS59737.2023.10424368</a>.
  ieee: J. Weller, N. Migenda, A. Wegel, M. Kohlhase, W. Schenck, and R. Dumitrescu,
    “Conceptual Framework for Prescriptive Analytics Based on Decision Theory in Smart
    Factories,” in <i>2023 IEEE International Conference on Advances in Data-Driven
    Analytics And Intelligent Systems (ADACIS)</i>, Marrakesh, Morocco, 2023, pp.
    1–7.
  mla: Weller, Julian, et al. “Conceptual Framework for Prescriptive Analytics Based
    on Decision Theory in Smart Factories.” <i>2023 IEEE International Conference
    on Advances in Data-Driven Analytics And Intelligent Systems (ADACIS)</i>, edited
    by IEEE, IEEE, 2023, pp. 1–7, doi:<a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">10.1109/ADACIS59737.2023.10424368</a>.
  short: 'J. Weller, N. Migenda, A. Wegel, M. Kohlhase, W. Schenck, R. Dumitrescu,
    in: IEEE (Ed.), 2023 IEEE International Conference on Advances in Data-Driven
    Analytics And Intelligent Systems (ADACIS), IEEE, 2023, pp. 1–7.'
conference:
  end_date: 2023-11-25
  location: Marrakesh, Morocco
  name: 2023 IEEE International Conference on Advances in Data-Driven Analytics And
    Intelligent Systems (ADACIS)
  start_date: 2023-11-23
corporate_editor:
- IEEE
date_created: 2024-06-17T09:31:55Z
date_updated: 2026-03-17T15:29:04Z
doi: 10.1109/ADACIS59737.2023.10424368
language:
- iso: eng
page: 1-7
publication: 2023 IEEE International Conference on Advances in Data-Driven Analytics
  And Intelligent Systems (ADACIS)
publication_identifier:
  eisbn:
  - 979-8-3503-4415-8
publication_status: published
publisher: IEEE
status: public
title: Conceptual Framework for Prescriptive Analytics Based on Decision Theory in
  Smart Factories
type: conference
user_id: '220548'
year: '2023'
...
---
_id: '3713'
author:
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
  last_name: Jaster
  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/183576319
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/183576321
citation:
  alphadin: '<span style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Active Learning for
    Regression Problems with Ensemble Methods. In: <span style="font-variant:small-caps;">Schulte,
    H.</span> ; <span style="font-variant:small-caps;">Hoffmann, F.</span> ; <span
    style="font-variant:small-caps;">Mikut, R.</span> (Hrsg.): <i>Proceedings - 33.
    Workshop Computational Intelligence</i> : Karlsruher Institut für Technologie
    (KIT), 2023, S. 9–29'
  ama: 'Jaster B, Kohlhase M. Active Learning for Regression Problems with Ensemble
    Methods. In: Schulte H, Hoffmann F, Mikut R, eds. <i>Proceedings - 33. Workshop
    Computational Intelligence</i>. Karlsruher Institut für Technologie (KIT); 2023:9-29.
    doi:<a href="https://doi.org/10.5445/KSP/1000162754">10.5445/KSP/1000162754</a>'
  apa: 'Jaster, B., &#38; Kohlhase, M. (2023). Active Learning for Regression Problems
    with Ensemble Methods. In H. Schulte, F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings
    - 33. Workshop Computational Intelligence</i> (pp. 9–29). Berlin: Karlsruher Institut
    für Technologie (KIT). <a href="https://doi.org/10.5445/KSP/1000162754">https://doi.org/10.5445/KSP/1000162754</a>'
  bibtex: '@inproceedings{Jaster_Kohlhase_2023, title={Active Learning for Regression
    Problems with Ensemble Methods}, DOI={<a href="https://doi.org/10.5445/KSP/1000162754">10.5445/KSP/1000162754</a>},
    booktitle={Proceedings - 33. Workshop Computational Intelligence}, publisher={Karlsruher
    Institut für Technologie (KIT)}, author={Jaster, Bjarne and Kohlhase, Martin},
    editor={Schulte, Horst and Hoffmann, Frank and Mikut, RalfEditors}, year={2023},
    pages={9–29} }'
  chicago: Jaster, Bjarne, and Martin Kohlhase. “Active Learning for Regression Problems
    with Ensemble Methods.” In <i>Proceedings - 33. Workshop Computational Intelligence</i>,
    edited by Horst Schulte, Frank Hoffmann, and Ralf Mikut, 9–29. Karlsruher Institut
    für Technologie (KIT), 2023. <a href="https://doi.org/10.5445/KSP/1000162754">https://doi.org/10.5445/KSP/1000162754</a>.
  ieee: B. Jaster and M. Kohlhase, “Active Learning for Regression Problems with Ensemble
    Methods,” in <i>Proceedings - 33. Workshop Computational Intelligence</i>, Berlin,
    2023, pp. 9–29.
  mla: Jaster, Bjarne, and Martin Kohlhase. “Active Learning for Regression Problems
    with Ensemble Methods.” <i>Proceedings - 33. Workshop Computational Intelligence</i>,
    edited by Horst Schulte et al., Karlsruher Institut für Technologie (KIT), 2023,
    pp. 9–29, doi:<a href="https://doi.org/10.5445/KSP/1000162754">10.5445/KSP/1000162754</a>.
  short: 'B. Jaster, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.), Proceedings
    - 33. Workshop Computational Intelligence, Karlsruher Institut für Technologie
    (KIT), 2023, pp. 9–29.'
conference:
  end_date: 2023-11-24
  location: Berlin
  name: 33. Workshop Computational Intelligence
  start_date: 2023-11-23
date_created: 2023-11-13T14:28:00Z
date_updated: 2026-03-17T15:28:49Z
doi: 10.5445/KSP/1000162754
editor:
- first_name: Horst
  full_name: Schulte, Horst
  last_name: Schulte
- first_name: Frank
  full_name: Hoffmann, Frank
  last_name: Hoffmann
- first_name: Ralf
  full_name: Mikut, Ralf
  last_name: Mikut
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://publikationen.bibliothek.kit.edu/1000162754
oa: '1'
page: 9 - 29
publication: Proceedings - 33. Workshop Computational Intelligence
publication_identifier:
  isbn:
  - 978-3-7315-1324-7
publication_status: published
publisher: Karlsruher Institut für Technologie (KIT)
status: public
title: Active Learning for Regression Problems with Ensemble Methods
type: conference
user_id: '252434'
year: '2023'
...
