---
_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
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  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: '6049'
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
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  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
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keyword:
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title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
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type: conference
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---
_id: '5904'
author:
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  full_name: Schöne, Marvin
  id: '218388'
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- first_name: Julian
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  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: '6272'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Bültemeier, Julian</span>: AI for Scarce Data
    (AI4ScaDa) — Maschinelles Lernen und Informationsfusion zur nachhaltigen Nutzung
    von Labor- und Kundendaten. In: <span style="font-variant:small-caps;">Institute
    for Data Science Solutions</span> (Hrsg.): <i>Kongress KI@HSBI2023 Solutions im
    Fokus – Posterbeiträge</i>, <i>Schriftenreihe des Institute for Data Science Solutions</i>.
    Bd. 1. Bielefeld : Hochschule Bielefeld, 2024, S. 28–29'
  ama: 'Schöne M, Bültemeier J. AI for Scarce Data (AI4ScaDa) — Maschinelles Lernen
    und Informationsfusion zur nachhaltigen Nutzung von Labor- und Kundendaten. In:
    Institute for Data Science Solutions, ed. <i>Kongress KI@HSBI2023 Solutions Im
    Fokus – Posterbeiträge</i>. Vol 1. Schriftenreihe des Institute for Data Science
    Solutions. Bielefeld: Hochschule Bielefeld; 2024:28-29. doi:<a href="https://doi.org/10.60802/sidas.2024.1">10.60802/sidas.2024.1</a>'
  apa: 'Schöne, M., &#38; Bültemeier, J. (2024). AI for Scarce Data (AI4ScaDa) — Maschinelles
    Lernen und Informationsfusion zur nachhaltigen Nutzung von Labor- und Kundendaten.
    In Institute for Data Science Solutions (Ed.), <i>Kongress KI@HSBI2023 Solutions
    im Fokus – Posterbeiträge</i> (Vol. 1, pp. 28–29). Bielefeld: Hochschule Bielefeld.
    <a href="https://doi.org/10.60802/sidas.2024.1">https://doi.org/10.60802/sidas.2024.1</a>'
  bibtex: '@inbook{Schöne_Bültemeier_2024, place={Bielefeld}, series={Schriftenreihe
    des Institute for Data Science Solutions}, title={AI for Scarce Data (AI4ScaDa)
    — Maschinelles Lernen und Informationsfusion zur nachhaltigen Nutzung von Labor-
    und Kundendaten}, volume={1}, DOI={<a href="https://doi.org/10.60802/sidas.2024.1">10.60802/sidas.2024.1</a>},
    booktitle={Kongress KI@HSBI2023 Solutions im Fokus – Posterbeiträge}, publisher={Hochschule
    Bielefeld}, author={Schöne, Marvin and Bültemeier, Julian}, editor={Institute
    for Data Science SolutionsEditor}, year={2024}, pages={28–29}, collection={Schriftenreihe
    des Institute for Data Science Solutions} }'
  chicago: 'Schöne, Marvin, and Julian Bültemeier. “AI for Scarce Data (AI4ScaDa)
    — Maschinelles Lernen Und Informationsfusion Zur Nachhaltigen Nutzung von Labor-
    Und Kundendaten.” In <i>Kongress KI@HSBI2023 Solutions Im Fokus – Posterbeiträge</i>,
    edited by Institute for Data Science Solutions, 1:28–29. Schriftenreihe Des Institute
    for Data Science Solutions. Bielefeld: Hochschule Bielefeld, 2024. <a href="https://doi.org/10.60802/sidas.2024.1">https://doi.org/10.60802/sidas.2024.1</a>.'
  ieee: 'M. Schöne and J. Bültemeier, “AI for Scarce Data (AI4ScaDa) — Maschinelles
    Lernen und Informationsfusion zur nachhaltigen Nutzung von Labor- und Kundendaten,”
    in <i>Kongress KI@HSBI2023 Solutions im Fokus – Posterbeiträge</i>, vol. 1, Institute
    for Data Science Solutions, Ed. Bielefeld: Hochschule Bielefeld, 2024, pp. 28–29.'
  mla: Schöne, Marvin, and Julian Bültemeier. “AI for Scarce Data (AI4ScaDa) — Maschinelles
    Lernen Und Informationsfusion Zur Nachhaltigen Nutzung von Labor- Und Kundendaten.”
    <i>Kongress KI@HSBI2023 Solutions Im Fokus – Posterbeiträge</i>, edited by Institute
    for Data Science Solutions, vol. 1, Hochschule Bielefeld, 2024, pp. 28–29, doi:<a
    href="https://doi.org/10.60802/sidas.2024.1">10.60802/sidas.2024.1</a>.
  short: 'M. Schöne, J. Bültemeier, in: Institute for Data Science Solutions (Ed.),
    Kongress KI@HSBI2023 Solutions Im Fokus – Posterbeiträge, Hochschule Bielefeld,
    Bielefeld, 2024, pp. 28–29.'
corporate_editor:
- Institute for Data Science Solutions
date_created: 2025-11-04T20:04:36Z
date_updated: 2026-03-17T15:29:28Z
doi: 10.60802/sidas.2024.1
intvolume: '         1'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 28-29
place: Bielefeld
publication: Kongress KI@HSBI2023 Solutions im Fokus – Posterbeiträge
publication_status: published
publisher: Hochschule Bielefeld
series_title: Schriftenreihe des Institute for Data Science Solutions
status: public
title: AI for Scarce Data (AI4ScaDa) — Maschinelles Lernen und Informationsfusion
  zur nachhaltigen Nutzung von Labor- und Kundendaten
type: book_chapter
user_id: '263827'
volume: 1
year: '2024'
...
---
_id: '6299'
article_type: original
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/203984995
- 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/203984996
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
citation:
  alphadin: '<span style="font-variant:small-caps;">Katter, Vincent</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Schöne,
    Marvin</span>: Evaluierung der Leistungsfähigkeit von LSTM-Modellen für die Approximation
    physikalischer Systeme . In: <i>Schriftenreihe des Institute for Data Science
    Solutions</i> Bd. 2, Hochschule Bielefeld (2024)'
  ama: Katter V, Jaster B, Schöne M. Evaluierung der Leistungsfähigkeit von LSTM-Modellen
    für die Approximation physikalischer Systeme . <i>Schriftenreihe des Institute
    for Data Science Solutions</i>. 2024;2. doi:<a href="https://doi.org/10.60802/SIDAS.2024.2">10.60802/SIDAS.2024.2</a>
  apa: Katter, V., Jaster, B., &#38; Schöne, M. (2024). Evaluierung der Leistungsfähigkeit
    von LSTM-Modellen für die Approximation physikalischer Systeme . <i>Schriftenreihe
    des Institute for Data Science Solutions</i>, <i>2</i>. <a href="https://doi.org/10.60802/SIDAS.2024.2">https://doi.org/10.60802/SIDAS.2024.2</a>
  bibtex: '@article{Katter_Jaster_Schöne_2024, title={Evaluierung der Leistungsfähigkeit
    von LSTM-Modellen für die Approximation physikalischer Systeme }, volume={2},
    DOI={<a href="https://doi.org/10.60802/SIDAS.2024.2">10.60802/SIDAS.2024.2</a>},
    journal={Schriftenreihe des Institute for Data Science Solutions}, publisher={Hochschule
    Bielefeld}, author={Katter, Vincent and Jaster, Bjarne and Schöne, Marvin}, year={2024}
    }'
  chicago: Katter, Vincent, Bjarne Jaster, and Marvin Schöne. “Evaluierung der Leistungsfähigkeit
    von LSTM-Modellen für die Approximation physikalischer Systeme .” <i>Schriftenreihe
    des Institute for Data Science Solutions</i> 2 (2024). <a href="https://doi.org/10.60802/SIDAS.2024.2">https://doi.org/10.60802/SIDAS.2024.2</a>.
  ieee: V. Katter, B. Jaster, and M. Schöne, “Evaluierung der Leistungsfähigkeit von
    LSTM-Modellen für die Approximation physikalischer Systeme ,” <i>Schriftenreihe
    des Institute for Data Science Solutions</i>, vol. 2, 2024.
  mla: Katter, Vincent, et al. “Evaluierung der Leistungsfähigkeit von LSTM-Modellen
    für die Approximation physikalischer Systeme .” <i>Schriftenreihe des Institute
    for Data Science Solutions</i>, vol. 2, Hochschule Bielefeld, 2024, doi:<a href="https://doi.org/10.60802/SIDAS.2024.2">10.60802/SIDAS.2024.2</a>.
  short: V. Katter, B. Jaster, M. Schöne, Schriftenreihe des Institute for Data Science
    Solutions 2 (2024).
date_created: 2025-11-17T12:29:54Z
date_updated: 2026-03-17T15:29:28Z
department:
- _id: '103'
doi: 10.60802/SIDAS.2024.2
extern: '1'
intvolume: '         2'
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://journals.hsbi.de/sidas/issue/view/25
oa: '1'
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Schriftenreihe des Institute for Data Science Solutions
publication_status: published
publisher: Hochschule Bielefeld
status: public
title: 'Evaluierung der Leistungsfähigkeit von LSTM-Modellen für die Approximation
  physikalischer Systeme '
type: journal_article
user_id: '263827'
volume: 2
year: '2024'
...
---
_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: '3729'
author:
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- 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
citation:
  alphadin: '<span style="font-variant:small-caps;">Kösters, Justus</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span>: <i>Benchmarking of Machine Learning Models for Tabular Scarce Data</i>'
  ama: Kösters J, Schöne M, Kohlhase M. <i>Benchmarking of Machine Learning Models
    for Tabular Scarce Data</i>.
  apa: Kösters, J., Schöne, M., &#38; Kohlhase, M. (n.d.). <i>Benchmarking of Machine
    Learning Models for Tabular Scarce Data</i>.
  bibtex: '@book{Kösters_Schöne_Kohlhase, title={Benchmarking of Machine Learning
    Models for Tabular Scarce Data}, author={Kösters, Justus and Schöne, Marvin and
    Kohlhase, Martin} }'
  chicago: Kösters, Justus, Marvin Schöne, and Martin Kohlhase. <i>Benchmarking of
    Machine Learning Models for Tabular Scarce Data</i>, n.d.
  ieee: J. Kösters, M. Schöne, and M. Kohlhase, <i>Benchmarking of Machine Learning
    Models for Tabular Scarce Data</i>. .
  mla: Kösters, Justus, et al. <i>Benchmarking of Machine Learning Models for Tabular
    Scarce Data</i>.
  short: J. Kösters, M. Schöne, M. Kohlhase, Benchmarking of Machine Learning Models
    for Tabular Scarce Data, n.d.
date_created: 2023-11-16T13:43:06Z
date_updated: 2026-03-17T15:28:49Z
department:
- _id: '103'
file:
- access_level: open_access
  content_type: application/pdf
  creator: mschoene
  date_created: 2023-11-16T13:42:34Z
  date_updated: 2023-11-16T13:42:34Z
  file_id: '3730'
  file_name: BenchmarkingMlModelsScarceData_Koesters.pdf
  file_size: 329931
  relation: main_file
  success: 1
file_date_updated: 2023-11-16T13:42:34Z
has_accepted_license: '1'
keyword:
- tabular scarce data
- industrial design
- supervised machine learning models
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication_status: submitted
status: public
title: Benchmarking of Machine Learning Models for Tabular Scarce Data
type: working_paper
urn: urn:nbn:de:hbz:bi10-37292
user_id: '220548'
year: '2023'
...
---
_id: '3731'
author:
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
citation:
  alphadin: '<span style="font-variant:small-caps;">Kösters, Justus</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span>: <i>Active Learning mit
    dem GUIDE-Entscheidungsbaum</i>'
  ama: Kösters J, Schöne M. <i>Active Learning mit dem GUIDE-Entscheidungsbaum</i>.
  apa: Kösters, J., &#38; Schöne, M. (n.d.). <i>Active Learning mit dem GUIDE-Entscheidungsbaum</i>.
  bibtex: '@book{Kösters_Schöne, title={Active Learning mit dem GUIDE-Entscheidungsbaum},
    author={Kösters, Justus and Schöne, Marvin} }'
  chicago: Kösters, Justus, and Marvin Schöne. <i>Active Learning mit dem GUIDE-Entscheidungsbaum</i>,
    n.d.
  ieee: J. Kösters and M. Schöne, <i>Active Learning mit dem GUIDE-Entscheidungsbaum</i>.
    .
  mla: Kösters, Justus, and Marvin Schöne. <i>Active Learning mit dem GUIDE-Entscheidungsbaum</i>.
  short: J. Kösters, M. Schöne, Active Learning mit dem GUIDE-Entscheidungsbaum, n.d.
date_created: 2023-11-16T13:59:40Z
date_updated: 2026-03-17T15:28:49Z
department:
- _id: '103'
file:
- access_level: open_access
  content_type: application/pdf
  creator: mschoene
  date_created: 2023-12-05T15:58:32Z
  date_updated: 2023-12-05T15:58:32Z
  file_id: '3779'
  file_name: Hausarbeit2_JKösters.pdf
  file_size: 1499967
  relation: main_file
  success: 1
file_date_updated: 2023-12-05T15:58:32Z
has_accepted_license: '1'
keyword:
- Scarce Data
- Active Learning
- GUIDEAlgorithmus
- Modellunsicherheiten
language:
- iso: ger
main_file_link:
- open_access: '1'
oa: '1'
publication_status: unpublished
status: public
title: Active Learning mit dem GUIDE-Entscheidungsbaum
type: working_paper
urn: urn:nbn:de:hbz:bi10-37318
user_id: '218388'
year: '2023'
...
---
_id: '2291'
author:
- first_name: Marcel
  full_name: Hanitz, Marcel
  last_name: Hanitz
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- 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;">Hanitz, Marcel</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span> ; <span style="font-variant:small-caps;">Voigt,
    Tim</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Analysis
    of the Behavior of Online Decision Trees Under Concept Drift at the Example of
    FIMT-DD. In: <span style="font-variant:small-caps;">Perner, P.</span> (Hrsg.):
    <i>Machine Learning and Data Mining in Pattern Recognition, MLDM 2022</i>. Leipzig :
    ibai-publishing, 2022, S. 121–135'
  ama: 'Hanitz M, Schöne M, Voigt T, Kohlhase M. Analysis of the Behavior of Online
    Decision Trees Under Concept Drift at the Example of FIMT-DD. In: Perner P, ed.
    <i>Machine Learning and Data Mining in Pattern Recognition, MLDM 2022</i>. Leipzig:
    ibai-publishing; 2022:121-135.'
  apa: 'Hanitz, M., Schöne, M., Voigt, T., &#38; Kohlhase, M. (2022). Analysis of
    the Behavior of Online Decision Trees Under Concept Drift at the Example of FIMT-DD.
    In P. Perner (Ed.), <i>Machine Learning and Data Mining in Pattern Recognition,
    MLDM 2022</i> (pp. 121–135). Leipzig: ibai-publishing.'
  bibtex: '@inbook{Hanitz_Schöne_Voigt_Kohlhase_2022, place={Leipzig}, title={Analysis
    of the Behavior of Online Decision Trees Under Concept Drift at the Example of
    FIMT-DD}, booktitle={Machine Learning and Data Mining in Pattern Recognition,
    MLDM 2022}, publisher={ibai-publishing}, author={Hanitz, Marcel and Schöne, Marvin
    and Voigt, Tim and Kohlhase, Martin}, editor={Perner, PetraEditor}, year={2022},
    pages={121–135} }'
  chicago: 'Hanitz, Marcel, Marvin Schöne, Tim Voigt, and Martin Kohlhase. “Analysis
    of the Behavior of Online Decision Trees Under Concept Drift at the Example of
    FIMT-DD.” In <i>Machine Learning and Data Mining in Pattern Recognition, MLDM
    2022</i>, edited by Petra Perner, 121–35. Leipzig: ibai-publishing, 2022.'
  ieee: 'M. Hanitz, M. Schöne, T. Voigt, and M. Kohlhase, “Analysis of the Behavior
    of Online Decision Trees Under Concept Drift at the Example of FIMT-DD,” in <i>Machine
    Learning and Data Mining in Pattern Recognition, MLDM 2022</i>, P. Perner, Ed.
    Leipzig: ibai-publishing, 2022, pp. 121–135.'
  mla: Hanitz, Marcel, et al. “Analysis of the Behavior of Online Decision Trees Under
    Concept Drift at the Example of FIMT-DD.” <i>Machine Learning and Data Mining
    in Pattern Recognition, MLDM 2022</i>, edited by Petra Perner, ibai-publishing,
    2022, pp. 121–35.
  short: 'M. Hanitz, M. Schöne, T. Voigt, M. Kohlhase, in: P. Perner (Ed.), Machine
    Learning and Data Mining in Pattern Recognition, MLDM 2022, ibai-publishing, Leipzig,
    2022, pp. 121–135.'
conference:
  end_date: 2022-07-21
  location: New York
  name: 18th International Conference on Machine Learning and Data Mining, MLDM 2022
  start_date: 2022-07-16
date_created: 2023-01-06T17:10:42Z
date_updated: 2026-03-17T15:28:31Z
editor:
- first_name: Petra
  full_name: Perner, Petra
  last_name: Perner
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://ibai-publishing.org/html/proceedings_2022/pdf/proceedings_mldm_2022.pdf
oa: '1'
page: 121-135
place: Leipzig
publication: Machine Learning and Data Mining in Pattern Recognition, MLDM 2022
publication_identifier:
  isbn:
  - 978-3-942952-93-4
publication_status: published
publisher: ibai-publishing
status: public
title: Analysis of the Behavior of Online Decision Trees Under Concept Drift at the
  Example of FIMT-DD
type: book_chapter
user_id: '216459'
year: '2022'
...
---
_id: '2232'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- 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
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
- first_name: Martin
  full_name: Kuhn, Martin
  last_name: Kuhn
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</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;">Nelles, Oliver</span> ; <span style="font-variant:small-caps;">Kuhn,
    Martin</span>: Using Design of Experiments to Support the Commissioning of Industrial
    Assembly Processes. In: <span style="font-variant:small-caps;">Yin, H.</span>
    ; <span style="font-variant:small-caps;">Camacho, D.</span> ; <span style="font-variant:small-caps;">Tino,
    P.</span> (Hrsg.): <i>Intelligent Data Engineering and Automated Learning – IDEAL
    2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26,
    2022, Proceedings</i>, <i>Lecture Notes in Computer Science</i>. Cham : Springer
    International Publishing, 2022, S. 379–390'
  ama: 'Voigt T, Schöne M, Kohlhase M, Nelles O, Kuhn M. Using Design of Experiments
    to Support the Commissioning of Industrial Assembly Processes. In: Yin H, Camacho
    D, Tino P, eds. <i>Intelligent Data Engineering and Automated Learning – IDEAL
    2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26,
    2022, Proceedings</i>. Lecture Notes in Computer Science. Cham: Springer International
    Publishing; 2022:379-390. doi:<a href="https://doi.org/10.1007/978-3-031-21753-1_37">10.1007/978-3-031-21753-1_37</a>'
  apa: 'Voigt, T., Schöne, M., Kohlhase, M., Nelles, O., &#38; Kuhn, M. (2022). Using
    Design of Experiments to Support the Commissioning of Industrial Assembly Processes.
    In H. Yin, D. Camacho, &#38; P. Tino (Eds.), <i>Intelligent Data Engineering and
    Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester,
    UK, November 24–26, 2022, Proceedings</i> (pp. 379–390). Cham: Springer International
    Publishing. <a href="https://doi.org/10.1007/978-3-031-21753-1_37">https://doi.org/10.1007/978-3-031-21753-1_37</a>'
  bibtex: '@inproceedings{Voigt_Schöne_Kohlhase_Nelles_Kuhn_2022, place={Cham}, series={Lecture
    Notes in Computer Science}, title={Using Design of Experiments to Support the Commissioning
    of Industrial Assembly Processes}, DOI={<a href="https://doi.org/10.1007/978-3-031-21753-1_37">10.1007/978-3-031-21753-1_37</a>},
    booktitle={Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd
    International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings},
    publisher={Springer International Publishing}, author={Voigt, Tim and Schöne,
    Marvin and Kohlhase, Martin and Nelles, Oliver and Kuhn, Martin}, editor={Yin,
    Hujun and Camacho, David and Tino, PeterEditors}, year={2022}, pages={379–390},
    collection={Lecture Notes in Computer Science} }'
  chicago: 'Voigt, Tim, Marvin Schöne, Martin Kohlhase, Oliver Nelles, and Martin
    Kuhn. “Using Design of Experiments to Support the Commissioning of Industrial
    Assembly Processes.” In <i>Intelligent Data Engineering and Automated Learning
    – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November
    24–26, 2022, Proceedings</i>, edited by Hujun Yin, David Camacho, and Peter Tino,
    379–90. Lecture Notes in Computer Science. Cham: Springer International Publishing,
    2022. <a href="https://doi.org/10.1007/978-3-031-21753-1_37">https://doi.org/10.1007/978-3-031-21753-1_37</a>.'
  ieee: T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, and M. Kuhn, “Using Design of Experiments
    to Support the Commissioning of Industrial Assembly Processes,” in <i>Intelligent
    Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference,
    IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings</i>, Manchester,
    UK, 2022, pp. 379–390.
  mla: Voigt, Tim, et al. “Using Design of Experiments to Support the Commissioning
    of Industrial Assembly Processes.” <i>Intelligent Data Engineering and Automated
    Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester,
    UK, November 24–26, 2022, Proceedings</i>, edited by Hujun Yin et al., Springer
    International Publishing, 2022, pp. 379–90, doi:<a href="https://doi.org/10.1007/978-3-031-21753-1_37">10.1007/978-3-031-21753-1_37</a>.
  short: 'T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, M. Kuhn, in: H. Yin, D. Camacho,
    P. Tino (Eds.), Intelligent Data Engineering and Automated Learning – IDEAL 2022.
    23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022,
    Proceedings, Springer International Publishing, Cham, 2022, pp. 379–390.'
conference:
  end_date: 2022-11-26
  location: Manchester, UK
  name: 23rd International Conference, IDEAL 2022
  start_date: 2022-11-24
date_created: 2022-12-02T15:44:35Z
date_updated: 2026-03-17T15:28:30Z
doi: 10.1007/978-3-031-21753-1_37
editor:
- first_name: Hujun
  full_name: Yin, Hujun
  last_name: Yin
- first_name: David
  full_name: Camacho, David
  last_name: Camacho
- first_name: Peter
  full_name: Tino, Peter
  last_name: Tino
language:
- iso: eng
page: 379-390
place: Cham
publication: Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd
  International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings
publication_identifier:
  eisbn:
  - 978-3-031-21753-1
  eissn:
  - 1611-3349
  isbn:
  - 978-3-031-21752-4
  issn:
  - 0302-9743
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Using Design of Experiments to Support the Commissioning of Industrial Assembly
  Processes
type: conference
user_id: '245590'
year: '2022'
...
---
_id: '3718'
alternative_id:
- '1372'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- 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
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
- first_name: Martin
  full_name: Kuhn, Martin
  last_name: Kuhn
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</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;">Nelles, Oliver</span> ; <span style="font-variant:small-caps;">Kuhn,
    Martin</span>: Space-Filling Designs for Experiments with Assembled Products.
    In: <i>2021 3rd International Conference on Management Science and Industrial
    Engineering</i>. New York, NY, USA : ACM, 2021, S. 192–199'
  ama: 'Voigt T, Schöne M, Kohlhase M, Nelles O, Kuhn M. Space-Filling Designs for
    Experiments with Assembled Products. In: <i>2021 3rd International Conference
    on Management Science and Industrial Engineering</i>. New York, NY, USA: ACM;
    2021:192-199. doi:<a href="https://doi.org/10.1145/3460824.3460854">10.1145/3460824.3460854</a>'
  apa: 'Voigt, T., Schöne, M., Kohlhase, M., Nelles, O., &#38; Kuhn, M. (2021). Space-Filling
    Designs for Experiments with Assembled Products. In <i>2021 3rd International
    Conference on Management Science and Industrial Engineering</i> (pp. 192–199).
    New York, NY, USA: ACM. <a href="https://doi.org/10.1145/3460824.3460854">https://doi.org/10.1145/3460824.3460854</a>'
  bibtex: '@inproceedings{Voigt_Schöne_Kohlhase_Nelles_Kuhn_2021, place={New York,
    NY, USA}, title={Space-Filling Designs for Experiments with Assembled Products},
    DOI={<a href="https://doi.org/10.1145/3460824.3460854">10.1145/3460824.3460854</a>},
    booktitle={2021 3rd International Conference on Management Science and Industrial
    Engineering}, publisher={ACM}, author={Voigt, Tim and Schöne, Marvin and Kohlhase,
    Martin and Nelles, Oliver and Kuhn, Martin}, year={2021}, pages={192–199} }'
  chicago: 'Voigt, Tim, Marvin Schöne, Martin Kohlhase, Oliver Nelles, and Martin
    Kuhn. “Space-Filling Designs for Experiments with Assembled Products.” In <i>2021
    3rd International Conference on Management Science and Industrial Engineering</i>,
    192–99. New York, NY, USA: ACM, 2021. <a href="https://doi.org/10.1145/3460824.3460854">https://doi.org/10.1145/3460824.3460854</a>.'
  ieee: T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, and M. Kuhn, “Space-Filling Designs
    for Experiments with Assembled Products,” in <i>2021 3rd International Conference
    on Management Science and Industrial Engineering</i>, Osaka Japan, 2021, pp. 192–199.
  mla: Voigt, Tim, et al. “Space-Filling Designs for Experiments with Assembled Products.”
    <i>2021 3rd International Conference on Management Science and Industrial Engineering</i>,
    ACM, 2021, pp. 192–99, doi:<a href="https://doi.org/10.1145/3460824.3460854">10.1145/3460824.3460854</a>.
  short: 'T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, M. Kuhn, in: 2021 3rd International
    Conference on Management Science and Industrial Engineering, ACM, New York, NY,
    USA, 2021, pp. 192–199.'
conference:
  end_date: 2021-04-04
  location: Osaka Japan
  name: 'MSIE 2021: 2021 3rd International Conference on Management Science and Industrial
    Engineering'
  start_date: 2021-04-02
date_created: 2023-11-14T10:52:18Z
date_updated: 2026-03-17T15:28:49Z
doi: 10.1145/3460824.3460854
language:
- iso: eng
main_file_link:
- url: https://dl.acm.org/doi/10.1145/3460824.3460854
page: 192-199
place: New York, NY, USA
publication: 2021 3rd International Conference on Management Science and Industrial
  Engineering
publication_status: published
publisher: ACM
status: public
title: Space-Filling Designs for Experiments with Assembled Products
type: conference
user_id: '220548'
year: '2021'
...
---
_id: '2571'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: David
  full_name: Pelkmann, David
  id: '217023'
  last_name: Pelkmann
- first_name: Matthias
  full_name: Fricke, Matthias
  last_name: Fricke
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
- 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;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Migenda,
    Nico</span> ; <span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Pelkmann, David</span> ; <span style="font-variant:small-caps;">Fricke,
    Matthias</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Advanced Data
    Analytics Platform for Manufacturing Companies. In: <i>2021 26th IEEE International
    Conference on Emerging Technologies and Factory Automation (ETFA )</i> : IEEE,
    2021, S. 01–08'
  ama: 'Voigt T, Migenda N, Schöne M, et al. Advanced Data Analytics Platform for
    Manufacturing Companies. In: <i>2021 26th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA )</i>. IEEE; 2021:01-08. doi:<a href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>'
  apa: 'Voigt, T., Migenda, N., Schöne, M., Pelkmann, D., Fricke, M., Schenck, W.,
    &#38; Kohlhase, M. (2021). Advanced Data Analytics Platform for Manufacturing
    Companies. In <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i> (pp. 01–08). Vasteras, Sweden: IEEE. <a href="https://doi.org/10.1109/ETFA45728.2021.9613499">https://doi.org/10.1109/ETFA45728.2021.9613499</a>'
  bibtex: '@inproceedings{Voigt_Migenda_Schöne_Pelkmann_Fricke_Schenck_Kohlhase_2021,
    title={Advanced Data Analytics Platform for Manufacturing Companies}, DOI={<a
    href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>},
    booktitle={2021 26th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA )}, publisher={IEEE}, author={Voigt, Tim and Migenda,
    Nico and Schöne, Marvin and Pelkmann, David and Fricke, Matthias and Schenck,
    Wolfram and Kohlhase, Martin}, year={2021}, pages={01–08} }'
  chicago: Voigt, Tim, Nico Migenda, Marvin Schöne, David Pelkmann, Matthias Fricke,
    Wolfram Schenck, and Martin Kohlhase. “Advanced Data Analytics Platform for Manufacturing
    Companies.” In <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i>, 01–08. IEEE, 2021. <a href="https://doi.org/10.1109/ETFA45728.2021.9613499">https://doi.org/10.1109/ETFA45728.2021.9613499</a>.
  ieee: T. Voigt <i>et al.</i>, “Advanced Data Analytics Platform for Manufacturing
    Companies,” in <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i>, Vasteras, Sweden, 2021, pp. 01–08.
  mla: Voigt, Tim, et al. “Advanced Data Analytics Platform for Manufacturing Companies.”
    <i>2021 26th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA )</i>, IEEE, 2021, pp. 01–08, doi:<a href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>.
  short: 'T. Voigt, N. Migenda, M. Schöne, D. Pelkmann, M. Fricke, W. Schenck, M.
    Kohlhase, in: 2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA ), IEEE, 2021, pp. 01–08.'
conference:
  location: Vasteras, Sweden
  name: 2021 IEEE 26th International Conference on Emerging Technologies and Factory
    Automation (ETFA)
date_created: 2023-03-10T08:39:39Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1109/ETFA45728.2021.9613499
language:
- iso: eng
page: 01-08
publication: 2021 26th IEEE International Conference on Emerging Technologies and
  Factory Automation (ETFA )
publication_identifier:
  eisbn:
  - 978-1-7281-2989-1
publication_status: published
publisher: IEEE
status: public
title: Advanced Data Analytics Platform for Manufacturing Companies
type: conference
user_id: '249199'
year: '2021'
...
---
_id: '1912'
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
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Curvature-Oriented Splitting
    for Multivariate Model Trees. In: <i>2021 IEEE Symposium Series on Computational
    Intelligence (SSCI)</i> : IEEE, 2021, S. 01–09'
  ama: 'Schöne M, Kohlhase M. Curvature-Oriented Splitting for Multivariate Model
    Trees. In: <i>2021 IEEE Symposium Series on Computational Intelligence (SSCI)</i>.
    IEEE; 2021:01-09. doi:<a href="https://doi.org/10.1109/SSCI50451.2021.9659858">10.1109/SSCI50451.2021.9659858</a>'
  apa: 'Schöne, M., &#38; Kohlhase, M. (2021). Curvature-Oriented Splitting for Multivariate
    Model Trees. In <i>2021 IEEE Symposium Series on Computational Intelligence (SSCI)</i>
    (pp. 01–09). Orlando, FL, USA: IEEE. <a href="https://doi.org/10.1109/SSCI50451.2021.9659858">https://doi.org/10.1109/SSCI50451.2021.9659858</a>'
  bibtex: '@inproceedings{Schöne_Kohlhase_2021, title={Curvature-Oriented Splitting
    for Multivariate Model Trees}, DOI={<a href="https://doi.org/10.1109/SSCI50451.2021.9659858">10.1109/SSCI50451.2021.9659858</a>},
    booktitle={2021 IEEE Symposium Series on Computational Intelligence (SSCI)}, publisher={IEEE},
    author={Schöne, Marvin and Kohlhase, Martin}, year={2021}, pages={01–09} }'
  chicago: Schöne, Marvin, and Martin Kohlhase. “Curvature-Oriented Splitting for
    Multivariate Model Trees.” In <i>2021 IEEE Symposium Series on Computational Intelligence
    (SSCI)</i>, 01–09. IEEE, 2021. <a href="https://doi.org/10.1109/SSCI50451.2021.9659858">https://doi.org/10.1109/SSCI50451.2021.9659858</a>.
  ieee: M. Schöne and M. Kohlhase, “Curvature-Oriented Splitting for Multivariate
    Model Trees,” in <i>2021 IEEE Symposium Series on Computational Intelligence (SSCI)</i>,
    Orlando, FL, USA, 2021, pp. 01–09.
  mla: Schöne, Marvin, and Martin Kohlhase. “Curvature-Oriented Splitting for Multivariate
    Model Trees.” <i>2021 IEEE Symposium Series on Computational Intelligence (SSCI)</i>,
    IEEE, 2021, pp. 01–09, doi:<a href="https://doi.org/10.1109/SSCI50451.2021.9659858">10.1109/SSCI50451.2021.9659858</a>.
  short: 'M. Schöne, M. Kohlhase, in: 2021 IEEE Symposium Series on Computational
    Intelligence (SSCI), IEEE, 2021, pp. 01–09.'
conference:
  end_date: 2021-12-07
  location: Orlando, FL, USA
  name: 2021 IEEE Symposium Series on Computational Intelligence (SSCI)
  start_date: 2021-12-05
date_created: 2022-05-02T15:19:32Z
date_updated: 2026-03-17T15:28:26Z
doi: 10.1109/SSCI50451.2021.9659858
keyword:
- local linear regression
- multivariate model trees
- regression trees
- axis-oblique splitting
- outer product of gradients
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9659858
page: 01-09
publication: 2021 IEEE Symposium Series on Computational Intelligence (SSCI)
publication_identifier:
  eisbn:
  - 978-1-7281-9048-8
publication_status: published
publisher: IEEE
status: public
title: Curvature-Oriented Splitting for Multivariate Model Trees
type: conference
user_id: '220548'
year: '2021'
...
---
_id: '1560'
author:
- first_name: Jan
  full_name: Ewerszumrode, Jan
  id: '227935'
  last_name: Ewerszumrode
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Stephan
  full_name: Godt, Stephan
  id: '233313'
  last_name: Godt
  orcid: 0000-0001-9245-1789
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-9245-1789/work/104475489
- 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;">Ewerszumrode, Jan</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span> ; <span style="font-variant:small-caps;">Godt,
    Stephan</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>:
    Assistenzsystem zur Qualitätssicherung von IoT-Geräten basierend auf AutoML und
    SHAP. 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
    - 31. Workshop Computational Intelligence </i> : KIT Scientific Publishing, 2021,
    S. 285–305'
  ama: 'Ewerszumrode J, Schöne M, Godt S, Kohlhase M. Assistenzsystem zur Qualitätssicherung
    von IoT-Geräten basierend auf AutoML und SHAP. In: Schulte H, Hoffmann F, Mikut
    R, eds. <i>Proceedings - 31. Workshop Computational Intelligence </i>. KIT Scientific
    Publishing; 2021:285-305. doi:<a href="https://doi.org/10.5445/KSP/1000138532">10.5445/KSP/1000138532</a>'
  apa: 'Ewerszumrode, J., Schöne, M., Godt, S., &#38; Kohlhase, M. (2021). Assistenzsystem
    zur Qualitätssicherung von IoT-Geräten basierend auf AutoML und SHAP. In H. Schulte,
    F. Hoffmann, &#38; R. Mikut (Eds.), <i>Proceedings - 31. Workshop Computational
    Intelligence </i> (pp. 285–305). Berlin: KIT Scientific Publishing. <a href="https://doi.org/10.5445/KSP/1000138532">https://doi.org/10.5445/KSP/1000138532</a>'
  bibtex: '@inproceedings{Ewerszumrode_Schöne_Godt_Kohlhase_2021, title={Assistenzsystem
    zur Qualitätssicherung von IoT-Geräten basierend auf AutoML und SHAP}, DOI={<a
    href="https://doi.org/10.5445/KSP/1000138532">10.5445/KSP/1000138532</a>}, booktitle={Proceedings
    - 31. Workshop Computational Intelligence }, publisher={KIT Scientific Publishing},
    author={Ewerszumrode, Jan and Schöne, Marvin and Godt, Stephan and Kohlhase, Martin},
    editor={Schulte, Horst  and Hoffmann, Frank  and Mikut, Ralf Editors}, year={2021},
    pages={285–305} }'
  chicago: Ewerszumrode, Jan, Marvin Schöne, Stephan Godt, and Martin Kohlhase. “Assistenzsystem
    zur Qualitätssicherung von IoT-Geräten basierend auf AutoML und SHAP.” In <i>Proceedings
    - 31. Workshop Computational Intelligence </i>, edited by Horst  Schulte, Frank  Hoffmann,
    and Ralf  Mikut, 285–305. KIT Scientific Publishing, 2021. <a href="https://doi.org/10.5445/KSP/1000138532">https://doi.org/10.5445/KSP/1000138532</a>.
  ieee: J. Ewerszumrode, M. Schöne, S. Godt, and M. Kohlhase, “Assistenzsystem zur
    Qualitätssicherung von IoT-Geräten basierend auf AutoML und SHAP,” in <i>Proceedings
    - 31. Workshop Computational Intelligence </i>, Berlin, 2021, pp. 285–305.
  mla: Ewerszumrode, Jan, et al. “Assistenzsystem zur Qualitätssicherung von IoT-Geräten
    basierend auf AutoML und SHAP.” <i>Proceedings - 31. Workshop Computational Intelligence
    </i>, edited by Horst  Schulte et al., KIT Scientific Publishing, 2021, pp. 285–305,
    doi:<a href="https://doi.org/10.5445/KSP/1000138532">10.5445/KSP/1000138532</a>.
  short: 'J. Ewerszumrode, M. Schöne, S. Godt, M. Kohlhase, in: H. Schulte, F. Hoffmann,
    R. Mikut (Eds.), Proceedings - 31. Workshop Computational Intelligence , KIT Scientific
    Publishing, 2021, pp. 285–305.'
conference:
  end_date: 2021-11-26
  location: Berlin
  name: '31. Workshop Computational Intelligence '
  start_date: 2021-11-25
date_created: 2021-12-09T09:57:09Z
date_updated: 2026-03-17T15:28:22Z
department:
- _id: '1'
- _id: '103'
doi: 10.5445/KSP/1000138532
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: ger
main_file_link:
- open_access: '1'
oa: '1'
page: 285-305
publication: 'Proceedings - 31. Workshop Computational Intelligence '
publication_identifier:
  isbn:
  - 978-3-7315-1131-1
publication_status: published
publisher: KIT Scientific Publishing
status: public
title: Assistenzsystem zur Qualitätssicherung von IoT-Geräten basierend auf AutoML
  und SHAP
type: conference
user_id: '220548'
year: '2021'
...
---
_id: '1915'
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
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Least-Squares-Based
    Construction Algorithm for Oblique and Mixed Regression Trees. 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 - 30.
    Workshop Computational Intelligence</i>. Karlsruhe : KIT Scientific Publishing,
    2020'
  ama: 'Schöne M, Kohlhase M. Least-Squares-Based Construction Algorithm for Oblique
    and Mixed Regression Trees. In: Schulte H, Hoffmann F, Mikut R, eds. <i>Proceedings
    - 30. Workshop Computational Intelligence</i>. Karlsruhe: KIT Scientific Publishing;
    2020. doi:<a href="https://doi.org/10.5445/KSP/1000124139">10.5445/KSP/1000124139</a>'
  apa: 'Schöne, M., &#38; Kohlhase, M. (2020). Least-Squares-Based Construction Algorithm
    for Oblique and Mixed Regression Trees. In H. Schulte, F. Hoffmann, &#38; R. Mikut
    (Eds.), <i>Proceedings - 30. Workshop Computational Intelligence</i>. Karlsruhe:
    KIT Scientific Publishing. <a href="https://doi.org/10.5445/KSP/1000124139">https://doi.org/10.5445/KSP/1000124139</a>'
  bibtex: '@inbook{Schöne_Kohlhase_2020, place={Karlsruhe}, title={Least-Squares-Based
    Construction Algorithm for Oblique and Mixed Regression Trees}, DOI={<a href="https://doi.org/10.5445/KSP/1000124139">10.5445/KSP/1000124139</a>},
    booktitle={Proceedings - 30. Workshop Computational Intelligence}, publisher={KIT
    Scientific Publishing}, author={Schöne, Marvin and Kohlhase, Martin}, editor={Schulte,
    Horst and Hoffmann, Frank and Mikut, RalfEditors}, year={2020} }'
  chicago: 'Schöne, Marvin, and Martin Kohlhase. “Least-Squares-Based Construction
    Algorithm for Oblique and Mixed Regression Trees.” In <i>Proceedings - 30. Workshop
    Computational Intelligence</i>, edited by Horst Schulte, Frank Hoffmann, and Ralf
    Mikut. Karlsruhe: KIT Scientific Publishing, 2020. <a href="https://doi.org/10.5445/KSP/1000124139">https://doi.org/10.5445/KSP/1000124139</a>.'
  ieee: 'M. Schöne and M. Kohlhase, “Least-Squares-Based Construction Algorithm for
    Oblique and Mixed Regression Trees,” in <i>Proceedings - 30. Workshop Computational
    Intelligence</i>, H. Schulte, F. Hoffmann, and R. Mikut, Eds. Karlsruhe: KIT Scientific
    Publishing, 2020.'
  mla: Schöne, Marvin, and Martin Kohlhase. “Least-Squares-Based Construction Algorithm
    for Oblique and Mixed Regression Trees.” <i>Proceedings - 30. Workshop Computational
    Intelligence</i>, edited by Horst Schulte et al., KIT Scientific Publishing, 2020,
    doi:<a href="https://doi.org/10.5445/KSP/1000124139">10.5445/KSP/1000124139</a>.
  short: 'M. Schöne, M. Kohlhase, in: H. Schulte, F. Hoffmann, R. Mikut (Eds.), Proceedings
    - 30. Workshop Computational Intelligence, KIT Scientific Publishing, Karlsruhe,
    2020.'
conference:
  end_date: 2020-11-27
  location: Berlin
  name: 30. Workshop Computational Intelligence
  start_date: 2020-11-26
date_created: 2022-05-02T15:29:31Z
date_updated: 2026-03-17T15:28:26Z
doi: 10.5445/KSP/1000124139
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/1000124139
oa: '1'
place: Karlsruhe
publication: Proceedings - 30. Workshop Computational Intelligence
publication_status: published
publisher: KIT Scientific Publishing
status: public
title: Least-Squares-Based Construction Algorithm for Oblique and Mixed Regression
  Trees
type: book_chapter
user_id: '220548'
year: '2020'
...
---
_id: '1916'
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
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Least Squares Approach
    for Multivariate Split Selection in Regression Trees. In: <span style="font-variant:small-caps;">Analide,
    C.</span> ; <span style="font-variant:small-caps;">Novais, P.</span> ; <span style="font-variant:small-caps;">Camacho,
    D.</span> ; <span style="font-variant:small-caps;">Yin, H.</span> (Hrsg.): <i>Intelligent
    Data Engineering and Automated Learning – IDEAL 2020. 21st International Conference,
    Guimaraes, Portugal, November 4–6, 2020, Proceedings, Part I</i>, <i>Lecture Notes
    in Computer Science</i>. Cham : Springer International Publishing, 2020, S. 41–50'
  ama: 'Schöne M, Kohlhase M. Least Squares Approach for Multivariate Split Selection
    in Regression Trees. In: Analide C, Novais P, Camacho D, Yin H, eds. <i>Intelligent
    Data Engineering and Automated Learning – IDEAL 2020. 21st International Conference,
    Guimaraes, Portugal, November 4–6, 2020, Proceedings, Part I</i>. Lecture Notes
    in Computer Science. Cham: Springer International Publishing; 2020:41-50. doi:<a
    href="https://doi.org/10.1007/978-3-030-62362-3_5">10.1007/978-3-030-62362-3_5</a>'
  apa: 'Schöne, M., &#38; Kohlhase, M. (2020). Least Squares Approach for Multivariate
    Split Selection in Regression Trees. In C. Analide, P. Novais, D. Camacho, &#38;
    H. Yin (Eds.), <i>Intelligent Data Engineering and Automated Learning – IDEAL
    2020. 21st International Conference, Guimaraes, Portugal, November 4–6, 2020,
    Proceedings, Part I</i> (pp. 41–50). Cham: Springer International Publishing.
    <a href="https://doi.org/10.1007/978-3-030-62362-3_5">https://doi.org/10.1007/978-3-030-62362-3_5</a>'
  bibtex: '@inproceedings{Schöne_Kohlhase_2020, place={Cham}, series={Lecture Notes
    in Computer Science}, title={Least Squares Approach for Multivariate Split Selection
    in Regression Trees}, DOI={<a href="https://doi.org/10.1007/978-3-030-62362-3_5">10.1007/978-3-030-62362-3_5</a>},
    booktitle={Intelligent Data Engineering and Automated Learning – IDEAL 2020. 21st
    International Conference, Guimaraes, Portugal, November 4–6, 2020, Proceedings,
    Part I}, publisher={Springer International Publishing}, author={Schöne, Marvin
    and Kohlhase, Martin}, editor={Analide, Cesar and Novais, Paulo and Camacho, David
    and Yin, HujunEditors}, year={2020}, pages={41–50}, collection={Lecture Notes
    in Computer Science} }'
  chicago: 'Schöne, Marvin, and Martin Kohlhase. “Least Squares Approach for Multivariate
    Split Selection in Regression Trees.” In <i>Intelligent Data Engineering and Automated
    Learning – IDEAL 2020. 21st International Conference, Guimaraes, Portugal, November
    4–6, 2020, Proceedings, Part I</i>, edited by Cesar Analide, Paulo Novais, David
    Camacho, and Hujun Yin, 41–50. Lecture Notes in Computer Science. Cham: Springer
    International Publishing, 2020. <a href="https://doi.org/10.1007/978-3-030-62362-3_5">https://doi.org/10.1007/978-3-030-62362-3_5</a>.'
  ieee: M. Schöne and M. Kohlhase, “Least Squares Approach for Multivariate Split
    Selection in Regression Trees,” in <i>Intelligent Data Engineering and Automated
    Learning – IDEAL 2020. 21st International Conference, Guimaraes, Portugal, November
    4–6, 2020, Proceedings, Part I</i>, Guimaraes, Portugal, 2020, pp. 41–50.
  mla: Schöne, Marvin, and Martin Kohlhase. “Least Squares Approach for Multivariate
    Split Selection in Regression Trees.” <i>Intelligent Data Engineering and Automated
    Learning – IDEAL 2020. 21st International Conference, Guimaraes, Portugal, November
    4–6, 2020, Proceedings, Part I</i>, edited by Cesar Analide et al., Springer International
    Publishing, 2020, pp. 41–50, doi:<a href="https://doi.org/10.1007/978-3-030-62362-3_5">10.1007/978-3-030-62362-3_5</a>.
  short: 'M. Schöne, M. Kohlhase, in: C. Analide, P. Novais, D. Camacho, H. Yin (Eds.),
    Intelligent Data Engineering and Automated Learning – IDEAL 2020. 21st International
    Conference, Guimaraes, Portugal, November 4–6, 2020, Proceedings, Part I, Springer
    International Publishing, Cham, 2020, pp. 41–50.'
conference:
  end_date: 2020-11-06
  location: Guimaraes, Portugal
  name: International Conference on Intelligent Data Engineering and Automated Learning
  start_date: 2020-11-04
date_created: 2022-05-02T15:33:18Z
date_updated: 2026-03-17T15:28:26Z
doi: 10.1007/978-3-030-62362-3_5
editor:
- first_name: Cesar
  full_name: Analide, Cesar
  last_name: Analide
- first_name: Paulo
  full_name: Novais, Paulo
  last_name: Novais
- first_name: David
  full_name: Camacho, David
  last_name: Camacho
- first_name: Hujun
  full_name: Yin, Hujun
  last_name: Yin
keyword:
- Industry 4.0
- Interpretability
- Curse of dimensionality
- Oblique Regression Trees
- Mixed Regression Trees
- CART
language:
- iso: eng
main_file_link:
- url: https://link.springer.com/content/pdf/10.1007/978-3-030-62362-3_5.pdf
page: 41-50
place: Cham
publication: Intelligent Data Engineering and Automated Learning – IDEAL 2020. 21st
  International Conference, Guimaraes, Portugal, November 4–6, 2020, Proceedings,
  Part I
publication_identifier:
  eisbn:
  - 978-3-030-62362-3
  eissn:
  - 1611-3349
  isbn:
  - 978-3-030-62361-6
  issn:
  - 0302-9743
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Least Squares Approach for Multivariate Split Selection in Regression Trees
type: conference
user_id: '220548'
year: '2020'
...