---
_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: 2026-04-09T09:46:09Z
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: '226669'
volume: 171
year: '2026'
...
---
_id: '6485'
article_number: e0339171
article_type: original
author:
- 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/203835768
- first_name: Ralf
  full_name: Möller, Ralf
  last_name: Möller
- 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/203835770
citation:
  alphadin: '<span style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Möller,
    Ralf</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>:
    H-NGPCA: Hierarchical clustering of data streams with adaptive number of clusters
    and adaptive dimensionality. In: <i>PLOS One</i> Bd. 21, Public Library of Science
    (PLoS) (2026), Nr. 1'
  ama: 'Migenda N, Möller R, Schenck W. H-NGPCA: Hierarchical clustering of data streams
    with adaptive number of clusters and adaptive dimensionality. <i>PLOS One</i>.
    2026;21(1). doi:<a href="https://doi.org/10.1371/journal.pone.0339171">10.1371/journal.pone.0339171</a>'
  apa: 'Migenda, N., Möller, R., &#38; Schenck, W. (2026). H-NGPCA: Hierarchical clustering
    of data streams with adaptive number of clusters and adaptive dimensionality.
    <i>PLOS One</i>, <i>21</i>(1). <a href="https://doi.org/10.1371/journal.pone.0339171">https://doi.org/10.1371/journal.pone.0339171</a>'
  bibtex: '@article{Migenda_Möller_Schenck_2026, title={H-NGPCA: Hierarchical clustering
    of data streams with adaptive number of clusters and adaptive dimensionality},
    volume={21}, DOI={<a href="https://doi.org/10.1371/journal.pone.0339171">10.1371/journal.pone.0339171</a>},
    number={1e0339171}, journal={PLOS One}, publisher={Public Library of Science (PLoS)},
    author={Migenda, Nico and Möller, Ralf and Schenck, Wolfram}, year={2026} }'
  chicago: 'Migenda, Nico, Ralf Möller, and Wolfram Schenck. “H-NGPCA: Hierarchical
    Clustering of Data Streams with Adaptive Number of Clusters and Adaptive Dimensionality.”
    <i>PLOS One</i> 21, no. 1 (2026). <a href="https://doi.org/10.1371/journal.pone.0339171">https://doi.org/10.1371/journal.pone.0339171</a>.'
  ieee: 'N. Migenda, R. Möller, and W. Schenck, “H-NGPCA: Hierarchical clustering
    of data streams with adaptive number of clusters and adaptive dimensionality,”
    <i>PLOS One</i>, vol. 21, no. 1, 2026.'
  mla: 'Migenda, Nico, et al. “H-NGPCA: Hierarchical Clustering of Data Streams with
    Adaptive Number of Clusters and Adaptive Dimensionality.” <i>PLOS One</i>, vol.
    21, no. 1, e0339171, Public Library of Science (PLoS), 2026, doi:<a href="https://doi.org/10.1371/journal.pone.0339171">10.1371/journal.pone.0339171</a>.'
  short: N. Migenda, R. Möller, W. Schenck, PLOS One 21 (2026).
date_created: 2026-01-28T06:40:15Z
date_updated: 2026-03-17T15:29:31Z
doi: 10.1371/journal.pone.0339171
funded_apc: '1'
intvolume: '        21'
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: PLOS One
publication_identifier:
  eissn:
  - 1932-6203
publication_status: published
publisher: Public Library of Science (PLoS)
quality_controlled: '1'
status: public
title: 'H-NGPCA: Hierarchical clustering of data streams with adaptive number of clusters
  and adaptive dimensionality'
type: journal_article
user_id: '224375'
volume: 21
year: '2026'
...
---
_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: '6077'
author:
- first_name: Julien
  full_name: Leuering, Julien
  id: '260749'
  last_name: Leuering
  orcid: 0000-0001-7101-378X
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
citation:
  alphadin: '<span style="font-variant:small-caps;">Leuering, Julien</span> ; <span
    style="font-variant:small-caps;">Jalil, Farjana</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span>: Cognitive
    Edge Computing for Multi-Sensor Applications with Sparse Data and High Latency
    Requirements. In: . Bielefeld : Institute for Data Science Solutions'
  ama: 'Leuering J, Jalil F, Ahmed QA, Schenck W, Jungeblut T. Cognitive Edge Computing
    for Multi-Sensor Applications with Sparse Data and High Latency Requirements.
    In: Bielefeld: Institute for Data Science Solutions.'
  apa: 'Leuering, J., Jalil, F., Ahmed, Q. A., Schenck, W., &#38; Jungeblut, T. (n.d.).
    Cognitive Edge Computing for Multi-Sensor Applications with Sparse Data and High
    Latency Requirements. Presented at the KI und ihre Anwendungen – Aktuelle Forschungsarbeiten
    des wissenschaftlichen Nachwuchses, Bielefeld: Institute for Data Science Solutions.'
  bibtex: '@inproceedings{Leuering_Jalil_Ahmed_Schenck_Jungeblut, place={Bielefeld},
    title={Cognitive Edge Computing for Multi-Sensor Applications with Sparse Data
    and High Latency Requirements}, publisher={Institute for Data Science Solutions},
    author={Leuering, Julien and Jalil, Farjana and Ahmed, Qazi Arbab and Schenck,
    Wolfram and Jungeblut, Thorsten} }'
  chicago: 'Leuering, Julien, Farjana Jalil, Qazi Arbab Ahmed, Wolfram Schenck, and
    Thorsten Jungeblut. “Cognitive Edge Computing for Multi-Sensor Applications with
    Sparse Data and High Latency Requirements.” Bielefeld: Institute for Data Science
    Solutions, n.d.'
  ieee: J. Leuering, F. Jalil, Q. A. Ahmed, W. Schenck, and T. Jungeblut, “Cognitive
    Edge Computing for Multi-Sensor Applications with Sparse Data and High Latency
    Requirements,” presented at the KI und ihre Anwendungen – Aktuelle Forschungsarbeiten
    des wissenschaftlichen Nachwuchses, Bielefeld.
  mla: Leuering, Julien, et al. <i>Cognitive Edge Computing for Multi-Sensor Applications
    with Sparse Data and High Latency Requirements</i>. Institute for Data Science
    Solutions.
  short: 'J. Leuering, F. Jalil, Q.A. Ahmed, W. Schenck, T. Jungeblut, in: Institute
    for Data Science Solutions, Bielefeld, n.d.'
conference:
  end_date: 2025-06-03
  location: Bielefeld
  name: KI und ihre Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen
    Nachwuchses
  start_date: 2025-06-03
date_created: 2025-07-24T17:02:56Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
language:
- iso: eng
place: Bielefeld
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication_status: accepted
publisher: Institute for Data Science Solutions
status: public
title: Cognitive Edge Computing for Multi-Sensor Applications with Sparse Data and
  High Latency Requirements
type: conference_abstract
user_id: '242294'
year: '2025'
...
---
_id: '6080'
author:
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Julien
  full_name: Leuering, Julien
  id: '260749'
  last_name: Leuering
  orcid: 0000-0001-7101-378X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7101-378X/work/198206660
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1837-2254/work/188693619
- 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/188693620
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/188693621
citation:
  alphadin: '<span style="font-variant:small-caps;">Jalil, Farjana</span> ; <span
    style="font-variant:small-caps;">Leuering, Julien</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span>: NNXC: Neural
    Network Meets Approximate Computing. In: . Bielefeld :  Institute for Data Science
    Solutions, 2025'
  ama: 'Jalil F, Leuering J, Ahmed QA, Schenck W, Jungeblut T. NNXC: Neural Network
    Meets Approximate Computing. In: Bielefeld:  Institute for Data Science Solutions;
    2025.'
  apa: 'Jalil, F., Leuering, J., Ahmed, Q. A., Schenck, W., &#38; Jungeblut, T. (2025).
    NNXC: Neural Network Meets Approximate Computing. Presented at the KI und ihre
    Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen Nachwuchses,
    Bielefeld:  Institute for Data Science Solutions.'
  bibtex: '@inproceedings{Jalil_Leuering_Ahmed_Schenck_Jungeblut_2025, place={Bielefeld},
    title={NNXC: Neural Network Meets Approximate Computing}, publisher={ Institute
    for Data Science Solutions}, author={Jalil, Farjana and Leuering, Julien and Ahmed,
    Qazi Arbab and Schenck, Wolfram and Jungeblut, Thorsten}, year={2025} }'
  chicago: 'Jalil, Farjana, Julien Leuering, Qazi Arbab Ahmed, Wolfram Schenck, and
    Thorsten Jungeblut. “NNXC: Neural Network Meets Approximate Computing.” Bielefeld:  Institute
    for Data Science Solutions, 2025.'
  ieee: 'F. Jalil, J. Leuering, Q. A. Ahmed, W. Schenck, and T. Jungeblut, “NNXC:
    Neural Network Meets Approximate Computing,” presented at the KI und ihre Anwendungen
    – Aktuelle Forschungsarbeiten des wissenschaftlichen Nachwuchses, Bielefeld, 2025.'
  mla: 'Jalil, Farjana, et al. <i>NNXC: Neural Network Meets Approximate Computing</i>.  Institute
    for Data Science Solutions, 2025.'
  short: 'F. Jalil, J. Leuering, Q.A. Ahmed, W. Schenck, T. Jungeblut, in:  Institute
    for Data Science Solutions, Bielefeld, 2025.'
conference:
  end_date: 2025-06-03
  location: Bielefeld
  name: KI und ihre Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen
    Nachwuchses
  start_date: 2025-06-03
date_created: 2025-07-27T12:34:10Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
language:
- iso: eng
place: Bielefeld
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publisher: ' Institute for Data Science Solutions'
status: public
title: 'NNXC: Neural Network Meets Approximate Computing'
type: conference_abstract
user_id: '257333'
year: '2025'
...
---
_id: '6081'
author:
- first_name: Farjana
  full_name: Jalil, Farjana
  id: '260919'
  last_name: Jalil
- first_name: Julien
  full_name: Leuering, Julien
  id: '260749'
  last_name: Leuering
  orcid: 0000-0001-7101-378X
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7101-378X/work/196708129
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '257333'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1837-2254/work/188693899
- 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/188693900
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/188693901
citation:
  alphadin: '<span style="font-variant:small-caps;">Jalil, Farjana</span> ; <span
    style="font-variant:small-caps;">Leuering, Julien</span> ; <span style="font-variant:small-caps;">Ahmed,
    Qazi Arbab</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Jungeblut, Thorsten</span>: AutoDSE:
    Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators for Industrial
    Applications. In: <i>Workshop on AI and its Applications</i>. Bielefeld : Institute
    for Data Science Solutions, 2025'
  ama: 'Jalil F, Leuering J, Ahmed QA, Schenck W, Jungeblut T. AutoDSE: Towards HW/AI
    Co-design of Ultra-low Latency Hardware Accelerators for Industrial Applications.
    In: <i>Workshop on AI and Its Applications</i>. Bielefeld: Institute for Data
    Science Solutions; 2025. doi:<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>'
  apa: 'Jalil, F., Leuering, J., Ahmed, Q. A., Schenck, W., &#38; Jungeblut, T. (2025).
    AutoDSE: Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators for
    Industrial Applications. In <i>Workshop on AI and its Applications</i>. Bielefeld:
    Institute for Data Science Solutions. <a href="https://doi.org/10.60802/sidas.2025.2">https://doi.org/10.60802/sidas.2025.2</a>'
  bibtex: '@inproceedings{Jalil_Leuering_Ahmed_Schenck_Jungeblut_2025, place={Bielefeld},
    title={AutoDSE: Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators
    for Industrial Applications}, DOI={<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>},
    booktitle={Workshop on AI and its Applications}, publisher={Institute for Data
    Science Solutions}, author={Jalil, Farjana and Leuering, Julien and Ahmed, Qazi
    Arbab and Schenck, Wolfram and Jungeblut, Thorsten}, year={2025} }'
  chicago: 'Jalil, Farjana, Julien Leuering, Qazi Arbab Ahmed, Wolfram Schenck, and
    Thorsten Jungeblut. “AutoDSE: Towards HW/AI Co-Design of Ultra-Low Latency Hardware
    Accelerators for Industrial Applications.” In <i>Workshop on AI and Its Applications</i>.
    Bielefeld: Institute for Data Science Solutions, 2025. <a href="https://doi.org/10.60802/sidas.2025.2">https://doi.org/10.60802/sidas.2025.2</a>.'
  ieee: 'F. Jalil, J. Leuering, Q. A. Ahmed, W. Schenck, and T. Jungeblut, “AutoDSE:
    Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators for Industrial
    Applications,” in <i>Workshop on AI and its Applications</i>, Bielefeld, 2025.'
  mla: 'Jalil, Farjana, et al. “AutoDSE: Towards HW/AI Co-Design of Ultra-Low Latency
    Hardware Accelerators for Industrial Applications.” <i>Workshop on AI and Its
    Applications</i>, Institute for Data Science Solutions, 2025, doi:<a href="https://doi.org/10.60802/sidas.2025.2">10.60802/sidas.2025.2</a>.'
  short: 'F. Jalil, J. Leuering, Q.A. Ahmed, W. Schenck, T. Jungeblut, in: Workshop
    on AI and Its Applications, Institute for Data Science Solutions, Bielefeld, 2025.'
conference:
  end_date: 2025-06-03
  location: Bielefeld
  name: KI und ihre Anwendungen – Aktuelle Forschungsarbeiten des wissenschaftlichen
    Nachwuchses
  start_date: 2025-06-03
date_created: 2025-07-27T12:47:20Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: '103'
doi: 10.60802/sidas.2025.2
language:
- iso: eng
place: Bielefeld
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Workshop on AI and its Applications
publisher: Institute for Data Science Solutions
status: public
title: 'AutoDSE: Towards HW/AI Co-design of Ultra-low Latency Hardware Accelerators
  for Industrial Applications'
type: conference_abstract
user_id: '242294'
year: '2025'
...
---
_id: '6133'
alternative_title:
- Potenziale technologiegestützter Datenanalysen im Qualitäts- und Entlassmanagement
  am Übergang in die ambulante Versorgung
author:
- first_name: Tim Christian
  full_name: Herzig, Tim Christian
  id: '250294'
  last_name: Herzig
  orcid: 0000-0002-1002-6912
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-1002-6912/work/190083629
- first_name: C.
  full_name: Marschner, C.
  last_name: Marschner
- first_name: Christoph
  full_name: Ostrau, Christoph
  id: '250133'
  last_name: Ostrau
  orcid: 0000-0003-1551-3848
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-1551-3848/work/190083630
- first_name: S.
  full_name: Held, S.
  last_name: Held
- first_name: J.
  full_name: Rickermann, J.
  last_name: Rickermann
- 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/190083632
- first_name: Andreas
  full_name: Uphaus, Andreas
  id: '213333'
  last_name: Uphaus
- first_name: R.
  full_name: Amelung, R.
  last_name: Amelung
citation:
  alphadin: '<span style="font-variant:small-caps;">Herzig, Tim Christian</span> ;
    <span style="font-variant:small-caps;">Marschner, C.</span> ; <span style="font-variant:small-caps;">Ostrau,
    Christoph</span> ; <span style="font-variant:small-caps;">Held, S.</span> ; <span
    style="font-variant:small-caps;">Rickermann, J.</span> ; <span style="font-variant:small-caps;">Schenck,
    Wolfram</span> ; <span style="font-variant:small-caps;">Uphaus, Andreas</span>
    ; <span style="font-variant:small-caps;">Amelung, R.</span>: Softwaregestützte
    Analyse geriatrischer Entlassbriefe. In: <i>Zeitschrift für Gerontologie und Geriatrie</i>,
    Springer Science and Business Media LLC (2025)'
  ama: Herzig TC, Marschner C, Ostrau C, et al. Softwaregestützte Analyse geriatrischer
    Entlassbriefe. <i>Zeitschrift für Gerontologie und Geriatrie</i>. 2025. doi:<a
    href="https://doi.org/10.1007/s00391-025-02478-6">10.1007/s00391-025-02478-6</a>
  apa: Herzig, T. C., Marschner, C., Ostrau, C., Held, S., Rickermann, J., Schenck,
    W., … Amelung, R. (2025). Softwaregestützte Analyse geriatrischer Entlassbriefe.
    <i>Zeitschrift für Gerontologie und Geriatrie</i>. <a href="https://doi.org/10.1007/s00391-025-02478-6">https://doi.org/10.1007/s00391-025-02478-6</a>
  bibtex: '@article{Herzig_Marschner_Ostrau_Held_Rickermann_Schenck_Uphaus_Amelung_2025,
    title={Softwaregestützte Analyse geriatrischer Entlassbriefe}, DOI={<a href="https://doi.org/10.1007/s00391-025-02478-6">10.1007/s00391-025-02478-6</a>},
    journal={Zeitschrift für Gerontologie und Geriatrie}, publisher={Springer Science
    and Business Media LLC}, author={Herzig, Tim Christian and Marschner, C. and Ostrau,
    Christoph and Held, S. and Rickermann, J. and Schenck, Wolfram and Uphaus, Andreas
    and Amelung, R.}, year={2025} }'
  chicago: Herzig, Tim Christian, C. Marschner, Christoph Ostrau, S. Held, J. Rickermann,
    Wolfram Schenck, Andreas Uphaus, and R. Amelung. “Softwaregestützte Analyse geriatrischer
    Entlassbriefe.” <i>Zeitschrift für Gerontologie und Geriatrie</i>, 2025. <a href="https://doi.org/10.1007/s00391-025-02478-6">https://doi.org/10.1007/s00391-025-02478-6</a>.
  ieee: T. C. Herzig <i>et al.</i>, “Softwaregestützte Analyse geriatrischer Entlassbriefe,”
    <i>Zeitschrift für Gerontologie und Geriatrie</i>, 2025.
  mla: Herzig, Tim Christian, et al. “Softwaregestützte Analyse geriatrischer Entlassbriefe.”
    <i>Zeitschrift für Gerontologie und Geriatrie</i>, Springer Science and Business
    Media LLC, 2025, doi:<a href="https://doi.org/10.1007/s00391-025-02478-6">10.1007/s00391-025-02478-6</a>.
  short: T.C. Herzig, C. Marschner, C. Ostrau, S. Held, J. Rickermann, W. Schenck,
    A. Uphaus, R. Amelung, Zeitschrift für Gerontologie und Geriatrie (2025).
date_created: 2025-08-19T10:10:04Z
date_updated: 2026-03-17T15:29:26Z
department:
- _id: 4b342258-bee3-11eb-b75f-c9bf9d645214
- _id: '103'
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.1007/s00391-025-02478-6
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://link.springer.com/article/10.1007/s00391-025-02478-6
oa: '1'
project:
- _id: 72dfeb62-b436-11ed-9513-f39505d26204
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
- _id: edf53067-b368-11ed-bde2-9f34a4102af5
  name: TransCareTech - Transformation in Care & Technology
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Zeitschrift für Gerontologie und Geriatrie
publication_identifier:
  eissn:
  - 1435-1269
  issn:
  - 0948-6704
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
research_group:
- _id: f025f82c-c221-11ec-90a2-d82e18d06cb8
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
status: public
title: Softwaregestützte Analyse geriatrischer Entlassbriefe
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'
year: '2025'
...
---
_id: '5494'
author:
- first_name: Julien Marteen
  full_name: Akay, Julien Marteen
  last_name: Akay
- 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/177074568
citation:
  alphadin: '<span style="font-variant:small-caps;">Akay, Julien Marteen</span> ;
    <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Transferability
    of Non-contrastive Self-supervised Learning to Chronic Wound Image Recognition.
    In: <span style="font-variant:small-caps;">Wand, M.</span> ; <span style="font-variant:small-caps;">Malinovská,
    K.</span> ; <span style="font-variant:small-caps;">Schmidhuber, J.</span> ; <span
    style="font-variant:small-caps;">Tetko, I. V.</span> (Hrsg.): <i>Artificial Neural
    Networks and Machine Learning – ICANN 2024. 33rd International Conference on Artificial
    Neural Networks, Lugano, Switzerland, September 17–20, 2024, Proceedings, Part
    VIII</i>, <i>Lecture Notes in Computer Science</i>. Cham : Springer Nature Switzerland,
    2024, S. 427–444'
  ama: 'Akay JM, Schenck W. Transferability of Non-contrastive Self-supervised Learning
    to Chronic Wound Image Recognition. In: Wand M, Malinovská K, Schmidhuber J, Tetko
    IV, eds. <i>Artificial Neural Networks and Machine Learning – ICANN 2024. 33rd
    International Conference on Artificial Neural Networks, Lugano, Switzerland, September
    17–20, 2024, Proceedings, Part VIII</i>. Lecture Notes in Computer Science. Cham:
    Springer Nature Switzerland; 2024:427-444. doi:<a href="https://doi.org/10.1007/978-3-031-72353-7_31">10.1007/978-3-031-72353-7_31</a>'
  apa: 'Akay, J. M., &#38; Schenck, W. (2024). Transferability of Non-contrastive
    Self-supervised Learning to Chronic Wound Image Recognition. In M. Wand, K. Malinovská,
    J. Schmidhuber, &#38; I. V. Tetko (Eds.), <i>Artificial Neural Networks and Machine
    Learning – ICANN 2024. 33rd International Conference on Artificial Neural Networks,
    Lugano, Switzerland, September 17–20, 2024, Proceedings, Part VIII</i> (pp. 427–444).
    Cham: Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-72353-7_31">https://doi.org/10.1007/978-3-031-72353-7_31</a>'
  bibtex: '@inproceedings{Akay_Schenck_2024, place={Cham}, series={Lecture Notes in
    Computer Science}, title={Transferability of Non-contrastive Self-supervised Learning
    to Chronic Wound Image Recognition}, DOI={<a href="https://doi.org/10.1007/978-3-031-72353-7_31">10.1007/978-3-031-72353-7_31</a>},
    booktitle={Artificial Neural Networks and Machine Learning – ICANN 2024. 33rd
    International Conference on Artificial Neural Networks, Lugano, Switzerland, September
    17–20, 2024, Proceedings, Part VIII}, publisher={Springer Nature Switzerland},
    author={Akay, Julien Marteen and Schenck, Wolfram}, editor={Wand, Michael and
    Malinovská, Kristína and Schmidhuber, Jürgen and Tetko, Igor V.Editors}, year={2024},
    pages={427–444}, collection={Lecture Notes in Computer Science} }'
  chicago: 'Akay, Julien Marteen, and Wolfram Schenck. “Transferability of Non-Contrastive
    Self-Supervised Learning to Chronic Wound Image Recognition.” In <i>Artificial
    Neural Networks and Machine Learning – ICANN 2024. 33rd International Conference
    on Artificial Neural Networks, Lugano, Switzerland, September 17–20, 2024, Proceedings,
    Part VIII</i>, edited by Michael Wand, Kristína Malinovská, Jürgen Schmidhuber,
    and Igor V. Tetko, 427–44. Lecture Notes in Computer Science. Cham: Springer Nature
    Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-72353-7_31">https://doi.org/10.1007/978-3-031-72353-7_31</a>.'
  ieee: J. M. Akay and W. Schenck, “Transferability of Non-contrastive Self-supervised
    Learning to Chronic Wound Image Recognition,” in <i>Artificial Neural Networks
    and Machine Learning – ICANN 2024. 33rd International Conference on Artificial
    Neural Networks, Lugano, Switzerland, September 17–20, 2024, Proceedings, Part
    VIII</i>, Lugano, Switzerland, 2024, pp. 427–444.
  mla: Akay, Julien Marteen, and Wolfram Schenck. “Transferability of Non-Contrastive
    Self-Supervised Learning to Chronic Wound Image Recognition.” <i>Artificial Neural
    Networks and Machine Learning – ICANN 2024. 33rd International Conference on Artificial
    Neural Networks, Lugano, Switzerland, September 17–20, 2024, Proceedings, Part
    VIII</i>, edited by Michael Wand et al., Springer Nature Switzerland, 2024, pp.
    427–44, doi:<a href="https://doi.org/10.1007/978-3-031-72353-7_31">10.1007/978-3-031-72353-7_31</a>.
  short: 'J.M. Akay, W. Schenck, in: M. Wand, K. Malinovská, J. Schmidhuber, I.V.
    Tetko (Eds.), Artificial Neural Networks and Machine Learning – ICANN 2024. 33rd
    International Conference on Artificial Neural Networks, Lugano, Switzerland, September
    17–20, 2024, Proceedings, Part VIII, Springer Nature Switzerland, Cham, 2024,
    pp. 427–444.'
conference:
  end_date: 2024-09-20
  location: Lugano, Switzerland
  name: 33rd International Conference on Artificial Neural Networks
  start_date: 2024-09-17
date_created: 2025-01-31T16:43:09Z
date_updated: 2026-03-17T15:29:19Z
department:
- _id: '103'
doi: 10.1007/978-3-031-72353-7_31
editor:
- first_name: Michael
  full_name: Wand, Michael
  last_name: Wand
- first_name: Kristína
  full_name: Malinovská, Kristína
  last_name: Malinovská
- first_name: Jürgen
  full_name: Schmidhuber, Jürgen
  last_name: Schmidhuber
- first_name: Igor V.
  full_name: Tetko, Igor V.
  last_name: Tetko
language:
- iso: eng
page: 427-444
place: Cham
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Artificial Neural Networks and Machine Learning – ICANN 2024. 33rd International
  Conference on Artificial Neural Networks, Lugano, Switzerland, September 17–20,
  2024, Proceedings, Part VIII
publication_identifier:
  eisbn:
  - 978-3-031-72353-7
  eissn:
  - 1611-3349
  isbn:
  - 978-3-031-72352-0
  issn:
  - 0302-9743
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
research_group:
- _id: f025f82c-c221-11ec-90a2-d82e18d06cb8
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
series_title: Lecture Notes in Computer Science
status: public
title: Transferability of Non-contrastive Self-supervised Learning to Chronic Wound
  Image Recognition
type: conference
user_id: '220548'
year: '2024'
...
---
_id: '5495'
author:
- first_name: Alaa
  full_name: Tharwat, Alaa
  id: '238549'
  last_name: Tharwat
- 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/177074850
citation:
  alphadin: '<span style="font-variant:small-caps;">Tharwat, Alaa</span> ; <span style="font-variant:small-caps;">Schenck,
    Wolfram</span>: Using Methods From Dimensionality Reduction for Active Learning
    With Low Query Budget. In: <i>IEEE Transactions on Knowledge and Data Engineering</i>
    Bd. 36, Institute of Electrical and Electronics Engineers (IEEE) (2024), Nr. 8,
    S. 4317–4330'
  ama: Tharwat A, Schenck W. Using Methods From Dimensionality Reduction for Active
    Learning With Low Query Budget. <i>IEEE Transactions on Knowledge and Data Engineering</i>.
    2024;36(8):4317-4330. doi:<a href="https://doi.org/10.1109/TKDE.2024.3365189">10.1109/TKDE.2024.3365189</a>
  apa: Tharwat, A., &#38; Schenck, W. (2024). Using Methods From Dimensionality Reduction
    for Active Learning With Low Query Budget. <i>IEEE Transactions on Knowledge and
    Data Engineering</i>, <i>36</i>(8), 4317–4330. <a href="https://doi.org/10.1109/TKDE.2024.3365189">https://doi.org/10.1109/TKDE.2024.3365189</a>
  bibtex: '@article{Tharwat_Schenck_2024, title={Using Methods From Dimensionality
    Reduction for Active Learning With Low Query Budget}, volume={36}, DOI={<a href="https://doi.org/10.1109/TKDE.2024.3365189">10.1109/TKDE.2024.3365189</a>},
    number={8}, journal={IEEE Transactions on Knowledge and Data Engineering}, publisher={Institute
    of Electrical and Electronics Engineers (IEEE)}, author={Tharwat, Alaa and Schenck,
    Wolfram}, year={2024}, pages={4317–4330} }'
  chicago: 'Tharwat, Alaa, and Wolfram Schenck. “Using Methods From Dimensionality
    Reduction for Active Learning With Low Query Budget.” <i>IEEE Transactions on
    Knowledge and Data Engineering</i> 36, no. 8 (2024): 4317–30. <a href="https://doi.org/10.1109/TKDE.2024.3365189">https://doi.org/10.1109/TKDE.2024.3365189</a>.'
  ieee: A. Tharwat and W. Schenck, “Using Methods From Dimensionality Reduction for
    Active Learning With Low Query Budget,” <i>IEEE Transactions on Knowledge and
    Data Engineering</i>, vol. 36, no. 8, pp. 4317–4330, 2024.
  mla: Tharwat, Alaa, and Wolfram Schenck. “Using Methods From Dimensionality Reduction
    for Active Learning With Low Query Budget.” <i>IEEE Transactions on Knowledge
    and Data Engineering</i>, vol. 36, no. 8, Institute of Electrical and Electronics
    Engineers (IEEE), 2024, pp. 4317–30, doi:<a href="https://doi.org/10.1109/TKDE.2024.3365189">10.1109/TKDE.2024.3365189</a>.
  short: A. Tharwat, W. Schenck, IEEE Transactions on Knowledge and Data Engineering
    36 (2024) 4317–4330.
date_created: 2025-01-31T16:53:51Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.1109/TKDE.2024.3365189
intvolume: '        36'
issue: '8'
language:
- iso: eng
page: 4317-4330
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: IEEE Transactions on Knowledge and Data Engineering
publication_identifier:
  eissn:
  - 1558-2191
  - 2326-3865
  issn:
  - 1041-4347
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
quality_controlled: '1'
status: public
title: Using Methods From Dimensionality Reduction for Active Learning With Low Query
  Budget
tmp:
  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: journal_article
user_id: '249224'
volume: 36
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: '5498'
author:
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
- first_name: Özge
  full_name: Alaçam, Özge
  last_name: Alaçam
- first_name: Clarissa Sabrina
  full_name: Arlinghaus, Clarissa Sabrina
  last_name: Arlinghaus
- first_name: Mona
  full_name: Brinkmann, Mona
  last_name: Brinkmann
- first_name: Helene
  full_name: Dörksen, Helene
  last_name: Dörksen
- first_name: Sanne
  full_name: Hoeken, Sanne
  last_name: Hoeken
- first_name: Thorsten
  full_name: Jungeblut, Thorsten
  id: '242294'
  last_name: Jungeblut
  orcid: 0000-0001-7425-8766
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-7425-8766/work/177075800
- first_name: Julian
  full_name: Knaup, Julian
  last_name: Knaup
- first_name: Daniel
  full_name: Leite, Daniel
  last_name: Leite
- first_name: Volker
  full_name: Lohweg, Volker
  last_name: Lohweg
- first_name: Günter W.
  full_name: Maier, Günter W.
  last_name: Maier
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  last_name: Ngonga Ngomo
- first_name: Alaa
  full_name: Othman, Alaa
  last_name: Othman
- first_name: Sebastian
  full_name: Peitz, Sebastian
  last_name: Peitz
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Ole
  full_name: Pütz, Ole
  last_name: Pütz
- first_name: Carsten
  full_name: Röcker, Carsten
  last_name: Röcker
- first_name: Michael
  full_name: Röder, Michael
  last_name: Röder
- 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/177075801
- first_name: Axel
  full_name: Schneider, Axel
  id: '213480'
  last_name: Schneider
  orcid: 0000-0002-6632-3473
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-6632-3473/work/177075804
- first_name: Silke
  full_name: Schwandt, Silke
  last_name: Schwandt
- first_name: Sophie
  full_name: Spliethoff, Sophie
  last_name: Spliethoff
- first_name: Michiel
  full_name: Straat, Michiel
  last_name: Straat
- first_name: Baris Gün
  full_name: Sürmeli, Baris Gün
  last_name: Sürmeli
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  last_name: Vollmer
- first_name: Sina
  full_name: Zarrieß, Sina
  last_name: Zarrieß
citation:
  alphadin: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Hammer,
    Barbara</span> ; <span style="font-variant:small-caps;">Alaçam, Özge</span> ;
    <span style="font-variant:small-caps;">Arlinghaus, Clarissa Sabrina</span> ; <span
    style="font-variant:small-caps;">Brinkmann, Mona</span> ; <span style="font-variant:small-caps;">Dörksen,
    Helene</span> ; <span style="font-variant:small-caps;">Hoeken, Sanne</span> ;
    <span style="font-variant:small-caps;">Jungeblut, Thorsten</span> ; <span style="font-variant:small-caps;">Knaup,
    Julian</span> ; u. a.</span>: <i>Sustainable Life-Cycle of Intelligent Socio-Technical
    Systems</i> : Bielefeld University, 2024'
  ama: Hammer B, Alaçam Ö, Arlinghaus CS, et al. <i>Sustainable Life-Cycle of Intelligent
    Socio-Technical Systems</i>. Bielefeld University; 2024. doi:<a href="https://doi.org/10.4119/UNIBI/2992602">10.4119/UNIBI/2992602</a>
  apa: Hammer, B., Alaçam, Ö., Arlinghaus, C. S., Brinkmann, M., Dörksen, H., Hoeken,
    S., … Zarrieß, S. (2024). <i>Sustainable Life-Cycle of Intelligent Socio-Technical
    Systems</i>. Bielefeld University. <a href="https://doi.org/10.4119/UNIBI/2992602">https://doi.org/10.4119/UNIBI/2992602</a>
  bibtex: '@book{Hammer_Alaçam_Arlinghaus_Brinkmann_Dörksen_Hoeken_Jungeblut_Knaup_Leite_Lohweg_et
    al._2024, title={Sustainable Life-Cycle of Intelligent Socio-Technical Systems},
    DOI={<a href="https://doi.org/10.4119/UNIBI/2992602">10.4119/UNIBI/2992602</a>},
    publisher={Bielefeld University}, author={Hammer, Barbara and Alaçam, Özge and
    Arlinghaus, Clarissa Sabrina and Brinkmann, Mona and Dörksen, Helene and Hoeken,
    Sanne and Jungeblut, Thorsten and Knaup, Julian and Leite, Daniel and Lohweg,
    Volker and et al.}, year={2024} }'
  chicago: Hammer, Barbara, Özge Alaçam, Clarissa Sabrina Arlinghaus, Mona Brinkmann,
    Helene Dörksen, Sanne Hoeken, Thorsten Jungeblut, et al. <i>Sustainable Life-Cycle
    of Intelligent Socio-Technical Systems</i>. Bielefeld University, 2024. <a href="https://doi.org/10.4119/UNIBI/2992602">https://doi.org/10.4119/UNIBI/2992602</a>.
  ieee: B. Hammer <i>et al.</i>, <i>Sustainable Life-Cycle of Intelligent Socio-Technical
    Systems</i>. Bielefeld University, 2024.
  mla: Hammer, Barbara, et al. <i>Sustainable Life-Cycle of Intelligent Socio-Technical
    Systems</i>. Bielefeld University, 2024, doi:<a href="https://doi.org/10.4119/UNIBI/2992602">10.4119/UNIBI/2992602</a>.
  short: B. Hammer, Ö. Alaçam, C.S. Arlinghaus, M. Brinkmann, H. Dörksen, S. Hoeken,
    T. Jungeblut, J. Knaup, D. Leite, V. Lohweg, G.W. Maier, A.-C. Ngonga Ngomo, A.
    Othman, S. Peitz, M. Platzner, O. Pütz, C. Röcker, M. Röder, W. Schenck, A. Schneider,
    S. Schwandt, S. Spliethoff, M. Straat, B.G. Sürmeli, A.-L. Vollmer, S. Zarrieß,
    Sustainable Life-Cycle of Intelligent Socio-Technical Systems, Bielefeld University,
    2024.
date_created: 2025-01-31T17:10:29Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.4119/UNIBI/2992602
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: 72dfeb62-b436-11ed-9513-f39505d26204
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
publisher: Bielefeld University
status: public
title: Sustainable Life-Cycle of Intelligent Socio-Technical Systems
type: working_paper
user_id: '213480'
year: '2024'
...
---
_id: '5499'
author:
- first_name: Zafran Hussain
  full_name: Shah, Zafran Hussain
  id: '239296'
  last_name: Shah
- first_name: Marcel
  full_name: Müller, Marcel
  last_name: Müller
- first_name: Wolfgang
  full_name: Hübner, Wolfgang
  last_name: Hübner
- first_name: Henning
  full_name: Ortkrass, Henning
  last_name: Ortkrass
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
- first_name: Thomas
  full_name: Huser, Thomas
  last_name: Huser
- 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/177075851
citation:
  alphadin: '<span style="font-variant:small-caps;">Shah, Zafran Hussain</span> ;
    <span style="font-variant:small-caps;">Müller, Marcel</span> ; <span style="font-variant:small-caps;">Hübner,
    Wolfgang</span> ; <span style="font-variant:small-caps;">Ortkrass, Henning</span>
    ; <span style="font-variant:small-caps;">Hammer, Barbara</span> ; <span style="font-variant:small-caps;">Huser,
    Thomas</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>:
    Image restoration in frequency space using complex-valued CNNs. In: <i>Frontiers
    in Artificial Intelligence</i> Bd. 7, Frontiers Media SA (2024)'
  ama: Shah ZH, Müller M, Hübner W, et al. Image restoration in frequency space using
    complex-valued CNNs. <i>Frontiers in Artificial Intelligence</i>. 2024;7. doi:<a
    href="https://doi.org/10.3389/frai.2024.1353873">10.3389/frai.2024.1353873</a>
  apa: Shah, Z. H., Müller, M., Hübner, W., Ortkrass, H., Hammer, B., Huser, T., &#38;
    Schenck, W. (2024). Image restoration in frequency space using complex-valued
    CNNs. <i>Frontiers in Artificial Intelligence</i>, <i>7</i>. <a href="https://doi.org/10.3389/frai.2024.1353873">https://doi.org/10.3389/frai.2024.1353873</a>
  bibtex: '@article{Shah_Müller_Hübner_Ortkrass_Hammer_Huser_Schenck_2024, title={Image
    restoration in frequency space using complex-valued CNNs}, volume={7}, DOI={<a
    href="https://doi.org/10.3389/frai.2024.1353873">10.3389/frai.2024.1353873</a>},
    journal={Frontiers in Artificial Intelligence}, publisher={Frontiers Media SA},
    author={Shah, Zafran Hussain and Müller, Marcel and Hübner, Wolfgang and Ortkrass,
    Henning and Hammer, Barbara and Huser, Thomas and Schenck, Wolfram}, year={2024}
    }'
  chicago: Shah, Zafran Hussain, Marcel Müller, Wolfgang Hübner, Henning Ortkrass,
    Barbara Hammer, Thomas Huser, and Wolfram Schenck. “Image Restoration in Frequency
    Space Using Complex-Valued CNNs.” <i>Frontiers in Artificial Intelligence</i>
    7 (2024). <a href="https://doi.org/10.3389/frai.2024.1353873">https://doi.org/10.3389/frai.2024.1353873</a>.
  ieee: Z. H. Shah <i>et al.</i>, “Image restoration in frequency space using complex-valued
    CNNs,” <i>Frontiers in Artificial Intelligence</i>, vol. 7, 2024.
  mla: Shah, Zafran Hussain, et al. “Image Restoration in Frequency Space Using Complex-Valued
    CNNs.” <i>Frontiers in Artificial Intelligence</i>, vol. 7, Frontiers Media SA,
    2024, doi:<a href="https://doi.org/10.3389/frai.2024.1353873">10.3389/frai.2024.1353873</a>.
  short: Z.H. Shah, M. Müller, W. Hübner, H. Ortkrass, B. Hammer, T. Huser, W. Schenck,
    Frontiers in Artificial Intelligence 7 (2024).
date_created: 2025-01-31T17:12:31Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.3389/frai.2024.1353873
intvolume: '         7'
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Frontiers in Artificial Intelligence
publication_identifier:
  eissn:
  - 2624-8212
publication_status: published
publisher: Frontiers Media SA
quality_controlled: '1'
status: public
title: Image restoration in frequency space using complex-valued CNNs
type: journal_article
user_id: '220548'
volume: 7
year: '2024'
...
---
_id: '5500'
author:
- first_name: Zafran Hussain
  full_name: Shah, Zafran Hussain
  id: '239296'
  last_name: Shah
- first_name: Marcel
  full_name: Müller, Marcel
  last_name: Müller
- first_name: Wolfgang
  full_name: Hübner, Wolfgang
  last_name: Hübner
- first_name: Tung-Cheng
  full_name: Wang, Tung-Cheng
  last_name: Wang
- first_name: Daniel
  full_name: Telman, Daniel
  last_name: Telman
- first_name: Thomas
  full_name: Huser, Thomas
  last_name: Huser
- 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/177076436
citation:
  alphadin: '<span style="font-variant:small-caps;">Shah, Zafran Hussain</span> ;
    <span style="font-variant:small-caps;">Müller, Marcel</span> ; <span style="font-variant:small-caps;">Hübner,
    Wolfgang</span> ; <span style="font-variant:small-caps;">Wang, Tung-Cheng</span>
    ; <span style="font-variant:small-caps;">Telman, Daniel</span> ; <span style="font-variant:small-caps;">Huser,
    Thomas</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>:
    Evaluation of Swin Transformer and knowledge transfer for denoising of super-resolution
    structured illumination microscopy data. In: <i>GigaScience</i> Bd. 13, Oxford
    University Press (OUP) (2024)'
  ama: Shah ZH, Müller M, Hübner W, et al. Evaluation of Swin Transformer and knowledge
    transfer for denoising of super-resolution structured illumination microscopy
    data. <i>GigaScience</i>. 2024;13. doi:<a href="https://doi.org/10.1093/gigascience/giad109">10.1093/gigascience/giad109</a>
  apa: Shah, Z. H., Müller, M., Hübner, W., Wang, T.-C., Telman, D., Huser, T., &#38;
    Schenck, W. (2024). Evaluation of Swin Transformer and knowledge transfer for
    denoising of super-resolution structured illumination microscopy data. <i>GigaScience</i>,
    <i>13</i>. <a href="https://doi.org/10.1093/gigascience/giad109">https://doi.org/10.1093/gigascience/giad109</a>
  bibtex: '@article{Shah_Müller_Hübner_Wang_Telman_Huser_Schenck_2024, title={Evaluation
    of Swin Transformer and knowledge transfer for denoising of super-resolution structured
    illumination microscopy data}, volume={13}, DOI={<a href="https://doi.org/10.1093/gigascience/giad109">10.1093/gigascience/giad109</a>},
    journal={GigaScience}, publisher={Oxford University Press (OUP)}, author={Shah,
    Zafran Hussain and Müller, Marcel and Hübner, Wolfgang and Wang, Tung-Cheng and
    Telman, Daniel and Huser, Thomas and Schenck, Wolfram}, year={2024} }'
  chicago: Shah, Zafran Hussain, Marcel Müller, Wolfgang Hübner, Tung-Cheng Wang,
    Daniel Telman, Thomas Huser, and Wolfram Schenck. “Evaluation of Swin Transformer
    and Knowledge Transfer for Denoising of Super-Resolution Structured Illumination
    Microscopy Data.” <i>GigaScience</i> 13 (2024). <a href="https://doi.org/10.1093/gigascience/giad109">https://doi.org/10.1093/gigascience/giad109</a>.
  ieee: Z. H. Shah <i>et al.</i>, “Evaluation of Swin Transformer and knowledge transfer
    for denoising of super-resolution structured illumination microscopy data,” <i>GigaScience</i>,
    vol. 13, 2024.
  mla: Shah, Zafran Hussain, et al. “Evaluation of Swin Transformer and Knowledge
    Transfer for Denoising of Super-Resolution Structured Illumination Microscopy
    Data.” <i>GigaScience</i>, vol. 13, Oxford University Press (OUP), 2024, doi:<a
    href="https://doi.org/10.1093/gigascience/giad109">10.1093/gigascience/giad109</a>.
  short: Z.H. Shah, M. Müller, W. Hübner, T.-C. Wang, D. Telman, T. Huser, W. Schenck,
    GigaScience 13 (2024).
date_created: 2025-01-31T17:13:39Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.1093/gigascience/giad109
intvolume: '        13'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: GigaScience
publication_identifier:
  eissn:
  - 2047-217X
publication_status: published
publisher: Oxford University Press (OUP)
quality_controlled: '1'
status: public
title: Evaluation of Swin Transformer and knowledge transfer for denoising of super-resolution
  structured illumination microscopy data
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: '220548'
volume: 13
year: '2024'
...
---
_id: '5566'
article_type: original
author:
- first_name: Alaa
  full_name: Tharwat, Alaa
  id: '238549'
  last_name: Tharwat
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
citation:
  alphadin: '<span style="font-variant:small-caps;">Tharwat, Alaa</span> ; <span style="font-variant:small-caps;">Schenck,
    Wolfram</span>: Using Methods From Dimensionality Reduction for Active Learning
    With Low Query Budget. In: <i>IEEE Transactions on Knowledge and Data Engineering</i>
    Bd. 36, Institute of Electrical and Electronics Engineers (IEEE) (2024), Nr. 8,
    S. 4317–4330'
  ama: Tharwat A, Schenck W. Using Methods From Dimensionality Reduction for Active
    Learning With Low Query Budget. <i>IEEE Transactions on Knowledge and Data Engineering</i>.
    2024;36(8):4317-4330. doi:<a href="https://doi.org/10.1109/TKDE.2024.3365189">10.1109/TKDE.2024.3365189</a>
  apa: Tharwat, A., &#38; Schenck, W. (2024). Using Methods From Dimensionality Reduction
    for Active Learning With Low Query Budget. <i>IEEE Transactions on Knowledge and
    Data Engineering</i>, <i>36</i>(8), 4317–4330. <a href="https://doi.org/10.1109/TKDE.2024.3365189">https://doi.org/10.1109/TKDE.2024.3365189</a>
  bibtex: '@article{Tharwat_Schenck_2024, title={Using Methods From Dimensionality
    Reduction for Active Learning With Low Query Budget}, volume={36}, DOI={<a href="https://doi.org/10.1109/TKDE.2024.3365189">10.1109/TKDE.2024.3365189</a>},
    number={8}, journal={IEEE Transactions on Knowledge and Data Engineering}, publisher={Institute
    of Electrical and Electronics Engineers (IEEE)}, author={Tharwat, Alaa and Schenck,
    Wolfram}, year={2024}, pages={4317–4330} }'
  chicago: 'Tharwat, Alaa, and Wolfram Schenck. “Using Methods From Dimensionality
    Reduction for Active Learning With Low Query Budget.” <i>IEEE Transactions on
    Knowledge and Data Engineering</i> 36, no. 8 (2024): 4317–30. <a href="https://doi.org/10.1109/TKDE.2024.3365189">https://doi.org/10.1109/TKDE.2024.3365189</a>.'
  ieee: A. Tharwat and W. Schenck, “Using Methods From Dimensionality Reduction for
    Active Learning With Low Query Budget,” <i>IEEE Transactions on Knowledge and
    Data Engineering</i>, vol. 36, no. 8, pp. 4317–4330, 2024.
  mla: Tharwat, Alaa, and Wolfram Schenck. “Using Methods From Dimensionality Reduction
    for Active Learning With Low Query Budget.” <i>IEEE Transactions on Knowledge
    and Data Engineering</i>, vol. 36, no. 8, Institute of Electrical and Electronics
    Engineers (IEEE), 2024, pp. 4317–30, doi:<a href="https://doi.org/10.1109/TKDE.2024.3365189">10.1109/TKDE.2024.3365189</a>.
  short: A. Tharwat, W. Schenck, IEEE Transactions on Knowledge and Data Engineering
    36 (2024) 4317–4330.
date_created: 2025-02-10T20:45:11Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.1109/TKDE.2024.3365189
intvolume: '        36'
issue: '8'
language:
- iso: eng
page: 4317-4330
publication: IEEE Transactions on Knowledge and Data Engineering
publication_identifier:
  eissn:
  - 1558-2191
  - 2326-3865
  issn:
  - 1041-4347
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
quality_controlled: '1'
status: public
title: Using Methods From Dimensionality Reduction for Active Learning With Low Query
  Budget
tmp:
  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: journal_article
user_id: '220548'
volume: 36
year: '2024'
...
---
_id: '5568'
alternative_id:
- '5496'
article_type: original
author:
- first_name: Alaa
  full_name: Tharwat, Alaa
  id: '238549'
  last_name: Tharwat
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
citation:
  alphadin: '<span style="font-variant:small-caps;">Tharwat, Alaa</span> ; <span style="font-variant:small-caps;">Schenck,
    Wolfram</span>: Active Learning for Handling Missing Data. In: <i>IEEE Transactions
    on Neural Networks and Learning Systems</i> Bd. 36, Institute of Electrical and
    Electronics Engineers (IEEE) (2024), Nr. 2, S. 3273–3287'
  ama: Tharwat A, Schenck W. Active Learning for Handling Missing Data. <i>IEEE Transactions
    on Neural Networks and Learning Systems</i>. 2024;36(2):3273-3287. doi:<a href="https://doi.org/10.1109/TNNLS.2024.3352279">10.1109/TNNLS.2024.3352279</a>
  apa: Tharwat, A., &#38; Schenck, W. (2024). Active Learning for Handling Missing
    Data. <i>IEEE Transactions on Neural Networks and Learning Systems</i>, <i>36</i>(2),
    3273–3287. <a href="https://doi.org/10.1109/TNNLS.2024.3352279">https://doi.org/10.1109/TNNLS.2024.3352279</a>
  bibtex: '@article{Tharwat_Schenck_2024, title={Active Learning for Handling Missing
    Data}, volume={36}, DOI={<a href="https://doi.org/10.1109/TNNLS.2024.3352279">10.1109/TNNLS.2024.3352279</a>},
    number={2}, journal={IEEE Transactions on Neural Networks and Learning Systems},
    publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Tharwat,
    Alaa and Schenck, Wolfram}, year={2024}, pages={3273–3287} }'
  chicago: 'Tharwat, Alaa, and Wolfram Schenck. “Active Learning for Handling Missing
    Data.” <i>IEEE Transactions on Neural Networks and Learning Systems</i> 36, no.
    2 (2024): 3273–87. <a href="https://doi.org/10.1109/TNNLS.2024.3352279">https://doi.org/10.1109/TNNLS.2024.3352279</a>.'
  ieee: A. Tharwat and W. Schenck, “Active Learning for Handling Missing Data,” <i>IEEE
    Transactions on Neural Networks and Learning Systems</i>, vol. 36, no. 2, pp.
    3273–3287, 2024.
  mla: Tharwat, Alaa, and Wolfram Schenck. “Active Learning for Handling Missing Data.”
    <i>IEEE Transactions on Neural Networks and Learning Systems</i>, vol. 36, no.
    2, Institute of Electrical and Electronics Engineers (IEEE), 2024, pp. 3273–87,
    doi:<a href="https://doi.org/10.1109/TNNLS.2024.3352279">10.1109/TNNLS.2024.3352279</a>.
  short: A. Tharwat, W. Schenck, IEEE Transactions on Neural Networks and Learning
    Systems 36 (2024) 3273–3287.
date_created: 2025-02-10T21:31:51Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.1109/TNNLS.2024.3352279
intvolume: '        36'
issue: '2'
language:
- iso: eng
page: 3273-3287
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: IEEE Transactions on Neural Networks and Learning Systems
publication_identifier:
  eissn:
  - 2162-2388
  issn:
  - 2162-237X
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: Active Learning for Handling Missing Data
type: journal_article
user_id: '220548'
volume: 36
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
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: book_chapter
user_id: '224375'
volume: 18
year: '2024'
...
---
_id: '4644'
author:
- first_name: Lukas
  full_name: Klein, Lukas
  last_name: Klein
- first_name: Christoph
  full_name: Ostrau, Christoph
  id: '250133'
  last_name: Ostrau
  orcid: 0000-0003-1551-3848
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-1551-3848/work/160986085
- first_name: Michael
  full_name: Thies, Michael
  last_name: Thies
- 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/160986087
- first_name: Ulrich
  full_name: Rückert, Ulrich
  last_name: Rückert
citation:
  alphadin: '<span style="font-variant:small-caps;">Klein, Lukas</span> ; <span style="font-variant:small-caps;">Ostrau,
    Christoph</span> ; <span style="font-variant:small-caps;">Thies, Michael</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span> ; <span style="font-variant:small-caps;">Rückert,
    Ulrich</span>: Exploratory Analysis of Machine Learning Methods for the Prognosis
    of Falls in Elderly Care Based on Accelerometer Data. In: <span style="font-variant:small-caps;">Salvi,
    D.</span> ; <span style="font-variant:small-caps;">Van Gorp, P.</span> ; <span
    style="font-variant:small-caps;">Shah, S. A.</span> (Hrsg.): <i>Pervasive Computing
    Technologies for Healthcare. 17th EAI International Conference, PervasiveHealth
    2023, Malmö, Sweden, November 27-29, 2023, Proceedings</i>, <i>Lecture Notes of
    the Institute for Computer Sciences, Social Informatics and Telecommunications
    Engineering</i>. Cham : Springer Nature Switzerland, 2024, S. 423–437'
  ama: 'Klein L, Ostrau C, Thies M, Schenck W, Rückert U. Exploratory Analysis of Machine
    Learning Methods for the Prognosis of Falls in Elderly Care Based on Accelerometer
    Data. In: Salvi D, Van Gorp P, Shah SA, eds. <i>Pervasive Computing Technologies
    for Healthcare. 17th EAI International Conference, PervasiveHealth 2023, Malmö,
    Sweden, November 27-29, 2023, Proceedings</i>. Lecture Notes of the Institute
    for Computer Sciences, Social Informatics and Telecommunications Engineering.
    Cham: Springer Nature Switzerland; 2024:423-437. doi:<a href="https://doi.org/10.1007/978-3-031-59717-6_27">10.1007/978-3-031-59717-6_27</a>'
  apa: 'Klein, L., Ostrau, C., Thies, M., Schenck, W., &#38; Rückert, U. (2024). Exploratory
    Analysis of Machine Learning Methods for the Prognosis of Falls in Elderly Care
    Based on Accelerometer Data. In D. Salvi, P. Van Gorp, &#38; S. A. Shah (Eds.),
    <i>Pervasive Computing Technologies for Healthcare. 17th EAI International Conference,
    PervasiveHealth 2023, Malmö, Sweden, November 27-29, 2023, Proceedings</i> (pp.
    423–437). Cham: Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-59717-6_27">https://doi.org/10.1007/978-3-031-59717-6_27</a>'
  bibtex: '@inproceedings{Klein_Ostrau_Thies_Schenck_Rückert_2024, place={Cham}, series={Lecture
    Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications
    Engineering}, title={Exploratory Analysis of Machine Learning Methods for the Prognosis
    of Falls in Elderly Care Based on Accelerometer Data}, DOI={<a href="https://doi.org/10.1007/978-3-031-59717-6_27">10.1007/978-3-031-59717-6_27</a>},
    booktitle={Pervasive Computing Technologies for Healthcare. 17th EAI International
    Conference, PervasiveHealth 2023, Malmö, Sweden, November 27-29, 2023, Proceedings},
    publisher={Springer Nature Switzerland}, author={Klein, Lukas and Ostrau, Christoph
    and Thies, Michael and Schenck, Wolfram and Rückert, Ulrich}, editor={Salvi, Dario
    and Van Gorp, Pieter and Shah, Syed AhmarEditors}, year={2024}, pages={423–437},
    collection={Lecture Notes of the Institute for Computer Sciences, Social Informatics
    and Telecommunications Engineering} }'
  chicago: 'Klein, Lukas, Christoph Ostrau, Michael Thies, Wolfram Schenck, and Ulrich
    Rückert. “Exploratory Analysis of Machine Learning Methods for the Prognosis of Falls
    in Elderly Care Based on Accelerometer Data.” In <i>Pervasive Computing Technologies
    for Healthcare. 17th EAI International Conference, PervasiveHealth 2023, Malmö,
    Sweden, November 27-29, 2023, Proceedings</i>, edited by Dario Salvi, Pieter Van
    Gorp, and Syed Ahmar Shah, 423–37. Lecture Notes of the Institute for Computer
    Sciences, Social Informatics and Telecommunications Engineering. Cham: Springer
    Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-59717-6_27">https://doi.org/10.1007/978-3-031-59717-6_27</a>.'
  ieee: L. Klein, C. Ostrau, M. Thies, W. Schenck, and U. Rückert, “Exploratory Analysis
    of Machine Learning Methods for the Prognosis of Falls in Elderly Care Based on Accelerometer
    Data,” in <i>Pervasive Computing Technologies for Healthcare. 17th EAI International
    Conference, PervasiveHealth 2023, Malmö, Sweden, November 27-29, 2023, Proceedings</i>,
    Malmö, Schweden, 2024, pp. 423–437.
  mla: Klein, Lukas, et al. “Exploratory Analysis of Machine Learning Methods for the Prognosis
    of Falls in Elderly Care Based on Accelerometer Data.” <i>Pervasive Computing
    Technologies for Healthcare. 17th EAI International Conference, PervasiveHealth
    2023, Malmö, Sweden, November 27-29, 2023, Proceedings</i>, edited by Dario Salvi
    et al., Springer Nature Switzerland, 2024, pp. 423–37, doi:<a href="https://doi.org/10.1007/978-3-031-59717-6_27">10.1007/978-3-031-59717-6_27</a>.
  short: 'L. Klein, C. Ostrau, M. Thies, W. Schenck, U. Rückert, in: D. Salvi, P.
    Van Gorp, S.A. Shah (Eds.), Pervasive Computing Technologies for Healthcare. 17th
    EAI International Conference, PervasiveHealth 2023, Malmö, Sweden, November 27-29,
    2023, Proceedings, Springer Nature Switzerland, Cham, 2024, pp. 423–437.'
conference:
  end_date: 2023-11-29
  location: Malmö, Schweden
  name: 17th EAI International Conference, PervasiveHealth
  start_date: 2023-11-27
date_created: 2024-06-05T11:41:26Z
date_updated: 2026-03-17T15:29:04Z
doi: 10.1007/978-3-031-59717-6_27
editor:
- first_name: Dario
  full_name: Salvi, Dario
  last_name: Salvi
- first_name: Pieter
  full_name: Van Gorp, Pieter
  last_name: Van Gorp
- first_name: Syed Ahmar
  full_name: Shah, Syed Ahmar
  last_name: Shah
language:
- iso: eng
page: 423-437
place: Cham
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Pervasive Computing Technologies for Healthcare. 17th EAI International
  Conference, PervasiveHealth 2023, Malmö, Sweden, November 27-29, 2023, Proceedings
publication_identifier:
  eisbn:
  - 978-3-031-59717-6
  eissn:
  - 1867-822X
  isbn:
  - 978-3-031-59716-9
  issn:
  - 1867-8211
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
research_group:
- _id: f025f82c-c221-11ec-90a2-d82e18d06cb8
  name: CareTech OWL - Zentrum für Gesundheit, Soziales und Technologie
series_title: Lecture Notes of the Institute for Computer Sciences, Social Informatics
  and Telecommunications Engineering
status: public
title: Exploratory Analysis of Machine Learning Methods for the Prognosis of Falls
  in Elderly Care Based on Accelerometer Data
type: conference
user_id: '224375'
year: '2024'
...
---
_id: '4698'
article_number: '100635'
author:
- 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/167154796
- first_name: Ralf
  full_name: Möller, Ralf
  last_name: Möller
- 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/167154798
citation:
  alphadin: '<span style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Möller,
    Ralf</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>:
    NGPCA: Clustering of high-dimensional and non-stationary data streams. In: <i>Software
    Impacts</i> Bd. 20, Elsevier BV (2024)'
  ama: 'Migenda N, Möller R, Schenck W. NGPCA: Clustering of high-dimensional and
    non-stationary data streams. <i>Software Impacts</i>. 2024;20. doi:<a href="https://doi.org/10.1016/j.simpa.2024.100635">10.1016/j.simpa.2024.100635</a>'
  apa: 'Migenda, N., Möller, R., &#38; Schenck, W. (2024). NGPCA: Clustering of high-dimensional
    and non-stationary data streams. <i>Software Impacts</i>, <i>20</i>. <a href="https://doi.org/10.1016/j.simpa.2024.100635">https://doi.org/10.1016/j.simpa.2024.100635</a>'
  bibtex: '@article{Migenda_Möller_Schenck_2024, title={NGPCA: Clustering of high-dimensional
    and non-stationary data streams}, volume={20}, DOI={<a href="https://doi.org/10.1016/j.simpa.2024.100635">10.1016/j.simpa.2024.100635</a>},
    number={100635}, journal={Software Impacts}, publisher={Elsevier BV}, author={Migenda,
    Nico and Möller, Ralf and Schenck, Wolfram}, year={2024} }'
  chicago: 'Migenda, Nico, Ralf Möller, and Wolfram Schenck. “NGPCA: Clustering of
    High-Dimensional and Non-Stationary Data Streams.” <i>Software Impacts</i> 20
    (2024). <a href="https://doi.org/10.1016/j.simpa.2024.100635">https://doi.org/10.1016/j.simpa.2024.100635</a>.'
  ieee: 'N. Migenda, R. Möller, and W. Schenck, “NGPCA: Clustering of high-dimensional
    and non-stationary data streams,” <i>Software Impacts</i>, vol. 20, 2024.'
  mla: 'Migenda, Nico, et al. “NGPCA: Clustering of High-Dimensional and Non-Stationary
    Data Streams.” <i>Software Impacts</i>, vol. 20, 100635, Elsevier BV, 2024, doi:<a
    href="https://doi.org/10.1016/j.simpa.2024.100635">10.1016/j.simpa.2024.100635</a>.'
  short: N. Migenda, R. Möller, W. Schenck, Software Impacts 20 (2024).
date_created: 2024-06-17T09:30:19Z
date_updated: 2026-03-17T15:29:04Z
doi: 10.1016/j.simpa.2024.100635
funded_apc: '1'
intvolume: '        20'
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Software Impacts
publication_identifier:
  issn:
  - 2665-9638
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: 'NGPCA: Clustering of high-dimensional and non-stationary data streams'
type: journal_article
user_id: '224375'
volume: 20
year: '2024'
...
---
_id: '4699'
author:
- first_name: Marvin
  full_name: Niederhaus, Marvin
  id: '232004'
  last_name: Niederhaus
  orcid: 0009-0008-8581-2708
- 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/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'
...