---
_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: '6486'
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/203835694
citation:
  alphadin: '<span style="font-variant:small-caps;">Migenda, Nico</span>: <i>Clustering
    in High-Dimensional Data Streams with Adaptive Local Principal Component Analysis</i> :
    Universität Bielefeld, 2025'
  ama: Migenda N. <i>Clustering in High-Dimensional Data Streams with Adaptive Local
    Principal Component Analysis</i>. Universität Bielefeld; 2025. doi:<a href="https://doi.org/10.4119/UNIBI/3006960">10.4119/UNIBI/3006960</a>
  apa: Migenda, N. (2025). <i>Clustering in High-Dimensional Data Streams with Adaptive
    Local Principal Component Analysis</i>. Universität Bielefeld. <a href="https://doi.org/10.4119/UNIBI/3006960">https://doi.org/10.4119/UNIBI/3006960</a>
  bibtex: '@book{Migenda_2025, title={Clustering in High-Dimensional Data Streams
    with Adaptive Local Principal Component Analysis}, DOI={<a href="https://doi.org/10.4119/UNIBI/3006960">10.4119/UNIBI/3006960</a>},
    publisher={Universität Bielefeld}, author={Migenda, Nico}, year={2025} }'
  chicago: Migenda, Nico. <i>Clustering in High-Dimensional Data Streams with Adaptive
    Local Principal Component Analysis</i>. Universität Bielefeld, 2025. <a href="https://doi.org/10.4119/UNIBI/3006960">https://doi.org/10.4119/UNIBI/3006960</a>.
  ieee: N. Migenda, <i>Clustering in High-Dimensional Data Streams with Adaptive Local
    Principal Component Analysis</i>. Universität Bielefeld, 2025.
  mla: Migenda, Nico. <i>Clustering in High-Dimensional Data Streams with Adaptive
    Local Principal Component Analysis</i>. Universität Bielefeld, 2025, doi:<a href="https://doi.org/10.4119/UNIBI/3006960">10.4119/UNIBI/3006960</a>.
  short: N. Migenda, Clustering in High-Dimensional Data Streams with Adaptive Local
    Principal Component Analysis, Universität Bielefeld, 2025.
date_created: 2026-01-28T06:41:07Z
date_updated: 2026-03-17T15:29:31Z
doi: 10.4119/UNIBI/3006960
publisher: Universität Bielefeld
status: public
title: Clustering in High-Dimensional Data Streams with Adaptive Local Principal Component
  Analysis
type: research_data
user_id: '263827'
year: '2025'
...
---
_id: '6244'
article_number: '261'
article_type: original
author:
- first_name: Marvin
  full_name: Niederhaus, Marvin
  id: '232004'
  last_name: Niederhaus
  orcid: 0009-0008-8581-2708
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0008-8581-2708/work/194508828
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/194483982
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/194483983
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/194483984
citation:
  alphadin: '<span style="font-variant:small-caps;">Niederhaus, Marvin</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Weller,
    Julian</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems. In:
    <i>Big Data and Cognitive Computing</i> Bd. 9, MDPI AG (2025), Nr. 10'
  ama: Niederhaus M, Migenda N, Weller J, Kohlhase M, Schenck W. Integrating Graph
    Retrieval-Augmented Generation into Prescriptive Recommender Systems. <i>Big Data
    and Cognitive Computing</i>. 2025;9(10). doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>
  apa: Niederhaus, M., Migenda, N., Weller, J., Kohlhase, M., &#38; Schenck, W. (2025).
    Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems. <i>Big Data and Cognitive Computing</i>, <i>9</i>(10). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>
  bibtex: '@article{Niederhaus_Migenda_Weller_Kohlhase_Schenck_2025, title={Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems}, volume={9},
    DOI={<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>}, number={10261},
    journal={Big Data and Cognitive Computing}, publisher={MDPI AG}, author={Niederhaus,
    Marvin and Migenda, Nico and Weller, Julian and Kohlhase, Martin and Schenck,
    Wolfram}, year={2025} }'
  chicago: Niederhaus, Marvin, Nico Migenda, Julian Weller, Martin Kohlhase, and Wolfram
    Schenck. “Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
    Systems.” <i>Big Data and Cognitive Computing</i> 9, no. 10 (2025). <a href="https://doi.org/10.3390/bdcc9100261">https://doi.org/10.3390/bdcc9100261</a>.
  ieee: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, and W. Schenck, “Integrating
    Graph Retrieval-Augmented Generation into Prescriptive Recommender Systems,” <i>Big
    Data and Cognitive Computing</i>, vol. 9, no. 10, 2025.
  mla: Niederhaus, Marvin, et al. “Integrating Graph Retrieval-Augmented Generation
    into Prescriptive Recommender Systems.” <i>Big Data and Cognitive Computing</i>,
    vol. 9, no. 10, 261, MDPI AG, 2025, doi:<a href="https://doi.org/10.3390/bdcc9100261">10.3390/bdcc9100261</a>.
  short: M. Niederhaus, N. Migenda, J. Weller, M. Kohlhase, W. Schenck, Big Data and
    Cognitive Computing 9 (2025).
date_created: 2025-10-17T07:19:59Z
date_updated: 2026-03-17T15:29:27Z
department:
- _id: '103'
doi: 10.3390/bdcc9100261
file:
- access_level: open_access
  content_type: application/pdf
  creator: mniederhaus
  date_created: 2025-10-17T07:11:25Z
  date_updated: 2025-10-17T07:11:25Z
  file_id: '6245'
  file_name: BDCC-09-00261.pdf
  file_size: 13995224
  relation: main_file
  success: 1
file_date_updated: 2025-10-17T07:11:25Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '         9'
issue: '10'
keyword:
- prescriptive analytics
- prescriptive platforms
- advanced data analytics
- retrieval-augmented generation
- graph-based retrieval-augmented generation
- large language models
- generative AI
- genAI
- recommender system
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2504-2289/9/10/261/pdf
oa: '1'
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Big Data and Cognitive Computing
publication_identifier:
  eissn:
  - 2504-2289
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Integrating Graph Retrieval-Augmented Generation into Prescriptive Recommender
  Systems
type: journal_article
urn: urn:nbn:de:hbz:bi10-62444
user_id: '224375'
volume: 9
year: '2025'
...
---
_id: '5497'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/177075481
- first_name: Sebastian von
  full_name: Enzberg, Sebastian von
  last_name: Enzberg
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/177075482
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/177075483
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Enzberg,
    Sebastian von</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span> ; <span style="font-variant:small-caps;">Dumitrescu,
    Roman</span>: Design decisions for integrating Prescriptive Analytics Use Cases
    into Smart Factories. In: <i>Procedia CIRP</i> Bd. 128, Elsevier BV (2024), S. 424–429'
  ama: Weller J, Migenda N, Enzberg S von, Kohlhase M, Schenck W, Dumitrescu R. Design
    decisions for integrating Prescriptive Analytics Use Cases into Smart Factories.
    <i>Procedia CIRP</i>. 2024;128:424-429. doi:<a href="https://doi.org/10.1016/j.procir.2024.03.022">10.1016/j.procir.2024.03.022</a>
  apa: Weller, J., Migenda, N., Enzberg, S. von, Kohlhase, M., Schenck, W., &#38;
    Dumitrescu, R. (2024). Design decisions for integrating Prescriptive Analytics
    Use Cases into Smart Factories. <i>Procedia CIRP</i>, <i>128</i>, 424–429. <a
    href="https://doi.org/10.1016/j.procir.2024.03.022">https://doi.org/10.1016/j.procir.2024.03.022</a>
  bibtex: '@article{Weller_Migenda_Enzberg_Kohlhase_Schenck_Dumitrescu_2024, title={Design
    decisions for integrating Prescriptive Analytics Use Cases into Smart Factories},
    volume={128}, DOI={<a href="https://doi.org/10.1016/j.procir.2024.03.022">10.1016/j.procir.2024.03.022</a>},
    journal={Procedia CIRP}, publisher={Elsevier BV}, author={Weller, Julian and Migenda,
    Nico and Enzberg, Sebastian von and Kohlhase, Martin and Schenck, Wolfram and
    Dumitrescu, Roman}, year={2024}, pages={424–429} }'
  chicago: 'Weller, Julian, Nico Migenda, Sebastian von Enzberg, Martin Kohlhase,
    Wolfram Schenck, and Roman Dumitrescu. “Design Decisions for Integrating Prescriptive
    Analytics Use Cases into Smart Factories.” <i>Procedia CIRP</i> 128 (2024): 424–29.
    <a href="https://doi.org/10.1016/j.procir.2024.03.022">https://doi.org/10.1016/j.procir.2024.03.022</a>.'
  ieee: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, and R. Dumitrescu,
    “Design decisions for integrating Prescriptive Analytics Use Cases into Smart
    Factories,” <i>Procedia CIRP</i>, vol. 128, pp. 424–429, 2024.
  mla: Weller, Julian, et al. “Design Decisions for Integrating Prescriptive Analytics
    Use Cases into Smart Factories.” <i>Procedia CIRP</i>, vol. 128, Elsevier BV,
    2024, pp. 424–29, doi:<a href="https://doi.org/10.1016/j.procir.2024.03.022">10.1016/j.procir.2024.03.022</a>.
  short: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu,
    Procedia CIRP 128 (2024) 424–429.
date_created: 2025-01-31T17:03:32Z
date_updated: 2026-03-17T15:29:19Z
doi: 10.1016/j.procir.2024.03.022
intvolume: '       128'
language:
- iso: eng
page: 424-429
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Procedia CIRP
publication_identifier:
  issn:
  - 2212-8271
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Design decisions for integrating Prescriptive Analytics Use Cases into Smart
  Factories
type: journal_article
user_id: '220548'
volume: 128
year: '2024'
...
---
_id: '4913'
article_number: '2663'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167155079
- first_name: Yash
  full_name: Naik, Yash
  last_name: Naik
- first_name: Tim
  full_name: Heuwinkel, Tim
  last_name: Heuwinkel
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167155080
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167155081
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Naik,
    Yash</span> ; <span style="font-variant:small-caps;">Heuwinkel, Tim</span> ; <span
    style="font-variant:small-caps;">Kühn, Arno</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Dumitrescu, Roman</span>: Reference Architecture
    for the Integration of Prescriptive Analytics Use Cases in Smart Factories. In:
    <i>Mathematics</i> Bd. 12, MDPI AG (2024), Nr. 17'
  ama: Weller J, Migenda N, Naik Y, et al. Reference Architecture for the Integration
    of Prescriptive Analytics Use Cases in Smart Factories. <i>Mathematics</i>. 2024;12(17).
    doi:<a href="https://doi.org/10.3390/math12172663">10.3390/math12172663</a>
  apa: Weller, J., Migenda, N., Naik, Y., Heuwinkel, T., Kühn, A., Kohlhase, M., …
    Dumitrescu, R. (2024). Reference Architecture for the Integration of Prescriptive
    Analytics Use Cases in Smart Factories. <i>Mathematics</i>, <i>12</i>(17). <a
    href="https://doi.org/10.3390/math12172663">https://doi.org/10.3390/math12172663</a>
  bibtex: '@article{Weller_Migenda_Naik_Heuwinkel_Kühn_Kohlhase_Schenck_Dumitrescu_2024,
    title={Reference Architecture for the Integration of Prescriptive Analytics Use
    Cases in Smart Factories}, volume={12}, DOI={<a href="https://doi.org/10.3390/math12172663">10.3390/math12172663</a>},
    number={172663}, journal={Mathematics}, publisher={MDPI AG}, author={Weller, Julian
    and Migenda, Nico and Naik, Yash and Heuwinkel, Tim and Kühn, Arno and Kohlhase,
    Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024} }'
  chicago: Weller, Julian, Nico Migenda, Yash Naik, Tim Heuwinkel, Arno Kühn, Martin
    Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Reference Architecture for the
    Integration of Prescriptive Analytics Use Cases in Smart Factories.” <i>Mathematics</i>
    12, no. 17 (2024). <a href="https://doi.org/10.3390/math12172663">https://doi.org/10.3390/math12172663</a>.
  ieee: J. Weller <i>et al.</i>, “Reference Architecture for the Integration of Prescriptive
    Analytics Use Cases in Smart Factories,” <i>Mathematics</i>, vol. 12, no. 17,
    2024.
  mla: Weller, Julian, et al. “Reference Architecture for the Integration of Prescriptive
    Analytics Use Cases in Smart Factories.” <i>Mathematics</i>, vol. 12, no. 17,
    2663, MDPI AG, 2024, doi:<a href="https://doi.org/10.3390/math12172663">10.3390/math12172663</a>.
  short: J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck,
    R. Dumitrescu, Mathematics 12 (2024).
date_created: 2024-09-10T07:26:47Z
date_updated: 2026-03-17T15:29:08Z
doi: 10.3390/math12172663
intvolume: '        12'
issue: '17'
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Mathematics
publication_identifier:
  eissn:
  - 2227-7390
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
status: public
title: Reference Architecture for the Integration of Prescriptive Analytics Use Cases
  in Smart Factories
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
user_id: '224375'
volume: 12
year: '2024'
...
---
_id: '4915'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154965
- first_name: Rui
  full_name: Liu, Rui
  last_name: Liu
- first_name: Arthur
  full_name: Wegel, Arthur
  last_name: Wegel
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154956
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154958
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Liu,
    Rui</span> ; <span style="font-variant:small-caps;">Wegel, Arthur</span> ; <span
    style="font-variant:small-caps;">von Enzberg, Sebastian</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Dumitrescu, Roman</span>: Towards a Systematic
    Approach for Prescriptive Analytics Use Cases in Smart Factories. In: <span style="font-variant:small-caps;">Niggemann,
    O.</span> ; <span style="font-variant:small-caps;">Beyerer, J.</span> ; <span
    style="font-variant:small-caps;">Krantz, M.</span> ; <span style="font-variant:small-caps;">Kühnert,
    C.</span> (Hrsg.): <i>Machine Learning for Cyber-Physical Systems. Selected papers
    from the International Conference ML4CPS 2023</i>, <i>Technologien für die intelligente
    Automation</i>. Bd. 18. Cham : Springer Nature Switzerland, 2024, S. 89–100'
  ama: 'Weller J, Migenda N, Liu R, et al. Towards a Systematic Approach for Prescriptive
    Analytics Use Cases in Smart Factories. In: Niggemann O, Beyerer J, Krantz M,
    Kühnert C, eds. <i>Machine Learning for Cyber-Physical Systems. Selected Papers
    from the International Conference ML4CPS 2023</i>. Vol 18. Technologien für die
    intelligente Automation. Cham: Springer Nature Switzerland; 2024:89-100. doi:<a
    href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>'
  apa: 'Weller, J., Migenda, N., Liu, R., Wegel, A., von Enzberg, S., Kohlhase, M.,
    … Dumitrescu, R. (2024). Towards a Systematic Approach for Prescriptive Analytics
    Use Cases in Smart Factories. In O. Niggemann, J. Beyerer, M. Krantz, &#38; C.
    Kühnert (Eds.), <i>Machine Learning for Cyber-Physical Systems. Selected papers
    from the International Conference ML4CPS 2023</i> (Vol. 18, pp. 89–100). Cham:
    Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-47062-2_9">https://doi.org/10.1007/978-3-031-47062-2_9</a>'
  bibtex: '@inbook{Weller_Migenda_Liu_Wegel_von Enzberg_Kohlhase_Schenck_Dumitrescu_2024,
    place={Cham}, series={Technologien für die intelligente Automation}, title={Towards
    a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories},
    volume={18}, DOI={<a href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>},
    booktitle={Machine Learning for Cyber-Physical Systems. Selected papers from the
    International Conference ML4CPS 2023}, publisher={Springer Nature Switzerland},
    author={Weller, Julian and Migenda, Nico and Liu, Rui and Wegel, Arthur and von
    Enzberg, Sebastian and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
    editor={Niggemann, Oliver and Beyerer, Jürgen and Krantz, Maria and Kühnert, ChristianEditors},
    year={2024}, pages={89–100}, collection={Technologien für die intelligente Automation}
    }'
  chicago: 'Weller, Julian, Nico Migenda, Rui Liu, Arthur Wegel, Sebastian von Enzberg,
    Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Towards a Systematic
    Approach for Prescriptive Analytics Use Cases in Smart Factories.” In <i>Machine
    Learning for Cyber-Physical Systems. Selected Papers from the International Conference
    ML4CPS 2023</i>, edited by Oliver Niggemann, Jürgen Beyerer, Maria Krantz, and
    Christian Kühnert, 18:89–100. Technologien Für Die Intelligente Automation. Cham:
    Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-47062-2_9">https://doi.org/10.1007/978-3-031-47062-2_9</a>.'
  ieee: 'J. Weller <i>et al.</i>, “Towards a Systematic Approach for Prescriptive
    Analytics Use Cases in Smart Factories,” in <i>Machine Learning for Cyber-Physical
    Systems. Selected papers from the International Conference ML4CPS 2023</i>, vol.
    18, O. Niggemann, J. Beyerer, M. Krantz, and C. Kühnert, Eds. Cham: Springer Nature
    Switzerland, 2024, pp. 89–100.'
  mla: Weller, Julian, et al. “Towards a Systematic Approach for Prescriptive Analytics
    Use Cases in Smart Factories.” <i>Machine Learning for Cyber-Physical Systems.
    Selected Papers from the International Conference ML4CPS 2023</i>, edited by Oliver
    Niggemann et al., vol. 18, Springer Nature Switzerland, 2024, pp. 89–100, doi:<a
    href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>.
  short: 'J. Weller, N. Migenda, R. Liu, A. Wegel, S. von Enzberg, M. Kohlhase, W.
    Schenck, R. Dumitrescu, in: O. Niggemann, J. Beyerer, M. Krantz, C. Kühnert (Eds.),
    Machine Learning for Cyber-Physical Systems. Selected Papers from the International
    Conference ML4CPS 2023, Springer Nature Switzerland, Cham, 2024, pp. 89–100.'
date_created: 2024-09-10T07:32:34Z
date_updated: 2026-03-17T15:29:08Z
doi: 10.1007/978-3-031-47062-2_9
editor:
- first_name: Oliver
  full_name: Niggemann, Oliver
  last_name: Niggemann
- first_name: Jürgen
  full_name: Beyerer, Jürgen
  last_name: Beyerer
- first_name: Maria
  full_name: Krantz, Maria
  last_name: Krantz
- first_name: Christian
  full_name: Kühnert, Christian
  last_name: Kühnert
intvolume: '        18'
language:
- iso: eng
page: 89-100
place: Cham
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Machine Learning for Cyber-Physical Systems. Selected papers from the
  International Conference ML4CPS 2023
publication_identifier:
  eisbn:
  - 978-3-031-47062-2
  eissn:
  - 2522-8587
  isbn:
  - 978-3-031-47061-5
  issn:
  - 2522-8579
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
series_title: Technologien für die intelligente Automation
status: public
title: Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart
  Factories
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: '4916'
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/177906701
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- 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;">Kühn,
    Arno</span> ; <span style="font-variant:small-caps;">Dumitrescu, Roman</span>:
    Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics
    In Smart Factories. In:  : Hannover : publish-Ing., 2024'
  ama: 'Weller J, Migenda N, Kühn A, Dumitrescu R. Prescriptive Analytics Data Canvas:
    Strategic Planning For Prescriptive Analytics In Smart Factories. In: Hannover :
    publish-Ing.; 2024. doi:<a href="https://doi.org/10.15488/17721">10.15488/17721</a>'
  apa: 'Weller, J., Migenda, N., Kühn, A., &#38; Dumitrescu, R. (2024). Prescriptive
    Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart
    Factories. Presented at the 6th Conference on Production Systems and Logistics,
    Honolulu, Hawaii: Hannover : publish-Ing. <a href="https://doi.org/10.15488/17721">https://doi.org/10.15488/17721</a>'
  bibtex: '@inproceedings{Weller_Migenda_Kühn_Dumitrescu_2024, title={Prescriptive
    Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart
    Factories}, DOI={<a href="https://doi.org/10.15488/17721">10.15488/17721</a>},
    publisher={Hannover : publish-Ing.}, author={Weller, Julian and Migenda, Nico
    and Kühn, Arno and Dumitrescu, Roman}, year={2024} }'
  chicago: 'Weller, Julian, Nico Migenda, Arno Kühn, and Roman Dumitrescu. “Prescriptive
    Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart
    Factories.” Hannover : publish-Ing., 2024. <a href="https://doi.org/10.15488/17721">https://doi.org/10.15488/17721</a>.'
  ieee: 'J. Weller, N. Migenda, A. Kühn, and R. Dumitrescu, “Prescriptive Analytics
    Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories,”
    presented at the 6th Conference on Production Systems and Logistics, Honolulu,
    Hawaii, 2024.'
  mla: 'Weller, Julian, et al. <i>Prescriptive Analytics Data Canvas: Strategic Planning
    For Prescriptive Analytics In Smart Factories</i>. Hannover : publish-Ing., 2024,
    doi:<a href="https://doi.org/10.15488/17721">10.15488/17721</a>.'
  short: 'J. Weller, N. Migenda, A. Kühn, R. Dumitrescu, in: Hannover : publish-Ing.,
    2024.'
conference:
  end_date: 2024-07-12
  location: Honolulu, Hawaii
  name: 6th Conference on Production Systems and Logistics
  start_date: 2024-07-09
date_created: 2024-09-10T07:33:18Z
date_updated: 2026-03-17T15:29:08Z
doi: 10.15488/17721
language:
- iso: eng
publication_identifier:
  issn:
  - '2701-6277 '
publisher: 'Hannover : publish-Ing.'
status: public
title: 'Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics
  In Smart Factories'
type: conference
user_id: '220548'
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'
...
---
_id: '4050'
article_number: '110030'
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/177074489
- 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/177074491
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>:
    Adaptive local Principal Component Analysis improves the clustering of high-dimensional
    data. In: <i>Pattern Recognition</i> Bd. 146, Elsevier BV (2024)'
  ama: Migenda N, Möller R, Schenck W. Adaptive local Principal Component Analysis
    improves the clustering of high-dimensional data. <i>Pattern Recognition</i>.
    2024;146. doi:<a href="https://doi.org/10.1016/j.patcog.2023.110030">10.1016/j.patcog.2023.110030</a>
  apa: Migenda, N., Möller, R., &#38; Schenck, W. (2024). Adaptive local Principal
    Component Analysis improves the clustering of high-dimensional data. <i>Pattern
    Recognition</i>, <i>146</i>. <a href="https://doi.org/10.1016/j.patcog.2023.110030">https://doi.org/10.1016/j.patcog.2023.110030</a>
  bibtex: '@article{Migenda_Möller_Schenck_2024, title={Adaptive local Principal Component
    Analysis improves the clustering of high-dimensional data}, volume={146}, DOI={<a
    href="https://doi.org/10.1016/j.patcog.2023.110030">10.1016/j.patcog.2023.110030</a>},
    number={110030}, journal={Pattern Recognition}, publisher={Elsevier BV}, author={Migenda,
    Nico and Möller, Ralf and Schenck, Wolfram}, year={2024} }'
  chicago: Migenda, Nico, Ralf Möller, and Wolfram Schenck. “Adaptive Local Principal
    Component Analysis Improves the Clustering of High-Dimensional Data.” <i>Pattern
    Recognition</i> 146 (2024). <a href="https://doi.org/10.1016/j.patcog.2023.110030">https://doi.org/10.1016/j.patcog.2023.110030</a>.
  ieee: N. Migenda, R. Möller, and W. Schenck, “Adaptive local Principal Component
    Analysis improves the clustering of high-dimensional data,” <i>Pattern Recognition</i>,
    vol. 146, 2024.
  mla: Migenda, Nico, et al. “Adaptive Local Principal Component Analysis Improves
    the Clustering of High-Dimensional Data.” <i>Pattern Recognition</i>, vol. 146,
    110030, Elsevier BV, 2024, doi:<a href="https://doi.org/10.1016/j.patcog.2023.110030">10.1016/j.patcog.2023.110030</a>.
  short: N. Migenda, R. Möller, W. Schenck, Pattern Recognition 146 (2024).
date_created: 2023-12-18T23:37:19Z
date_updated: 2026-03-17T15:28:54Z
department:
- _id: '103'
doi: 10.1016/j.patcog.2023.110030
funded_apc: '1'
intvolume: '       146'
language:
- iso: eng
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
publication: Pattern Recognition
publication_identifier:
  issn:
  - '00313203'
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Adaptive local Principal Component Analysis improves the clustering of high-dimensional
  data
type: journal_article
user_id: '224375'
volume: 146
year: '2024'
...
---
_id: '4700'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154728
- first_name: Arthur
  full_name: Wegel, Arthur
  last_name: Wegel
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154729
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154734
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Wegel,
    Arthur</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span> ; <span style="font-variant:small-caps;">Dumitrescu,
    Roman</span>: Conceptual Framework for Prescriptive Analytics Based on Decision
    Theory in Smart Factories. In: <span style="font-variant:small-caps;">IEEE</span>
    (Hrsg.): <i>2023 IEEE International Conference on Advances in Data-Driven Analytics
    And Intelligent Systems (ADACIS)</i> : IEEE, 2023, S. 1–7'
  ama: 'Weller J, Migenda N, Wegel A, Kohlhase M, Schenck W, Dumitrescu R. Conceptual
    Framework for Prescriptive Analytics Based on Decision Theory in Smart Factories.
    In: IEEE, ed. <i>2023 IEEE International Conference on Advances in Data-Driven
    Analytics And Intelligent Systems (ADACIS)</i>. IEEE; 2023:1-7. doi:<a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">10.1109/ADACIS59737.2023.10424368</a>'
  apa: 'Weller, J., Migenda, N., Wegel, A., Kohlhase, M., Schenck, W., &#38; Dumitrescu,
    R. (2023). Conceptual Framework for Prescriptive Analytics Based on Decision Theory
    in Smart Factories. In IEEE (Ed.), <i>2023 IEEE International Conference on Advances
    in Data-Driven Analytics And Intelligent Systems (ADACIS)</i> (pp. 1–7). Marrakesh,
    Morocco: IEEE. <a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">https://doi.org/10.1109/ADACIS59737.2023.10424368</a>'
  bibtex: '@inproceedings{Weller_Migenda_Wegel_Kohlhase_Schenck_Dumitrescu_2023, title={Conceptual
    Framework for Prescriptive Analytics Based on Decision Theory in Smart Factories},
    DOI={<a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">10.1109/ADACIS59737.2023.10424368</a>},
    booktitle={2023 IEEE International Conference on Advances in Data-Driven Analytics
    And Intelligent Systems (ADACIS)}, publisher={IEEE}, author={Weller, Julian and
    Migenda, Nico and Wegel, Arthur and Kohlhase, Martin and Schenck, Wolfram and
    Dumitrescu, Roman}, editor={IEEEEditor}, year={2023}, pages={1–7} }'
  chicago: Weller, Julian, Nico Migenda, Arthur Wegel, Martin Kohlhase, Wolfram Schenck,
    and Roman Dumitrescu. “Conceptual Framework for Prescriptive Analytics Based on
    Decision Theory in Smart Factories.” In <i>2023 IEEE International Conference
    on Advances in Data-Driven Analytics And Intelligent Systems (ADACIS)</i>, edited
    by IEEE, 1–7. IEEE, 2023. <a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">https://doi.org/10.1109/ADACIS59737.2023.10424368</a>.
  ieee: J. Weller, N. Migenda, A. Wegel, M. Kohlhase, W. Schenck, and R. Dumitrescu,
    “Conceptual Framework for Prescriptive Analytics Based on Decision Theory in Smart
    Factories,” in <i>2023 IEEE International Conference on Advances in Data-Driven
    Analytics And Intelligent Systems (ADACIS)</i>, Marrakesh, Morocco, 2023, pp.
    1–7.
  mla: Weller, Julian, et al. “Conceptual Framework for Prescriptive Analytics Based
    on Decision Theory in Smart Factories.” <i>2023 IEEE International Conference
    on Advances in Data-Driven Analytics And Intelligent Systems (ADACIS)</i>, edited
    by IEEE, IEEE, 2023, pp. 1–7, doi:<a href="https://doi.org/10.1109/ADACIS59737.2023.10424368">10.1109/ADACIS59737.2023.10424368</a>.
  short: 'J. Weller, N. Migenda, A. Wegel, M. Kohlhase, W. Schenck, R. Dumitrescu,
    in: IEEE (Ed.), 2023 IEEE International Conference on Advances in Data-Driven
    Analytics And Intelligent Systems (ADACIS), IEEE, 2023, pp. 1–7.'
conference:
  end_date: 2023-11-25
  location: Marrakesh, Morocco
  name: 2023 IEEE International Conference on Advances in Data-Driven Analytics And
    Intelligent Systems (ADACIS)
  start_date: 2023-11-23
corporate_editor:
- IEEE
date_created: 2024-06-17T09:31:55Z
date_updated: 2026-03-17T15:29:04Z
doi: 10.1109/ADACIS59737.2023.10424368
language:
- iso: eng
page: 1-7
publication: 2023 IEEE International Conference on Advances in Data-Driven Analytics
  And Intelligent Systems (ADACIS)
publication_identifier:
  eisbn:
  - 979-8-3503-4415-8
publication_status: published
publisher: IEEE
status: public
title: Conceptual Framework for Prescriptive Analytics Based on Decision Theory in
  Smart Factories
type: conference
user_id: '220548'
year: '2023'
...
---
_id: '2569'
author:
- first_name: Christoph
  full_name: Hoppe, Christoph
  last_name: Hoppe
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: David
  full_name: Pelkmann, David
  id: '217023'
  last_name: Pelkmann
- first_name: Daniel Antonius
  full_name: Hötte, Daniel Antonius
  last_name: Hötte
- 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;">Hoppe, Christoph</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Pelkmann,
    David</span> ; <span style="font-variant:small-caps;">Hötte, Daniel Antonius</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Collaborative
    System for Question Answering in German Case Law Documents. In: <span style="font-variant:small-caps;">Camarinha-Matos,
    L. M.</span> ; <span style="font-variant:small-caps;">Ortiz, A.</span> ; <span
    style="font-variant:small-caps;">Boucher, X.</span> ; <span style="font-variant:small-caps;">Osório,
    A. L.</span> (Hrsg.): <i>Collaborative Networks in Digitalization and Society
    5.0</i>, <i>IFIP Advances in Information and Communication Technology</i>. Cham :
    Springer International Publishing, 2022, S. 303–312'
  ama: 'Hoppe C, Migenda N, Pelkmann D, Hötte DA, Schenck W. Collaborative System
    for Question Answering in German Case Law Documents. In: Camarinha-Matos LM, Ortiz
    A, Boucher X, Osório AL, eds. <i>Collaborative Networks in Digitalization and
    Society 5.0</i>. IFIP Advances in Information and Communication Technology. Cham:
    Springer International Publishing; 2022:303-312. doi:<a href="https://doi.org/10.1007/978-3-031-14844-6_24">10.1007/978-3-031-14844-6_24</a>'
  apa: 'Hoppe, C., Migenda, N., Pelkmann, D., Hötte, D. A., &#38; Schenck, W. (2022).
    Collaborative System for Question Answering in German Case Law Documents. In L.
    M. Camarinha-Matos, A. Ortiz, X. Boucher, &#38; A. L. Osório (Eds.), <i>Collaborative
    Networks in Digitalization and Society 5.0</i> (pp. 303–312). Cham: Springer International
    Publishing. <a href="https://doi.org/10.1007/978-3-031-14844-6_24">https://doi.org/10.1007/978-3-031-14844-6_24</a>'
  bibtex: '@inproceedings{Hoppe_Migenda_Pelkmann_Hötte_Schenck_2022, place={Cham},
    series={IFIP Advances in Information and Communication Technology}, title={Collaborative
    System for Question Answering in German Case Law Documents}, DOI={<a href="https://doi.org/10.1007/978-3-031-14844-6_24">10.1007/978-3-031-14844-6_24</a>},
    booktitle={Collaborative Networks in Digitalization and Society 5.0}, publisher={Springer
    International Publishing}, author={Hoppe, Christoph and Migenda, Nico and Pelkmann,
    David and Hötte, Daniel Antonius and Schenck, Wolfram}, editor={Camarinha-Matos,
    Luis M. and Ortiz, Angel and Boucher, Xavier and Osório, A. LuísEditors}, year={2022},
    pages={303–312}, collection={IFIP Advances in Information and Communication Technology}
    }'
  chicago: 'Hoppe, Christoph, Nico Migenda, David Pelkmann, Daniel Antonius Hötte,
    and Wolfram Schenck. “Collaborative System for Question Answering in German Case
    Law Documents.” In <i>Collaborative Networks in Digitalization and Society 5.0</i>,
    edited by Luis M. Camarinha-Matos, Angel Ortiz, Xavier Boucher, and A. Luís Osório,
    303–12. IFIP Advances in Information and Communication Technology. Cham: Springer
    International Publishing, 2022. <a href="https://doi.org/10.1007/978-3-031-14844-6_24">https://doi.org/10.1007/978-3-031-14844-6_24</a>.'
  ieee: C. Hoppe, N. Migenda, D. Pelkmann, D. A. Hötte, and W. Schenck, “Collaborative
    System for Question Answering in German Case Law Documents,” in <i>Collaborative
    Networks in Digitalization and Society 5.0</i>, Lisbon, Portugal, 2022, pp. 303–312.
  mla: Hoppe, Christoph, et al. “Collaborative System for Question Answering in German
    Case Law Documents.” <i>Collaborative Networks in Digitalization and Society 5.0</i>,
    edited by Luis M. Camarinha-Matos et al., Springer International Publishing, 2022,
    pp. 303–12, doi:<a href="https://doi.org/10.1007/978-3-031-14844-6_24">10.1007/978-3-031-14844-6_24</a>.
  short: 'C. Hoppe, N. Migenda, D. Pelkmann, D.A. Hötte, W. Schenck, in: L.M. Camarinha-Matos,
    A. Ortiz, X. Boucher, A.L. Osório (Eds.), Collaborative Networks in Digitalization
    and Society 5.0, Springer International Publishing, Cham, 2022, pp. 303–312.'
conference:
  end_date: 2022-09-21
  location: Lisbon, Portugal
  name: ' 23rd IFIP WG 5.5 Working Conference on Virtual Enterprises, PRO-VE 2022'
  start_date: 2022-09-19
date_created: 2023-03-10T08:37:50Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1007/978-3-031-14844-6_24
editor:
- first_name: Luis M.
  full_name: Camarinha-Matos, Luis M.
  last_name: Camarinha-Matos
- first_name: Angel
  full_name: Ortiz, Angel
  last_name: Ortiz
- first_name: Xavier
  full_name: Boucher, Xavier
  last_name: Boucher
- first_name: A. Luís
  full_name: Osório, A. Luís
  last_name: Osório
language:
- iso: eng
page: 303-312
place: Cham
publication: Collaborative Networks in Digitalization and Society 5.0
publication_identifier:
  eisbn:
  - 978-3-031-14844-6
  eissn:
  - 1868-422X
  isbn:
  - 978-3-031-14843-9
  issn:
  - 1868-4238
publication_status: published
publisher: Springer International Publishing
quality_controlled: '1'
series_title: IFIP Advances in Information and Communication Technology
status: public
title: Collaborative System for Question Answering in German Case Law Documents
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '2570'
author:
- first_name: Christoph
  full_name: Hoppe, Christoph
  last_name: Hoppe
- first_name: David
  full_name: Pelkmann, David
  id: '217023'
  last_name: Pelkmann
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: Daniel Antonius
  full_name: Hotte, Daniel Antonius
  last_name: Hotte
- 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;">Hoppe, Christoph</span> ; <span
    style="font-variant:small-caps;">Pelkmann, David</span> ; <span style="font-variant:small-caps;">Migenda,
    Nico</span> ; <span style="font-variant:small-caps;">Hotte, Daniel Antonius</span>
    ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Towards Intelligent
    Legal Advisors for Document Retrieval and Question-Answering in German Legal Documents.
    In: <i>2021 IEEE Fourth International Conference on Artificial Intelligence and
    Knowledge Engineering (AIKE)</i> : IEEE, 2021, S. 29–32'
  ama: 'Hoppe C, Pelkmann D, Migenda N, Hotte DA, Schenck W. Towards Intelligent Legal
    Advisors for Document Retrieval and Question-Answering in German Legal Documents.
    In: <i>2021 IEEE Fourth International Conference on Artificial Intelligence and
    Knowledge Engineering (AIKE)</i>. IEEE; 2021:29-32. doi:<a href="https://doi.org/10.1109/AIKE52691.2021.00011">10.1109/AIKE52691.2021.00011</a>'
  apa: 'Hoppe, C., Pelkmann, D., Migenda, N., Hotte, D. A., &#38; Schenck, W. (2021).
    Towards Intelligent Legal Advisors for Document Retrieval and Question-Answering
    in German Legal Documents. In <i>2021 IEEE Fourth International Conference on
    Artificial Intelligence and Knowledge Engineering (AIKE)</i> (pp. 29–32). Laguna
    Hills, CA, USA: IEEE. <a href="https://doi.org/10.1109/AIKE52691.2021.00011">https://doi.org/10.1109/AIKE52691.2021.00011</a>'
  bibtex: '@inproceedings{Hoppe_Pelkmann_Migenda_Hotte_Schenck_2021, title={Towards
    Intelligent Legal Advisors for Document Retrieval and Question-Answering in German
    Legal Documents}, DOI={<a href="https://doi.org/10.1109/AIKE52691.2021.00011">10.1109/AIKE52691.2021.00011</a>},
    booktitle={2021 IEEE Fourth International Conference on Artificial Intelligence
    and Knowledge Engineering (AIKE)}, publisher={IEEE}, author={Hoppe, Christoph
    and Pelkmann, David and Migenda, Nico and Hotte, Daniel Antonius and Schenck,
    Wolfram}, year={2021}, pages={29–32} }'
  chicago: Hoppe, Christoph, David Pelkmann, Nico Migenda, Daniel Antonius Hotte,
    and Wolfram Schenck. “Towards Intelligent Legal Advisors for Document Retrieval
    and Question-Answering in German Legal Documents.” In <i>2021 IEEE Fourth International
    Conference on Artificial Intelligence and Knowledge Engineering (AIKE)</i>, 29–32.
    IEEE, 2021. <a href="https://doi.org/10.1109/AIKE52691.2021.00011">https://doi.org/10.1109/AIKE52691.2021.00011</a>.
  ieee: C. Hoppe, D. Pelkmann, N. Migenda, D. A. Hotte, and W. Schenck, “Towards Intelligent
    Legal Advisors for Document Retrieval and Question-Answering in German Legal Documents,”
    in <i>2021 IEEE Fourth International Conference on Artificial Intelligence and
    Knowledge Engineering (AIKE)</i>, Laguna Hills, CA, USA, 2021, pp. 29–32.
  mla: Hoppe, Christoph, et al. “Towards Intelligent Legal Advisors for Document Retrieval
    and Question-Answering in German Legal Documents.” <i>2021 IEEE Fourth International
    Conference on Artificial Intelligence and Knowledge Engineering (AIKE)</i>, IEEE,
    2021, pp. 29–32, doi:<a href="https://doi.org/10.1109/AIKE52691.2021.00011">10.1109/AIKE52691.2021.00011</a>.
  short: 'C. Hoppe, D. Pelkmann, N. Migenda, D.A. Hotte, W. Schenck, in: 2021 IEEE
    Fourth International Conference on Artificial Intelligence and Knowledge Engineering
    (AIKE), IEEE, 2021, pp. 29–32.'
conference:
  location: Laguna Hills, CA, USA
  name: 2021 IEEE Fourth International Conference on Artificial Intelligence and Knowledge
    Engineering (AIKE)
date_created: 2023-03-10T08:38:44Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1109/AIKE52691.2021.00011
language:
- iso: eng
page: 29-32
publication: 2021 IEEE Fourth International Conference on Artificial Intelligence
  and Knowledge Engineering (AIKE)
publication_identifier:
  eisbn:
  - 978-1-6654-3736-3
publication_status: published
publisher: IEEE
status: public
title: Towards Intelligent Legal Advisors for Document Retrieval and Question-Answering
  in German Legal Documents
type: conference
user_id: '249199'
year: '2021'
...
---
_id: '2571'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: David
  full_name: Pelkmann, David
  id: '217023'
  last_name: Pelkmann
- first_name: Matthias
  full_name: Fricke, Matthias
  last_name: Fricke
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Migenda,
    Nico</span> ; <span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Pelkmann, David</span> ; <span style="font-variant:small-caps;">Fricke,
    Matthias</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Advanced Data
    Analytics Platform for Manufacturing Companies. In: <i>2021 26th IEEE International
    Conference on Emerging Technologies and Factory Automation (ETFA )</i> : IEEE,
    2021, S. 01–08'
  ama: 'Voigt T, Migenda N, Schöne M, et al. Advanced Data Analytics Platform for
    Manufacturing Companies. In: <i>2021 26th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA )</i>. IEEE; 2021:01-08. doi:<a href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>'
  apa: 'Voigt, T., Migenda, N., Schöne, M., Pelkmann, D., Fricke, M., Schenck, W.,
    &#38; Kohlhase, M. (2021). Advanced Data Analytics Platform for Manufacturing
    Companies. In <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i> (pp. 01–08). Vasteras, Sweden: IEEE. <a href="https://doi.org/10.1109/ETFA45728.2021.9613499">https://doi.org/10.1109/ETFA45728.2021.9613499</a>'
  bibtex: '@inproceedings{Voigt_Migenda_Schöne_Pelkmann_Fricke_Schenck_Kohlhase_2021,
    title={Advanced Data Analytics Platform for Manufacturing Companies}, DOI={<a
    href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>},
    booktitle={2021 26th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA )}, publisher={IEEE}, author={Voigt, Tim and Migenda,
    Nico and Schöne, Marvin and Pelkmann, David and Fricke, Matthias and Schenck,
    Wolfram and Kohlhase, Martin}, year={2021}, pages={01–08} }'
  chicago: Voigt, Tim, Nico Migenda, Marvin Schöne, David Pelkmann, Matthias Fricke,
    Wolfram Schenck, and Martin Kohlhase. “Advanced Data Analytics Platform for Manufacturing
    Companies.” In <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i>, 01–08. IEEE, 2021. <a href="https://doi.org/10.1109/ETFA45728.2021.9613499">https://doi.org/10.1109/ETFA45728.2021.9613499</a>.
  ieee: T. Voigt <i>et al.</i>, “Advanced Data Analytics Platform for Manufacturing
    Companies,” in <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i>, Vasteras, Sweden, 2021, pp. 01–08.
  mla: Voigt, Tim, et al. “Advanced Data Analytics Platform for Manufacturing Companies.”
    <i>2021 26th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA )</i>, IEEE, 2021, pp. 01–08, doi:<a href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>.
  short: 'T. Voigt, N. Migenda, M. Schöne, D. Pelkmann, M. Fricke, W. Schenck, M.
    Kohlhase, in: 2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA ), IEEE, 2021, pp. 01–08.'
conference:
  location: Vasteras, Sweden
  name: 2021 IEEE 26th International Conference on Emerging Technologies and Factory
    Automation (ETFA)
date_created: 2023-03-10T08:39:39Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1109/ETFA45728.2021.9613499
language:
- iso: eng
page: 01-08
publication: 2021 26th IEEE International Conference on Emerging Technologies and
  Factory Automation (ETFA )
publication_identifier:
  eisbn:
  - 978-1-7281-2989-1
publication_status: published
publisher: IEEE
status: public
title: Advanced Data Analytics Platform for Manufacturing Companies
type: conference
user_id: '249199'
year: '2021'
...
---
_id: '2572'
author:
- first_name: Luca
  full_name: Steinmann, Luca
  last_name: Steinmann
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- 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;">Steinmann, Luca</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Voigt,
    Tim</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span> ;
    <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Variational Autoencoder
    based Novelty Detection for Real-World Time Series. In: <i>2021 3rd International
    Conference on Management Science and Industrial Engineering</i>. New York, NY,
    USA : ACM, 2021, S. 1–7'
  ama: 'Steinmann L, Migenda N, Voigt T, Kohlhase M, Schenck W. Variational Autoencoder
    based Novelty Detection for Real-World Time Series. In: <i>2021 3rd International
    Conference on Management Science and Industrial Engineering</i>. New York, NY,
    USA: ACM; 2021:1-7. doi:<a href="https://doi.org/10.1145/3460824.3460825">10.1145/3460824.3460825</a>'
  apa: 'Steinmann, L., Migenda, N., Voigt, T., Kohlhase, M., &#38; Schenck, W. (2021).
    Variational Autoencoder based Novelty Detection for Real-World Time Series. In
    <i>2021 3rd International Conference on Management Science and Industrial Engineering</i>
    (pp. 1–7). New York, NY, USA: ACM. <a href="https://doi.org/10.1145/3460824.3460825">https://doi.org/10.1145/3460824.3460825</a>'
  bibtex: '@inproceedings{Steinmann_Migenda_Voigt_Kohlhase_Schenck_2021, place={New
    York, NY, USA}, title={Variational Autoencoder based Novelty Detection for Real-World
    Time Series}, DOI={<a href="https://doi.org/10.1145/3460824.3460825">10.1145/3460824.3460825</a>},
    booktitle={2021 3rd International Conference on Management Science and Industrial
    Engineering}, publisher={ACM}, author={Steinmann, Luca and Migenda, Nico and Voigt,
    Tim and Kohlhase, Martin and Schenck, Wolfram}, year={2021}, pages={1–7} }'
  chicago: 'Steinmann, Luca, Nico Migenda, Tim Voigt, Martin Kohlhase, and Wolfram
    Schenck. “Variational Autoencoder Based Novelty Detection for Real-World Time
    Series.” In <i>2021 3rd International Conference on Management Science and Industrial
    Engineering</i>, 1–7. New York, NY, USA: ACM, 2021. <a href="https://doi.org/10.1145/3460824.3460825">https://doi.org/10.1145/3460824.3460825</a>.'
  ieee: L. Steinmann, N. Migenda, T. Voigt, M. Kohlhase, and W. Schenck, “Variational
    Autoencoder based Novelty Detection for Real-World Time Series,” in <i>2021 3rd
    International Conference on Management Science and Industrial Engineering</i>,
    Osaka Japan, 2021, pp. 1–7.
  mla: Steinmann, Luca, et al. “Variational Autoencoder Based Novelty Detection for
    Real-World Time Series.” <i>2021 3rd International Conference on Management Science
    and Industrial Engineering</i>, ACM, 2021, pp. 1–7, doi:<a href="https://doi.org/10.1145/3460824.3460825">10.1145/3460824.3460825</a>.
  short: 'L. Steinmann, N. Migenda, T. Voigt, M. Kohlhase, W. Schenck, in: 2021 3rd
    International Conference on Management Science and Industrial Engineering, ACM,
    New York, NY, USA, 2021, pp. 1–7.'
conference:
  end_date: 2021-04-04
  location: Osaka Japan
  name: 'MSIE 2021: 2021 3rd International Conference on Management Science and Industrial
    Engineering'
  start_date: 2021-04-02
date_created: 2023-03-10T08:40:15Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1145/3460824.3460825
language:
- iso: eng
page: 1-7
place: New York, NY, USA
publication: 2021 3rd International Conference on Management Science and Industrial
  Engineering
publication_identifier:
  isbn:
  - '9781450388887'
publication_status: published
publisher: ACM
status: public
title: Variational Autoencoder based Novelty Detection for Real-World Time Series
type: conference
user_id: '249199'
year: '2021'
...
---
_id: '1203'
article_number: e0248896
author:
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- 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/94914468
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>:
    Adaptive dimensionality reduction for neural network-based online principal component
    analysis. In: <i>PLOS ONE</i> Bd. 16, Public Library of Science (PLoS) (2021),
    Nr. 3'
  ama: Migenda N, Möller R, Schenck W. Adaptive dimensionality reduction for neural
    network-based online principal component analysis. <i>PLOS ONE</i>. 2021;16(3).
    doi:<a href="https://doi.org/10.1371/journal.pone.0248896">10.1371/journal.pone.0248896</a>
  apa: Migenda, N., Möller, R., &#38; Schenck, W. (2021). Adaptive dimensionality
    reduction for neural network-based online principal component analysis. <i>PLOS
    ONE</i>, <i>16</i>(3). <a href="https://doi.org/10.1371/journal.pone.0248896">https://doi.org/10.1371/journal.pone.0248896</a>
  bibtex: '@article{Migenda_Möller_Schenck_2021, title={Adaptive dimensionality reduction
    for neural network-based online principal component analysis}, volume={16}, DOI={<a
    href="https://doi.org/10.1371/journal.pone.0248896">10.1371/journal.pone.0248896</a>},
    number={3e0248896}, journal={PLOS ONE}, publisher={Public Library of Science (PLoS)},
    author={Migenda, Nico and Möller, Ralf and Schenck, Wolfram}, year={2021} }'
  chicago: Migenda, Nico, Ralf Möller, and Wolfram Schenck. “Adaptive Dimensionality
    Reduction for Neural Network-Based Online Principal Component Analysis.” <i>PLOS
    ONE</i> 16, no. 3 (2021). <a href="https://doi.org/10.1371/journal.pone.0248896">https://doi.org/10.1371/journal.pone.0248896</a>.
  ieee: N. Migenda, R. Möller, and W. Schenck, “Adaptive dimensionality reduction
    for neural network-based online principal component analysis,” <i>PLOS ONE</i>,
    vol. 16, no. 3, 2021.
  mla: Migenda, Nico, et al. “Adaptive Dimensionality Reduction for Neural Network-Based
    Online Principal Component Analysis.” <i>PLOS ONE</i>, vol. 16, no. 3, e0248896,
    Public Library of Science (PLoS), 2021, doi:<a href="https://doi.org/10.1371/journal.pone.0248896">10.1371/journal.pone.0248896</a>.
  short: N. Migenda, R. Möller, W. Schenck, PLOS ONE 16 (2021).
date_created: 2021-06-03T19:35:49Z
date_updated: 2026-03-17T15:28:17Z
doi: 10.1371/journal.pone.0248896
intvolume: '        16'
issue: '3'
language:
- iso: eng
publication: PLOS ONE
publication_identifier:
  eissn:
  - 1932-6203
publication_status: published
publisher: Public Library of Science (PLoS)
status: public
title: Adaptive dimensionality reduction for neural network-based online principal
  component analysis
type: journal_article
user_id: '249199'
volume: 16
year: '2021'
...
---
_id: '2574'
author:
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- 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;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Schenck,
    Wolfram</span>: Adaptive Dimensionality Reduction for Local Principal Component
    Analysis. In: <i>2020 25th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA)</i> : IEEE, 2020, S. 1579–1586'
  ama: 'Migenda N, Schenck W. Adaptive Dimensionality Reduction for Local Principal
    Component Analysis. In: <i>2020 25th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA)</i>. IEEE; 2020:1579-1586. doi:<a href="https://doi.org/10.1109/ETFA46521.2020.9212129">10.1109/ETFA46521.2020.9212129</a>'
  apa: 'Migenda, N., &#38; Schenck, W. (2020). Adaptive Dimensionality Reduction for
    Local Principal Component Analysis. In <i>2020 25th IEEE International Conference
    on Emerging Technologies and Factory Automation (ETFA)</i> (pp. 1579–1586). Vienna,
    Austria: IEEE. <a href="https://doi.org/10.1109/ETFA46521.2020.9212129">https://doi.org/10.1109/ETFA46521.2020.9212129</a>'
  bibtex: '@inproceedings{Migenda_Schenck_2020, title={Adaptive Dimensionality Reduction
    for Local Principal Component Analysis}, DOI={<a href="https://doi.org/10.1109/ETFA46521.2020.9212129">10.1109/ETFA46521.2020.9212129</a>},
    booktitle={2020 25th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA)}, publisher={IEEE}, author={Migenda, Nico and Schenck,
    Wolfram}, year={2020}, pages={1579–1586} }'
  chicago: Migenda, Nico, and Wolfram Schenck. “Adaptive Dimensionality Reduction
    for Local Principal Component Analysis.” In <i>2020 25th IEEE International Conference
    on Emerging Technologies and Factory Automation (ETFA)</i>, 1579–86. IEEE, 2020.
    <a href="https://doi.org/10.1109/ETFA46521.2020.9212129">https://doi.org/10.1109/ETFA46521.2020.9212129</a>.
  ieee: N. Migenda and W. Schenck, “Adaptive Dimensionality Reduction for Local Principal
    Component Analysis,” in <i>2020 25th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA)</i>, Vienna, Austria, 2020, pp. 1579–1586.
  mla: Migenda, Nico, and Wolfram Schenck. “Adaptive Dimensionality Reduction for
    Local Principal Component Analysis.” <i>2020 25th IEEE International Conference
    on Emerging Technologies and Factory Automation (ETFA)</i>, IEEE, 2020, pp. 1579–86,
    doi:<a href="https://doi.org/10.1109/ETFA46521.2020.9212129">10.1109/ETFA46521.2020.9212129</a>.
  short: 'N. Migenda, W. Schenck, in: 2020 25th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA), IEEE, 2020, pp. 1579–1586.'
conference:
  location: Vienna, Austria
  name: 2020 25th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA)
date_created: 2023-03-10T08:41:14Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1109/ETFA46521.2020.9212129
language:
- iso: eng
page: 1579-1586
publication: 2020 25th IEEE International Conference on Emerging Technologies and
  Factory Automation (ETFA)
publication_identifier:
  eisbn:
  - 978-1-7281-8956-7
publication_status: published
publisher: IEEE
status: public
title: Adaptive Dimensionality Reduction for Local Principal Component Analysis
type: conference
user_id: '249199'
year: '2020'
...
---
_id: '1208'
author:
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- 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/94914454
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>:
    Adaptive Dimensionality Adjustment for Online “Principal Component Analysis”.
    In: <span style="font-variant:small-caps;">Yin, H.</span> ; <span style="font-variant:small-caps;">Camacho,
    D.</span> ; <span style="font-variant:small-caps;">Tino, P.</span> ; <span style="font-variant:small-caps;">Tallón-Ballesteros,
    A. J.</span> ; <span style="font-variant:small-caps;">Menezes, R.</span> ; <span
    style="font-variant:small-caps;">Allmendinger, R.</span> (Hrsg.): <i>Intelligent
    Data Engineering and Automated Learning – IDEAL 2019. 20th International Conference,
    Manchester, UK, November 14–16, 2019, Proceedings, Part I</i>, <i>Lecture Notes
    in Computer Science</i>. Cham : Springer International Publishing, 2019, S. 76–84'
  ama: 'Migenda N, Möller R, Schenck W. Adaptive Dimensionality Adjustment for Online
    “Principal Component Analysis.” In: Yin H, Camacho D, Tino P, Tallón-Ballesteros
    AJ, Menezes R, Allmendinger R, eds. <i>Intelligent Data Engineering and Automated
    Learning – IDEAL 2019. 20th International Conference, Manchester, UK, November
    14–16, 2019, Proceedings, Part I</i>. Lecture Notes in Computer Science. Cham:
    Springer International Publishing; 2019:76-84. doi:<a href="https://doi.org/10.1007/978-3-030-33607-3_9">10.1007/978-3-030-33607-3_9</a>'
  apa: 'Migenda, N., Möller, R., &#38; Schenck, W. (2019). Adaptive Dimensionality
    Adjustment for Online “Principal Component Analysis.” In H. Yin, D. Camacho, P.
    Tino, A. J. Tallón-Ballesteros, R. Menezes, &#38; R. Allmendinger (Eds.), <i>Intelligent
    Data Engineering and Automated Learning – IDEAL 2019. 20th International Conference,
    Manchester, UK, November 14–16, 2019, Proceedings, Part I</i> (pp. 76–84). Cham:
    Springer International Publishing. <a href="https://doi.org/10.1007/978-3-030-33607-3_9">https://doi.org/10.1007/978-3-030-33607-3_9</a>'
  bibtex: '@inbook{Migenda_Möller_Schenck_2019, place={Cham}, series={Lecture Notes
    in Computer Science}, title={Adaptive Dimensionality Adjustment for Online “Principal
    Component Analysis”}, DOI={<a href="https://doi.org/10.1007/978-3-030-33607-3_9">10.1007/978-3-030-33607-3_9</a>},
    booktitle={Intelligent Data Engineering and Automated Learning – IDEAL 2019. 20th
    International Conference, Manchester, UK, November 14–16, 2019, Proceedings, Part
    I}, publisher={Springer International Publishing}, author={Migenda, Nico and Möller,
    Ralf and Schenck, Wolfram}, editor={Yin, Hujun and Camacho, David and Tino, Peter
    and Tallón-Ballesteros, Antonio J. and Menezes, Ronaldo and Allmendinger, RichardEditors},
    year={2019}, pages={76–84}, collection={Lecture Notes in Computer Science} }'
  chicago: 'Migenda, Nico, Ralf Möller, and Wolfram Schenck. “Adaptive Dimensionality
    Adjustment for Online ‘Principal Component Analysis.’” In <i>Intelligent Data
    Engineering and Automated Learning – IDEAL 2019. 20th International Conference,
    Manchester, UK, November 14–16, 2019, Proceedings, Part I</i>, edited by Hujun
    Yin, David Camacho, Peter Tino, Antonio J. Tallón-Ballesteros, Ronaldo Menezes,
    and Richard Allmendinger, 76–84. Lecture Notes in Computer Science. Cham: Springer
    International Publishing, 2019. <a href="https://doi.org/10.1007/978-3-030-33607-3_9">https://doi.org/10.1007/978-3-030-33607-3_9</a>.'
  ieee: 'N. Migenda, R. Möller, and W. Schenck, “Adaptive Dimensionality Adjustment
    for Online ‘Principal Component Analysis,’” in <i>Intelligent Data Engineering
    and Automated Learning – IDEAL 2019. 20th International Conference, Manchester,
    UK, November 14–16, 2019, Proceedings, Part I</i>, H. Yin, D. Camacho, P. Tino,
    A. J. Tallón-Ballesteros, R. Menezes, and R. Allmendinger, Eds. Cham: Springer
    International Publishing, 2019, pp. 76–84.'
  mla: Migenda, Nico, et al. “Adaptive Dimensionality Adjustment for Online ‘Principal
    Component Analysis.’” <i>Intelligent Data Engineering and Automated Learning –
    IDEAL 2019. 20th International Conference, Manchester, UK, November 14–16, 2019,
    Proceedings, Part I</i>, edited by Hujun Yin et al., Springer International Publishing,
    2019, pp. 76–84, doi:<a href="https://doi.org/10.1007/978-3-030-33607-3_9">10.1007/978-3-030-33607-3_9</a>.
  short: 'N. Migenda, R. Möller, W. Schenck, in: H. Yin, D. Camacho, P. Tino, A.J.
    Tallón-Ballesteros, R. Menezes, R. Allmendinger (Eds.), Intelligent Data Engineering
    and Automated Learning – IDEAL 2019. 20th International Conference, Manchester,
    UK, November 14–16, 2019, Proceedings, Part I, Springer International Publishing,
    Cham, 2019, pp. 76–84.'
date_created: 2021-06-03T19:35:56Z
date_updated: 2026-03-17T15:28:17Z
doi: 10.1007/978-3-030-33607-3_9
editor:
- first_name: Hujun
  full_name: Yin, Hujun
  last_name: Yin
- first_name: David
  full_name: Camacho, David
  last_name: Camacho
- first_name: Peter
  full_name: Tino, Peter
  last_name: Tino
- first_name: Antonio J.
  full_name: Tallón-Ballesteros, Antonio J.
  last_name: Tallón-Ballesteros
- first_name: Ronaldo
  full_name: Menezes, Ronaldo
  last_name: Menezes
- first_name: Richard
  full_name: Allmendinger, Richard
  last_name: Allmendinger
language:
- iso: eng
page: 76-84
place: Cham
publication: Intelligent Data Engineering and Automated Learning – IDEAL 2019. 20th
  International Conference, Manchester, UK, November 14–16, 2019, Proceedings, Part
  I
publication_identifier:
  eisbn:
  - 978-3-030-33607-3
  eissn:
  - 1611-3349
  isbn:
  - 978-3-030-33606-6
  issn:
  - 0302-9743
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Adaptive Dimensionality Adjustment for Online “Principal Component Analysis”
type: book_chapter
user_id: '249199'
year: '2019'
...