---
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author:
- first_name: Marius
  full_name: Sangel, Marius
  id: '243822'
  last_name: Sangel
- first_name: Emilia
  full_name: Bensch, Emilia
  last_name: Bensch
- first_name: Hans
  full_name: Brandt-Pook, Hans
  id: '206531'
  last_name: Brandt-Pook
  orcid: 0009-0002-6668-2684
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-6668-2684/work/194297832
- first_name: Timo
  full_name: Röllke, Timo
  last_name: Röllke
- first_name: Cedric
  full_name: Markworth, Cedric
  last_name: Markworth
citation:
  alphadin: '<span style="font-variant:small-caps;">Sangel, Marius</span> ; <span
    style="font-variant:small-caps;">Bensch, Emilia</span> ; <span style="font-variant:small-caps;">Brandt-Pook,
    Hans</span> ; <span style="font-variant:small-caps;">Röllke, Timo</span> ; <span
    style="font-variant:small-caps;">Markworth, Cedric</span>: Automatisierte Erkennung
    von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus
    dem Projekt TRACES. In: <span style="font-variant:small-caps;">Gesellschaft für
    Informatik e.V.</span> (Hrsg.): <i>INFORMATIK 2025</i>. Bonn, 2025, S. 1363–1371'
  ama: 'Sangel M, Bensch E, Brandt-Pook H, Röllke T, Markworth C. Automatisierte Erkennung
    von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse aus
    dem Projekt TRACES. In: Gesellschaft für Informatik e.V., ed. <i>INFORMATIK 2025</i>.
    Bonn; 2025:1363-1371. doi:<a href="https://doi.org/10.18420/INF2025_121">10.18420/INF2025_121</a>'
  apa: 'Sangel, M., Bensch, E., Brandt-Pook, H., Röllke, T., &#38; Markworth, C. (2025).
    Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen:
    Ansätze und Ergebnisse aus dem Projekt TRACES. In Gesellschaft für Informatik
    e.V. (Ed.), <i>INFORMATIK 2025</i> (pp. 1363–1371). Bonn. <a href="https://doi.org/10.18420/INF2025_121">https://doi.org/10.18420/INF2025_121</a>'
  bibtex: '@inproceedings{Sangel_Bensch_Brandt-Pook_Röllke_Markworth_2025, place={Bonn},
    title={Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem
    Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES}, DOI={<a href="https://doi.org/10.18420/INF2025_121">10.18420/INF2025_121</a>},
    number={366}, booktitle={INFORMATIK 2025}, author={Sangel, Marius and Bensch,
    Emilia and Brandt-Pook, Hans and Röllke, Timo and Markworth, Cedric}, editor={Gesellschaft
    für Informatik e.V.Editor}, year={2025}, pages={1363–1371} }'
  chicago: 'Sangel, Marius, Emilia Bensch, Hans Brandt-Pook, Timo Röllke, and Cedric
    Markworth. “Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem
    Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES.” In <i>INFORMATIK 2025</i>,
    edited by Gesellschaft für Informatik e.V., 1363–71. Bonn, 2025. <a href="https://doi.org/10.18420/INF2025_121">https://doi.org/10.18420/INF2025_121</a>.'
  ieee: 'M. Sangel, E. Bensch, H. Brandt-Pook, T. Röllke, and C. Markworth, “Automatisierte
    Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen: Ansätze und Ergebnisse
    aus dem Projekt TRACES,” in <i>INFORMATIK 2025</i>, Potsdam, 2025, no. 366, pp.
    1363–1371.'
  mla: 'Sangel, Marius, et al. “Automatisierte Erkennung von Störstoffen in Bioabfall
    mit maschinellem Lernen: Ansätze und Ergebnisse aus dem Projekt TRACES.” <i>INFORMATIK
    2025</i>, edited by Gesellschaft für Informatik e.V., no. 366, 2025, pp. 1363–71,
    doi:<a href="https://doi.org/10.18420/INF2025_121">10.18420/INF2025_121</a>.'
  short: 'M. Sangel, E. Bensch, H. Brandt-Pook, T. Röllke, C. Markworth, in: Gesellschaft
    für Informatik e.V. (Ed.), INFORMATIK 2025, Bonn, 2025, pp. 1363–1371.'
conference:
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  location: Potsdam
  name: INFORMATIKFESTIVAL 2025
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corporate_editor:
- Gesellschaft für Informatik e.V.
date_created: 2025-10-15T07:05:27Z
date_updated: 2026-03-17T15:29:27Z
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doi: 10.18420/INF2025_121
file:
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file_date_updated: 2025-10-15T07:02:12Z
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issue: '366'
keyword:
- Machine Learning
- Computer Vision
- Instance Segmentation
- CNNs
- YOLACT
- Data Augmentation
- Waste Classification
- Trash Detection
- Biowaste Analysis
language:
- iso: ger
main_file_link:
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oa: '1'
page: 1363-1371
place: Bonn
project:
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  name: Institute for Data Science Solutions
publication: INFORMATIK 2025
publication_identifier:
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publication_status: epub_ahead
quality_controlled: '1'
status: public
title: 'Automatisierte Erkennung von Störstoffen in Bioabfall mit maschinellem Lernen:
  Ansätze und Ergebnisse aus dem Projekt TRACES'
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---
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author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
  id: '252434'
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  orcid: 0000-0002-8362-5369
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-8362-5369/work/203880864
- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/203880865
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kösters, Justus</span>
    ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Pool-based Active Learning
    with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> :
    IEEE, 2025, S. 1–9'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a
    href="https://doi.org/10.57720/6049">10.57720/6049</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase,
    M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree
    Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9).
    Trondheim, Norway: IEEE. <a href="https://doi.org/10.57720/6049">https://doi.org/10.57720/6049</a>'
  bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit}, DOI={<a href="https://doi.org/10.57720/6049">10.57720/6049</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne
    and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander
    Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, 1–9. IEEE, 2025. <a href="https://doi.org/10.57720/6049">https://doi.org/10.57720/6049</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase,
    “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
    to Explore and Exploit,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025,
    pp. 1–9.'
  mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, IEEE, 2025, pp. 1–9, doi:<a href="https://doi.org/10.57720/6049">10.57720/6049</a>.'
  short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase,
    in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible
    Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-07-10T06:20:36Z
date_updated: 2026-03-17T15:29:25Z
doi: 10.57720/6049
file:
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  creator: kwerth
  date_created: 2025-07-10T06:30:41Z
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  file_size: 2379084
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has_accepted_license: '1'
keyword:
- Interpretability
- Classification
- Pool-based Active Learning
- Decision Trees
language:
- iso: eng
oa: '1'
page: 1-9
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
  Intelligence (CITREx)
publication_identifier:
  eisbn:
  - 979-8-3315-2015-1
publication_status: published
publisher: IEEE
quality_controlled: '1'
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    url: 10.1109/CITREx64975.2025.10974940
status: public
title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
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type: conference
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...
---
_id: '5904'
author:
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Bjarne
  full_name: Jaster, Bjarne
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- first_name: Julian
  full_name: Bültemeier, Julian
  last_name: Bültemeier
- first_name: Justus
  full_name: Kösters, Justus
  last_name: Kösters
- first_name: Christoph-Alexander
  full_name: Holst, Christoph-Alexander
  last_name: Holst
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  id: '226669'
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  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/204125763
citation:
  alphadin: '<span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Jaster, Bjarne</span> ; <span style="font-variant:small-caps;">Bültemeier,
    Julian</span> ; <span style="font-variant:small-caps;">Kösters, Justus</span>
    ; <span style="font-variant:small-caps;">Holst, Christoph-Alexander</span> ; <span
    style="font-variant:small-caps;">Kohlhase, Martin</span>: Pool-based Active Learning
    with Decision Trees: Incorporate the Tree Structure to Explore and Exploit. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2025 IEEE Symposium
    on Trustworthy, Explainable and Responsible Computational Intelligence (CITREx)</i> :
    IEEE, 2025, S. 1–9'
  ama: 'Schöne M, Jaster B, Bültemeier J, Kösters J, Holst C-A, Kohlhase M. Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit. In: IEEE, ed. <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>. IEEE; 2025:1-9. doi:<a
    href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>'
  apa: 'Schöne, M., Jaster, B., Bültemeier, J., Kösters, J., Holst, C.-A., &#38; Kohlhase,
    M. (2025). Pool-based Active Learning with Decision Trees: Incorporate the Tree
    Structure to Explore and Exploit. In IEEE (Ed.), <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i> (pp. 1–9).
    Trondheim, Norway: IEEE. <a href="https://doi.org/10.1109/CITREx64975.2025.10974940">https://doi.org/10.1109/CITREx64975.2025.10974940</a>'
  bibtex: '@inproceedings{Schöne_Jaster_Bültemeier_Kösters_Holst_Kohlhase_2025, title={Pool-based
    Active Learning with Decision Trees: Incorporate the Tree Structure to Explore
    and Exploit}, DOI={<a href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>},
    booktitle={2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)}, publisher={IEEE}, author={Schöne, Marvin and Jaster, Bjarne
    and Bültemeier, Julian and Kösters, Justus and Holst, Christoph-Alexander and
    Kohlhase, Martin}, editor={IEEEEditor}, year={2025}, pages={1–9} }'
  chicago: 'Schöne, Marvin, Bjarne Jaster, Julian Bültemeier, Justus Kösters, Christoph-Alexander
    Holst, and Martin Kohlhase. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” In <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, 1–9. IEEE, 2025. <a href="https://doi.org/10.1109/CITREx64975.2025.10974940">https://doi.org/10.1109/CITREx64975.2025.10974940</a>.'
  ieee: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, and M. Kohlhase,
    “Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
    to Explore and Exploit,” in <i>2025 IEEE Symposium on Trustworthy, Explainable
    and Responsible Computational Intelligence (CITREx)</i>, Trondheim, Norway, 2025,
    pp. 1–9.'
  mla: 'Schöne, Marvin, et al. “Pool-Based Active Learning with Decision Trees: Incorporate
    the Tree Structure to Explore and Exploit.” <i>2025 IEEE Symposium on Trustworthy,
    Explainable and Responsible Computational Intelligence (CITREx)</i>, edited by
    IEEE, IEEE, 2025, pp. 1–9, doi:<a href="https://doi.org/10.1109/CITREx64975.2025.10974940">10.1109/CITREx64975.2025.10974940</a>.'
  short: 'M. Schöne, B. Jaster, J. Bültemeier, J. Kösters, C.-A. Holst, M. Kohlhase,
    in: IEEE (Ed.), 2025 IEEE Symposium on Trustworthy, Explainable and Responsible
    Computational Intelligence (CITREx), IEEE, 2025, pp. 1–9.'
conference:
  end_date: 2025-03-20
  location: Trondheim, Norway
  name: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
    Intelligence (CITREx)
  start_date: 2025-03-17
corporate_editor:
- IEEE
date_created: 2025-04-29T13:20:58Z
date_updated: 2026-03-17T15:29:23Z
doi: 10.1109/CITREx64975.2025.10974940
keyword:
- Interpretability
- Classification
- Pool-based Active Learning
- Decision Trees
language:
- iso: eng
main_file_link:
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page: 1-9
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  name: Institute for Data Science Solutions
publication: 2025 IEEE Symposium on Trustworthy, Explainable and Responsible Computational
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publication_identifier:
  eisbn:
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publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Pool-based Active Learning with Decision Trees: Incorporate the Tree Structure
  to Explore and Exploit'
type: conference
user_id: '237837'
year: '2025'
...