---
_id: '61820'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n          <jats:p>A scoring list is
    a sequence of simple decision models, where features are incrementally evaluated
    and scores of satisfied features are summed to be used for threshold-based decisions
    or for calculating class probabilities. In this paper, we introduce a new multi-class
    variant and compare it against previously introduced binary classification variants
    for incremental decisions, as well as multi-class variants for classical decision-making
    using all features. Furthermore, we introduce a new multi-class dataset to assess
    collaborative human-machine decision-making, which is suitable for user studies
    with non-expert participants. We demonstrate the usefulness of our approach by
    evaluating predictive performance and compared to the performance of participants
    without AI help.</jats:p>"
author:
- first_name: Stefan
  full_name: Heid, Stefan
  id: '39640'
  last_name: Heid
  orcid: 0000-0002-9461-7372
- first_name: Jaroslaw
  full_name: Kornowicz, Jaroslaw
  id: '44029'
  last_name: Kornowicz
  orcid: 0000-0002-5654-9911
- first_name: Jonas
  full_name: Hanselle, Jonas
  last_name: Hanselle
- first_name: Kirsten
  full_name: Thommes, Kirsten
  id: '72497'
  last_name: Thommes
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Heid S, Kornowicz J, Hanselle J, Thommes K, Hüllermeier E. MSL: Multi-class
    Scoring Lists for Interpretable Incremental Decision-Making. In: <i>Communications
    in Computer and Information Science</i>. Springer Nature Switzerland; 2025. doi:<a
    href="https://doi.org/10.1007/978-3-032-08327-2_6">10.1007/978-3-032-08327-2_6</a>'
  apa: 'Heid, S., Kornowicz, J., Hanselle, J., Thommes, K., &#38; Hüllermeier, E.
    (2025). MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making.
    In <i>Communications in Computer and Information Science</i>. Springer Nature
    Switzerland. <a href="https://doi.org/10.1007/978-3-032-08327-2_6">https://doi.org/10.1007/978-3-032-08327-2_6</a>'
  bibtex: '@inbook{Heid_Kornowicz_Hanselle_Thommes_Hüllermeier_2025, place={Cham},
    title={MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making},
    DOI={<a href="https://doi.org/10.1007/978-3-032-08327-2_6">10.1007/978-3-032-08327-2_6</a>},
    booktitle={Communications in Computer and Information Science}, publisher={Springer
    Nature Switzerland}, author={Heid, Stefan and Kornowicz, Jaroslaw and Hanselle,
    Jonas and Thommes, Kirsten and Hüllermeier, Eyke}, year={2025} }'
  chicago: 'Heid, Stefan, Jaroslaw Kornowicz, Jonas Hanselle, Kirsten Thommes, and
    Eyke Hüllermeier. “MSL: Multi-Class Scoring Lists for Interpretable Incremental
    Decision-Making.” In <i>Communications in Computer and Information Science</i>.
    Cham: Springer Nature Switzerland, 2025. <a href="https://doi.org/10.1007/978-3-032-08327-2_6">https://doi.org/10.1007/978-3-032-08327-2_6</a>.'
  ieee: 'S. Heid, J. Kornowicz, J. Hanselle, K. Thommes, and E. Hüllermeier, “MSL:
    Multi-class Scoring Lists for Interpretable Incremental Decision-Making,” in <i>Communications
    in Computer and Information Science</i>, Cham: Springer Nature Switzerland, 2025.'
  mla: 'Heid, Stefan, et al. “MSL: Multi-Class Scoring Lists for Interpretable Incremental
    Decision-Making.” <i>Communications in Computer and Information Science</i>, Springer
    Nature Switzerland, 2025, doi:<a href="https://doi.org/10.1007/978-3-032-08327-2_6">10.1007/978-3-032-08327-2_6</a>.'
  short: 'S. Heid, J. Kornowicz, J. Hanselle, K. Thommes, E. Hüllermeier, in: Communications
    in Computer and Information Science, Springer Nature Switzerland, Cham, 2025.'
date_created: 2025-10-13T13:34:36Z
date_updated: 2025-10-13T13:35:11Z
department:
- _id: '178'
- _id: '184'
doi: 10.1007/978-3-032-08327-2_6
language:
- iso: eng
place: Cham
project:
- _id: '125'
  name: TRR 318 - Subproject C2
publication: Communications in Computer and Information Science
publication_identifier:
  isbn:
  - '9783032083265'
  - '9783032083272'
  issn:
  - 1865-0929
  - 1865-0937
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: 'MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making'
type: book_chapter
user_id: '72497'
year: '2025'
...