[{"department":[{"_id":"178"},{"_id":"184"}],"user_id":"72497","_id":"61820","project":[{"_id":"125","name":"TRR 318 - Subproject C2"}],"language":[{"iso":"eng"}],"publication":"Communications in Computer and Information Science","type":"book_chapter","status":"public","abstract":[{"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>","lang":"eng"}],"author":[{"first_name":"Stefan","last_name":"Heid","orcid":"0000-0002-9461-7372","id":"39640","full_name":"Heid, Stefan"},{"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","last_name":"Thommes","full_name":"Thommes, Kirsten","id":"72497"},{"first_name":"Eyke","last_name":"Hüllermeier","id":"48129","full_name":"Hüllermeier, Eyke"}],"date_created":"2025-10-13T13:34:36Z","publisher":"Springer Nature Switzerland","date_updated":"2025-10-13T13:35:11Z","doi":"10.1007/978-3-032-08327-2_6","title":"MSL: Multi-class Scoring Lists for Interpretable Incremental Decision-Making","publication_identifier":{"issn":["1865-0929","1865-0937"],"isbn":["9783032083265","9783032083272"]},"publication_status":"published","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>","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.","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>","short":"S. Heid, J. Kornowicz, J. Hanselle, K. Thommes, E. Hüllermeier, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2025.","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} }","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>."},"year":"2025","place":"Cham"}]