TY - CONF AB - The selection of useful, informative, and meaningful features is a key prerequisite for the successful application of machine learning in practice, especially in knowledge-intense domains like decision support. Here, the task of feature selection, or ranking features by importance, can, in principle, be solved automatically in a data-driven way but also supported by expert knowledge. Besides, one may of course, conceive a combined approach, in which a learning algorithm closely interacts with a human expert. In any case, finding an optimal approach requires a basic understanding of human capabilities in judging the importance of features compared to those of a learning algorithm. Hereto, we conducted a case study in the medical domain, comparing feature rankings based on human judgment to rankings automatically derived from data. The quality of a ranking is determined by the performance of a decision list processing features in the order specified by the ranking, more specifically by so-called probabilistic scoring systems. AU - Hanselle, Jonas AU - Kornowicz, Jaroslaw AU - Heid, Stefan AU - Thommes, Kirsten AU - Hüllermeier, Eyke ID - 51162 T2 - Lernen, Wissen, Daten, Analysen (LWDA) Conference Proceedings TI - Comparing Humans and Algorithms in Feature Ranking: A Case-Study in the Medical Domain ER - TY - THES AU - Fanasch, Patrizia ID - 30201 TI - Governance and Reputation in the Market for Experience Goods ER - TY - JOUR AU - Hoyer, Britta AU - van Straaten, Dirk ID - 30341 JF - Journal of Behavioral and Experimental Economics KW - General Social Sciences KW - Economics and Econometrics KW - Applied Psychology SN - 2214-8043 TI - Anonymity and Self-Expression in Online Rating Systems - An Experimental Analysis VL - 98 ER - TY - JOUR AU - Hoppe, Julia Amelie AU - Melkas, Helinä AU - Pekkarinen, Satu AU - Tuisku, Outi AU - Hennala, Lea AU - Johansson-Pajala, Rose-Marie AU - Gustafsson, Christine AU - Thommes, Kirsten ID - 32266 JF - International Journal of Human–Computer Interaction KW - Computer Science Applications KW - Human-Computer Interaction KW - Human Factors and Ergonomics SN - 1044-7318 TI - Perception of Society’s Trust in Care Robots by Public Opinion Leaders ER - TY - JOUR AU - Hoppe, Julia Amelie AU - Melkas, Helinä AU - Pekkarinen, Satu AU - Tuisku, Outi AU - Hennala, Lea AU - Johansson-Pajala, Rose-Marie AU - Gustafsson, Christine AU - Thommes, Kirsten ID - 32267 JF - International Journal of Human–Computer Interaction KW - Computer Science Applications KW - Human-Computer Interaction KW - Human Factors and Ergonomics SN - 1044-7318 TI - Perception of Society’s Trust in Care Robots by Public Opinion Leaders ER - TY - CHAP AU - Akkerman, Agnes AU - Manevska, Katerina AU - Thommes, Kirsten AU - Sluiter, Roderick ID - 32272 SN - 9781003125730 T2 - Employment Relations as Networks TI - Losing What You Never Had ER - TY - JOUR AU - Hoffmann, Christin AU - Thommes, Kirsten ID - 34044 JF - Journal of Cleaner Production KW - Industrial and Manufacturing Engineering KW - Strategy and Management KW - General Environmental Science KW - Renewable Energy KW - Sustainability and the Environment KW - Building and Construction SN - 0959-6526 TI - Clear Roads and Dirty Air? Indirect effects of reduced private traffic congestion on emissions from heavy traffic ER - TY - JOUR AU - Hoffmann, Christin AU - Thommes, Kirsten ID - 34045 JF - Journal of Cleaner Production KW - Industrial and Manufacturing Engineering KW - Strategy and Management KW - General Environmental Science KW - Renewable Energy KW - Sustainability and the Environment KW - Building and Construction SN - 0959-6526 TI - Clear Roads and Dirty Air? Indirect effects of reduced private traffic congestion on emissions from heavy traffic ER - TY - JOUR AU - Gutt, Jana Kim AU - Thommes, Kirsten ID - 34283 IS - 1 JF - Academy of Management Proceedings KW - Microbiology SN - 0065-0668 TI - Speaking of Performance: Evaluating Team Members’ Performance with Open-Ended Audio Comments VL - 2022 ER - TY - JOUR AU - Gutt, Jana Kim AU - Thommes, Kirsten ID - 32857 IS - 1 JF - Academy of Management Proceedings KW - Microbiology SN - 0065-0668 TI - Speaking of Performance: Evaluating Team Members’ Performance with Open-Ended Audio Comments VL - 2022 ER -