Award-winning data science platform for open technologies: Pig, Python, MongoDB and more. Easily run a custom recommender system, analyze logs, or do NLP.
Recommender systems provide users with content they might be interested in. Conventionally, recommender systems are evaluated mostly by using prediction accuracy metrics only. But, the ultimate goal of a recommender system is to increase user satisfaction.
M. Chatti, M. Guesmi, L. Vorgerd, T. Ngo, S. Joarder, Q. Ain, and A. Muslim. Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization, page 254-264. ACM, (July 2022)Several detail-levels of explanations and their match to individual differences.
L. Steinert, F. Kölling, F. Putze, D. Küster, and T. Schultz. Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization, page 89-98. ACM, (July 2022)Example of a patient focused recsys and evaluation.
N. Hazrati, and F. Ricci. Adjunct Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization, page 95-98. ACM, (July 2022)
D. Zaken, A. Segal, D. Cavalier, G. Shani, and K. Gal. Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization, page 69-78. ACM, (July 2022)
K. Gajos, and L. Mamykina. 27th International Conference on Intelligent User Interfaces, page 794-806. ACM, (March 2022)Interesting.. Explanations could help you to choose for yourself and learn. Just like we do in MG.