TY - JOUR
T1 - RMSE
T2 - 2019 Workshop on Recommendation in Multi-Stakeholder Environments, RMSE 2019
AU - Burke, Robin
AU - Abdollahpouri, Himan
AU - Malthouse, Edward C.
AU - Thai, K. P.
AU - Zhang, Yongfeng
N1 - Publisher Copyright:
© Copyright 2019 for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
PY - 2019
Y1 - 2019
N2 - In research practice, recommender systems are typically evaluated on their ability to provide items that satisfy the needs and interests of the end user. However, in many recommendation domains, the user for whom recommendations are generated is not the only stakeholder in the recommendation outcome. For example, fairness and balance across stakeholders is important in some recommendation applications; achieving a goal such as promoting new sellers in a marketplace might be important in others. Such multistakeholder environments present unique challenges for recommender system design and evaluation, and these challenges were the focus of this workshop.
AB - In research practice, recommender systems are typically evaluated on their ability to provide items that satisfy the needs and interests of the end user. However, in many recommendation domains, the user for whom recommendations are generated is not the only stakeholder in the recommendation outcome. For example, fairness and balance across stakeholders is important in some recommendation applications; achieving a goal such as promoting new sellers in a marketplace might be important in others. Such multistakeholder environments present unique challenges for recommender system design and evaluation, and these challenges were the focus of this workshop.
KW - Bias
KW - Discrimination
KW - E-commerce
KW - Fairness
KW - Multistakeholder recommendation
UR - http://www.scopus.com/inward/record.url?scp=85072726514&partnerID=8YFLogxK
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M3 - Conference article
AN - SCOPUS:85072726514
SN - 1613-0073
VL - 2440
JO - CEUR Workshop Proceedings
JF - CEUR Workshop Proceedings
Y2 - 20 September 2019
ER -