Multi-stakeholder Recommendation and its Connection to Multi-sided Fairness

July 30, 2019 Β· Declared Dead Β· πŸ› RMSE@RecSys

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Authors Himan Abdollahpouri, Robin Burke arXiv ID 1907.13158 Category cs.IR: Information Retrieval Citations 91 Venue RMSE@RecSys Last Checked 3 months ago
Abstract
There is growing research interest in recommendation as a multi-stakeholder problem, one where the interests of multiple parties should be taken into account. This category subsumes some existing well-established areas of recommendation research including reciprocal and group recommendation, but a detailed taxonomy of different classes of multi-stakeholder recommender systems is still lacking. Fairness-aware recommendation has also grown as a research area, but its close connection with multi-stakeholder recommendation is not always recognized. In this paper, we define the most commonly observed classes of multi-stakeholder recommender systems and discuss how different fairness concerns may come into play in such systems.
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