Calibrated Recommendations as a Minimum-Cost Flow Problem

Author:

Abdollahpouri Himan1ORCID,Nazari Zahra1ORCID,Gain Alex1ORCID,Gibson Clay2ORCID,Dimakopoulou Maria1ORCID,Anderton Jesse1ORCID,Carterette Benjamin1ORCID,Lalmas Mounia3ORCID,Jebara Tony1ORCID

Affiliation:

1. Spotify, New York, NY, USA

2. Airbnb, San Francisco, CA, USA

3. Spotify, London, United Kingdom

Publisher

ACM

Reference30 articles.

1. Improving Aggregate Recommendation Diversity Using Ranking-Based Techniques

2. Post Processing Recommender Systems for Diversity

3. Pablo Castells , Neil Hurley , and Saul Vargas . 2022. Novelty and diversity in recommender systems . In Recommender systems handbook . Springer , 603--646. Pablo Castells, Neil Hurley, and Saul Vargas. 2022. Novelty and diversity in recommender systems. In Recommender systems handbook. Springer, 603--646.

4. Theoretical Improvements in Algorithmic Efficiency for Network Flow Problems

5. Beyond accuracy

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1. Beyond Static Calibration: The Impact of User Preference Dynamics on Calibrated Recommendation;Adjunct Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization;2024-06-27

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3. Sampling-based epoch differentiation calibrated graph convolution network for point-of-interest recommendation;Neurocomputing;2024-02

4. Two-sided Calibration for Quality-aware Responsible Recommendation;Proceedings of the 17th ACM Conference on Recommender Systems;2023-09-14

5. Introducing a framework and a decision protocol to calibrated recommender systems;Applied Intelligence;2023-06-20

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