Collaborative Metric Learning

WWW 2017 Cheng-Kang HsiehLongqi YangYin CuiTsung-Yi LinSerge BelongieDeborah Estrin

Metric learning algorithms produce distance metrics that capture the important relationships among data. In this work we study the connection between metric learning and collaborative filtering... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK LEADERBOARD
Recommendation Systems Million Song Dataset CML [email protected] 0.2460 # 5
[email protected] 0.3022 # 1
Recommendation Systems MovieLens 1M CML [email protected] 0.7216 # 6
[email protected] 0.5413 # 4
Recommendation Systems MovieLens 20M CML [email protected] 0.4665 # 7
[email protected] 0.7764 # 3
[email protected] 0.5301 # 3
[email protected] 0.6022 # 1
Recommendation Systems Netflix CML [email protected] 0.4612 # 2
[email protected] 0.2948 # 2