Rethinking Collaborative Metric Learning : Toward an Efficient Alternative Without Negative Sampling

The recently proposed Collaborative Metric Learning (CML) paradigm has aroused wide interest in the area of recommendation systems (RS) owing to its simplicity and effectiveness. Typically, the existing literature of CML depends largely on the negative sampling strategy to alleviate the time-consumi...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 1 vom: 01. Jan., Seite 1017-1035
1. Verfasser: Bao, Shilong (VerfasserIn)
Weitere Verfasser: Xu, Qianqian, Yang, Zhiyong, Cao, Xiaochun, Huang, Qingming
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2023
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article