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PME: pruning-based multi-size embedding for recommender systems

Embedding is widely used in recommendation models to learn feature representations. However, the traditional embedding technique that assigns a fixed size to all categorical features may be suboptimal due to the following reasons. In recommendation domain, the majority of categorical features' embed...

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Principais autores: Zirui Liu, Qingquan Song, Li Li, Soo-Hyun Choi, Rui Chen, Xia Hu
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2023-06-01
Serier:Frontiers in Big Data
Fag:
neural network
recommender system
embedding compression
pruning
scalability
Online adgang:https://www.frontiersin.org/articles/10.3389/fdata.2023.1195742/full
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