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DeepなFactorization Machinesの実装たち #398

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AkihikoWatanabe opened this issue Jul 3, 2021 · 1 comment

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FactorizationMachines Library RecommenderSystems Tools

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AkihikoWatanabe commented Jul 3, 2021

https://github.com/rixwew/pytorch-fm

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AkihikoWatanabe commented Jul 3, 2021 •

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下記モデルが実装されているすごいリポジトリ。論文もリンクも記載されており、Factorization Machinesを勉強する際に非常に参考になると思う。MITライセンス。各手法はCriteoのCTRPredictionにおいて、AUC0.8くらい出ているらしい。

Logistic Regression
Factorization Machine
Field-aware Factorization Machine
Higher-Order Factorization Machines
Factorization-Supported Neural Network
Wide&Deep
Attentional Factorization Machine
Neural Factorization Machine
Neural Collaborative Filtering
Field-aware Neural Factorization Machine
Product Neural Network
Deep Cross Network
DeepFM
xDeepFM
AutoInt (Automatic Feature Interaction Model)
AFN(AdaptiveFactorizationNetwork Model)

AkihikoWatanabe added the FactorizationMachines label

AkihikoWatanabe changed the title ~~DeepなFactorization Machinesの実装~~ DeepなFactorization Machinesの実装たち

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