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Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba #17

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takapy0210 opened this issue Oct 16, 2020 · 0 comments
Open

Billion-scale Commodity Embedding for E-commerce Recommendation in Alibaba #17

takapy0210 opened this issue Oct 16, 2020 · 0 comments
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Alibaba embeddings graph paper Recommendation

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takapy0210 commented Oct 16, 2020 •
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どんなもの？（3行ぐらいで）

  • アイテムAからアイテムBへのエッジが、ユーザーがアイテムAの後にアイテムBをクリックした頻度を示すアイテム間インタラクショングラフを維持し、グラフ内のランダムウォークを使ってシーケンスを生成することで、埋め込みを生成する

先行研究と比べてどこがすごい？

技術や手法のキモはどこ？

どうやって有効だと検証した？

議論はある？

次に読むべき論文は？

自分なりのアウトプット・どんなことに使えそうか

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