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shunk031 / paper-survey

📚 Survey of previous research and related works on machine learning (especially Deep Learning) in Japanese
https://shunk031.github.io/paper-survey/
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Attention Convolutional Neural Network for Advertiser-level Click-through Rate Forecasting #214

Closed shunk031 closed 5 years ago

shunk031 commented 5 years ago

https://dl.acm.org/citation.cfm?id=3186184

shunk031 commented 5 years ago

広告のCTR予測の際に広告主単位という新たな視点で予測を行うContext-aware Attention Convolutional Neural Networkを提案。学習時にCTR履歴を時系列として扱い、attentionを組み込んだCNNと配信対象のコンテキスト情報を扱うMLPという構成で、実際の広告データで提案手法の評価を行っている。

Attention Convolutional Neural Network for Advertiser level Click through Rate Forecasting - Paper Survey