SequentialRecommendation

#RecommenderSystems#Survey#InformationRetrieval#Pocket#LanguageModel
Issue Date: 2024-12-30 Recommender Systems with Generative Retrieval, Shashank Rajput+, arXiv23 #RecommenderSystems#Survey#SessionBased
Issue Date: 2019-08-02 A Survey on Session-based Recommender Systems, Wang+, CSUR21 #RecommenderSystems#SessionBased#ICLR#Admin'sPick
Issue Date: 2019-08-02 SESSION-BASED RECOMMENDATIONS WITH RECURRENT NEURAL NETWORKS, Hidasi+, ICLR16 CommentRNNを利用したsequential recommendation (session-based recommendation)の先駆け的論文。日本語解説: https://qiita.com/tatamiya/items/46e278a808a51893deac ...

#RecommenderSystems#NeuralNetwork#Pocket#CTRPrediction#SIGKDD
Issue Date: 2025-04-25 E-commerce in Your Inbox: Product Recommendations at Scale, Mihajlo Grbovic+, KDD15 CommentYahoo mailにおける商品推薦の研究![image](https://github.com/user-attachments/assets/6f54d2c7-6f30-411b-94c9-888c62811bd8)Yahoo mailのレシート情報から、商品購入に関する情報とtimest関連: ... #Article#RecommenderSystems#NeuralNetwork#LanguageModel#CIKM
Issue Date: 2021-05-25 BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer, Sun+, CIKM2019 CommentBERTをrecsysのsequential recommendationタスクに転用してSoTA。しっかり読んで無いけどモデル構造はほぼBERTと一緒。異なる点は、Training時にNext Sentence Predictionは行わずClozeのみ行なっているという点。Clozeとは、実BE ... #Article#RecommenderSystems#Survey
Issue Date: 2020-11-13 Sequence-Aware Recommender Systems, ACM Computing Surveys, Vol. 1, No. 1, Article 1, 2018 Comment評価方法の議論が非常に参考になる。特に、Survey執筆時点において、コミュニティの中でデータ分割方法について標準化されたものがないといった話は参考になる。 ... #Article#RecommenderSystems#Embeddings#Pocket#SessionBased
Issue Date: 2020-08-29 Airbnbの機械学習導入から学ぶ, Jun Ernesto Okumura, 2020