publication . Preprint . 2018

Learning Consumer and Producer Embeddings for User-Generated Content Recommendation

Kang, Wang-Cheng; McAuley, Julian;
Open Access English
  • Published: 25 Sep 2018
Abstract
Comment: RecSys'18 short paper
Subjects
free text keywords: Computer Science - Information Retrieval
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17 references, page 1 of 2

[1] Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jefrey Dean, Matthieu Devin, Sanjay Ghemawat, Geofrey Irving, Michael Isard, et al . 2016. TensorFlow: A System for Large-Scale Machine Learning.. In OSDI'16.

[2] Ruining He, Chen Fang, Zhaowen Wang, and Julian McAuley. 2016. Vista: A visually, socially, and temporally-aware model for artistic recommendation. In RecSys'16.

[3] Yifan Hu, Yehuda Koren, and Chris Volinsky. 2008. Collaborative filtering for implicit feedback datasets. In ICDM'08.

[4] Diederik P. Kingma and Jimmy Ba. 2015. Adam: A Method for Stochastic Optimization. In ICLR'15.

[5] Yehuda Koren. 2008. Factorization meets the neighborhood: a multifaceted collaborative filtering model. In SIGKDD'08.

[6] Yehuda Koren and Robert Bell. 2011. Advances in Collaborative Filtering. In Recommender Systems Handbook. Springer.

[7] Artus Krohn-Grimberghe, Lucas Drumond, Christoph Freudenthaler, and Lars Schmidt-Thieme. 2012. Multi-relational matrix factorization using bayesian personalized ranking for social network data. In WSDM'12. [OpenAIRE]

[8] Hao Ma, Dengyong Zhou, Chao Liu, Michael R. Lyu, and Irwin King. 2011. Recommender systems with social regularization. In WSDM'11.

[9] Rong Pan, Yunhong Zhou, Bin Cao, Nathan N Liu, Rajan Lukose, Martin Scholz, and Qiang Yang. 2008. One-class collaborative filtering. In ICDM'08.

[10] Dimitrios Rafailidis and Fabio Crestani. 2017. Learning to Rank with Trust and Distrust in Recommender Systems. In RecSys'17.

[11] Stefen Rendle. 2010. Factorization Machines. In ICDM'10.

[12] Stefen Rendle, Christoph Freudenthaler, Zeno Gantner, and Lars Schmidt-Thieme. 2009. BPR: Bayesian personalized ranking from implicit feedback. In UAI'09.

[13] Francesco Ricci, Lior Rokach, Bracha Shapira, and Paul Kantor. 2011. Recommender systems handbook. Springer US.

[14] Suhang Wang, Jiliang Tang, and Huan Liu. 2015. Toward Dual Roles of Users in Recommender Systems. In CIKM'15.

[15] Hongzhi Yin, Hongxu Chen, Xiaoshuai Sun, Hao Wang, Yang Wang, and Quoc Viet Hung Nguyen. 2017. SPTF: A Scalable Probabilistic Tensor Factorization Model for Semantic-Aware Behavior Prediction. In ICDM'17.

17 references, page 1 of 2
Related research
Abstract
Comment: RecSys'18 short paper
Subjects
free text keywords: Computer Science - Information Retrieval
Related Organizations
Download from
17 references, page 1 of 2

[1] Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jefrey Dean, Matthieu Devin, Sanjay Ghemawat, Geofrey Irving, Michael Isard, et al . 2016. TensorFlow: A System for Large-Scale Machine Learning.. In OSDI'16.

[2] Ruining He, Chen Fang, Zhaowen Wang, and Julian McAuley. 2016. Vista: A visually, socially, and temporally-aware model for artistic recommendation. In RecSys'16.

[3] Yifan Hu, Yehuda Koren, and Chris Volinsky. 2008. Collaborative filtering for implicit feedback datasets. In ICDM'08.

[4] Diederik P. Kingma and Jimmy Ba. 2015. Adam: A Method for Stochastic Optimization. In ICLR'15.

[5] Yehuda Koren. 2008. Factorization meets the neighborhood: a multifaceted collaborative filtering model. In SIGKDD'08.

[6] Yehuda Koren and Robert Bell. 2011. Advances in Collaborative Filtering. In Recommender Systems Handbook. Springer.

[7] Artus Krohn-Grimberghe, Lucas Drumond, Christoph Freudenthaler, and Lars Schmidt-Thieme. 2012. Multi-relational matrix factorization using bayesian personalized ranking for social network data. In WSDM'12. [OpenAIRE]

[8] Hao Ma, Dengyong Zhou, Chao Liu, Michael R. Lyu, and Irwin King. 2011. Recommender systems with social regularization. In WSDM'11.

[9] Rong Pan, Yunhong Zhou, Bin Cao, Nathan N Liu, Rajan Lukose, Martin Scholz, and Qiang Yang. 2008. One-class collaborative filtering. In ICDM'08.

[10] Dimitrios Rafailidis and Fabio Crestani. 2017. Learning to Rank with Trust and Distrust in Recommender Systems. In RecSys'17.

[11] Stefen Rendle. 2010. Factorization Machines. In ICDM'10.

[12] Stefen Rendle, Christoph Freudenthaler, Zeno Gantner, and Lars Schmidt-Thieme. 2009. BPR: Bayesian personalized ranking from implicit feedback. In UAI'09.

[13] Francesco Ricci, Lior Rokach, Bracha Shapira, and Paul Kantor. 2011. Recommender systems handbook. Springer US.

[14] Suhang Wang, Jiliang Tang, and Huan Liu. 2015. Toward Dual Roles of Users in Recommender Systems. In CIKM'15.

[15] Hongzhi Yin, Hongxu Chen, Xiaoshuai Sun, Hao Wang, Yang Wang, and Quoc Viet Hung Nguyen. 2017. SPTF: A Scalable Probabilistic Tensor Factorization Model for Semantic-Aware Behavior Prediction. In ICDM'17.

17 references, page 1 of 2
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