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An MDP-based Recommender System

12 December 2012

Papers citing "An MDP-based Recommender System"

38 / 88 papers shown

Title
Empirical Analysis of Session-Based Recommendation Algorithms Malte Ludewig Noemi Mauro Sara Latifi Dietmar Jannach 81 94 0 28 Oct 2019
Personalized Graph Neural Networks with Attention Mechanism for Session-Aware Recommendation Mengqi Zhang Shu Wu Meng Gao Xin Jiang Ke Xu Liang Wang 81 43 0 20 Oct 2019
RecSim: A Configurable Simulation Platform for Recommender Systems Eugene Ie Chih-Wei Hsu Martin Mladenov Vihan Jain Sanmit Narvekar Jing Wang Rui Wu Craig Boutilier 115 183 0 11 Sep 2019
Measuring the Business Value of Recommender Systems Dietmar Jannach Michael Jugovac OffRL 58 175 0 22 Aug 2019
Toward Simulating Environments in Reinforcement Learning Based Recommendations Xiangyu Zhao Long Xia Zhuoye Ding Dawei Yin Jiliang Tang 82 25 0 27 Jun 2019
Reinforcement Learning for Slate-based Recommender Systems: A Tractable Decomposition and Practical Methodology Eugene Ie Vihan Jain Jing Wang Sanmit Narvekar Ritesh Agarwal ... Vince Gatto Paul Covington Jim McFadden Tushar Chandra Craig Boutilier OffRL 140 70 0 29 May 2019
Advantage Amplification in Slowly Evolving Latent-State Environments Martin Mladenov Ofer Meshi Jayden Ooi Dale Schuurmans Craig Boutilier OffRL 82 9 0 29 May 2019
On the Generalization Gap in Reparameterizable Reinforcement Learning Huan Wang Stephan Zheng Caiming Xiong R. Socher 115 41 0 29 May 2019
Latent Variable Session-Based Recommendation D. Rohde Stephen Bonner BDL 39 3 0 24 Apr 2019
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 201 2,192 0 14 Apr 2019
Diagnosing Bottlenecks in Deep Q-learning Algorithms Justin Fu Aviral Kumar Matthew Soh Sergey Levine OffRL 85 142 0 26 Feb 2019
Learning Action Representations for Reinforcement Learning Yash Chandak Georgios Theocharous James E. Kostas Scott M. Jordan Philip S. Thomas 71 164 0 01 Feb 2019
Scalable Realistic Recommendation Datasets through Fractal Expansions Francois Belletti K. Lakshmanan Walid Krichene Yi-Fan Chen John R. Anderson 96 19 0 23 Jan 2019
Deep reinforcement learning for search, recommendation, and online advertising: a survey Xiangyu Zhao Long Xia Jiliang Tang Dawei Yin OffRL 86 84 0 18 Dec 2018
Session-based Recommendation with Graph Neural Networks Shu Wu Yuyuan Tang Yanqiao Zhu Liang Wang Xing Xie Tieniu Tan GNN 78 1,567 0 01 Nov 2018
An Ontology-Based Recommender System with an Application to the Star Trek Television Franchise Paul Sheridan Mikael Onsjö Claudia Becerra Sergio Jiménez George Dueñas 11 10 0 31 Jul 2018
Handling Cold-Start Collaborative Filtering with Reinforcement Learning Hima Varsha Dureddy Zachary Kaden OffRL HAI 31 3 0 16 Jun 2018
A Lyapunov-based Approach to Safe Reinforcement Learning Yinlam Chow Ofir Nachum Edgar A. Duénez-Guzmán Mohammad Ghavamzadeh 165 508 0 20 May 2018
Evaluation of Session-based Recommendation Algorithms Malte Ludewig Dietmar Jannach 61 296 0 26 Mar 2018
Sequence-Aware Recommender Systems Massimo Quadrana Paolo Cremonesi Dietmar Jannach 92 482 0 23 Feb 2018
Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning Xiangyu Zhao Li Zhang Zhuoye Ding Long Xia Jiliang Tang Dawei Yin 114 336 0 19 Feb 2018
Policy Gradients for Contextual Recommendations Feiyang Pan Qingpeng Cai Pingzhong Tang Fuzhen Zhuang Qing He OffRL 66 40 0 12 Feb 2018
Safe Exploration in Continuous Action Spaces Gal Dalal Krishnamurthy Dvijotham Matej Vecerík Todd Hester Cosmin Paduraru Yuval Tassa 53 443 0 26 Jan 2018
Reinforcement Learning based Recommender System using Biclustering Technique Sungwoon Choi Heonseok Ha Uiwon Hwang Chanju Kim Jung-Woo Ha Sungroh Yoon OffRL 99 70 0 17 Jan 2018
Deep Reinforcement Learning for List-wise Recommendations Xiangyu Zhao Li Zhang Yue Zhao Zhuoye Ding Dawei Yin Jiliang Tang 122 173 0 30 Dec 2017
Improving Session Recommendation with Recurrent Neural Networks by Exploiting Dwell Time Alexander Dallmann Alexander Grimm Christian Pölitz Daniel Zoller Andreas Hotho 34 15 0 30 Jun 2017
Recurrent Latent Variable Networks for Session-Based Recommendation S. Chatzis Panayiotis Christodoulou A. Andreou BDL 58 42 0 13 Jun 2017
Deep Q-learning from Demonstrations Todd Hester Matej Vecerík Olivier Pietquin Marc Lanctot Tom Schaul ... Gabriel Dulac-Arnold Ian Osband J. Agapiou Joel Z Leibo A. Gruslys OffRL 92 156 0 12 Apr 2017
Partially Observable Markov Decision Process for Recommender Systems Zhongqi Lu Qiang Yang 91 27 0 28 Aug 2016
Collaborative Filtering with Recurrent Neural Networks Robin Devooght H. Bersini 72 89 0 26 Aug 2016
Vista: A Visually, Socially, and Temporally-aware Model for Artistic Recommendation Ruining He Chen Fang Zhaowen Wang Julian McAuley 66 145 0 15 Jul 2016
Personalized Course Sequence Recommendations Jie Xu Tianwei Xing M. Schaar 71 83 0 30 Dec 2015
Risk-Constrained Reinforcement Learning with Percentile Risk Criteria Yinlam Chow Mohammad Ghavamzadeh Lucas Janson Marco Pavone 96 516 0 05 Dec 2015
Deep Reinforcement Learning with Attention for Slate Markov Decision Processes with High-Dimensional States and Actions P. Sunehag Richard Evans Gabriel Dulac-Arnold Yori Zwols D. Visentin Ben Coppin 120 43 0 03 Dec 2015
Exploration in Interactive Personalized Music Recommendation: A Reinforcement Learning Approach Xinxi Wang Yi Wang David Hsu Ye Wang 99 113 0 06 Nov 2013
Distributed Online Learning in Social Recommender Systems Cem Tekin Simpson Zhang M. Schaar OffRL 121 65 0 26 Sep 2013
Personalized News Recommendation with Context Trees Florent Garcin Christos Dimitrakakis Boi Faltings 110 179 0 04 Mar 2013
Maximum Entropy for Collaborative Filtering Lawrence Zitnick T. Kanade 61 66 0 11 Jul 2012