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Volume 18: Proceedings of KDD Cup 2011, 21 August 2011,

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Editors: Gideon Dror, Yehuda Koren, Markus Weimer

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Contents:

Introduction

The Yahoo! Music Dataset and KDD-Cup’11

Gideon Dror, Noam Koenigstein, Yehuda Koren, Markus Weimer; Proceedings of KDD Cup 2011, PMLR 18:3-18

Track 1

A Linear Ensemble of Individual and Blended Models for Music Rating Prediction

Po-Lung Chen, Chen-Tse Tsai, Yao-Nan Chen, Ku-Chun Chou, Chun-Liang Li, Cheng-Hao Tsai, Kuan-Wei Wu, Yu-Cheng Chou, Chung-Yi Li, Wei-Shih Lin, Shu-Hao Yu, Rong-Bing Chiu, Chieh-Yen Lin, Chien-Chih Wang, Po-Wei Wang, Wei-Lun Su, Chen-Hung Wu, Tsung-Ting Kuo, Todd G. McKenzie, Ya-Hsuan Chang, Chun-Sung Ferng, Chia-Mau Ni, Hsuan-Tien Lin, Chih-Jen Lin, Shou-De Lin; Proceedings of KDD Cup 2011, PMLR 18:21-60

Collaborative Filtering Ensemble

Michael Jahrer, Andreas Töscher; Proceedings of KDD Cup 2011, PMLR 18:61-74

Rating Prediction with Informative Ensemble of Multi-Resolution Dynamic Models

Zhao Zheng, Tianqi Chen, Nathan Liu, Qiang Yang, Yong Yu; Proceedings of KDD Cup 2011, PMLR 18:75-97

Track 2

Novel Models and Ensemble Techniques to Discriminate Favorite Items from Unrated Ones for Personalized Music Recommendation

Todd G. McKenzie, Chun-Sung Ferng, Yao-Nan Chen, Chun-Liang Li, Cheng-Hao Tsai, Kuan-Wei Wu, Ya-Hsuan Chang, Chung-Yi Li, Wei-Shih Lin, Shu-Hao Yu, Chieh-Yen Lin, Po-Wei Wang, Chia-Mau Ni, Wei-Lun Su, Tsung-Ting Kuo, Chen-Tse Tsai, Po-Lung Chen, Rong-Bing Chiu, Ku-Chun Chou, Yu-Cheng Chou, Chien-Chih Wang, Chen-Hung Wu, Hsuan-Tien Lin, Chih-Jen Lin, Shou-De Lin; Proceedings of KDD Cup 2011, PMLR 18:101-135

Hybrid Recommendation Models for Binary User Preference Prediction Problem

Siwei Lai, Yang Liu, Huxiang Gu, Liheng Xu, Kang Liu, Shiming Xiang, Jun Zhao, Rui Diao, Liang Xiang, Hang Li, Dong Wang; Proceedings of KDD Cup 2011, PMLR 18:137-151

Collaborative Filtering Ensemble for Ranking

Michael Jahrer, Andreas Töscher; Proceedings of KDD Cup 2011, PMLR 18:153-167

Taxonomy-Informed Latent Factor Models for Implicit Feedback

Andriy Mnih; Proceedings of KDD Cup 2011, PMLR 18:169-181

Feature Engineering in User’s Music Preference Prediction

Jianjun Xie, Scott Leishman, Liang Tian, David Lisuk, Seongjoon Koo, Matthias Blume; Proceedings of KDD Cup 2011, PMLR 18:183-197

Combining Predictors for Recommending Music:the False Positives’ approach to KDD Cup track 2

Suhrid Balakrishnan, Rensheng Wang, Carlos Scheidegger, Angus MacLellan, Yifan Hu, Aaron Archer, Shankar Krishnan, David Applegate, Guang Qin Ma, S. Tom Au; Proceedings of KDD Cup 2011, PMLR 18:199-213

Committee Based Prediction System for Recommendation: KDD Cup 2011, Track2

Hang Zhang, Eric Riedl, Valery Petrushin, Siddharth Pal, Jacob Spoelstra; Proceedings of KDD Cup 2011, PMLR 18:215-229

Personalized Ranking for Non-Uniformly Sampled Items

Zeno Gantner, Lucas Drumond, Christoph Freudenthaler, Lars Schmidt-Thieme; Proceedings of KDD Cup 2011, PMLR 18:231-247

The Love-Hate Square Counting Method for Recommender Systems

Joseph S. Kong, Kyle Teague, Justin Kessler; Proceedings of KDD Cup 2011, PMLR 18:249-261

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