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Selected Publications
-Tutorial
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"Introduction to Social Recommendation", presented
with Prof. Irwin King and Prof. Michael R. Lyu, 19th ACM
International World Wide Web Conference (WWW'10),
Raleigh, North Carolina USA, April 26-30, 2010.
-Journals
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Hao Ma, Irwin King
and Michael R. Lyu. "Learning to Recommend with Explicit and
Implicit Social Relations". To appear in ACM Transactions on
Intelligent Systems and Technology (TIST), 2011.
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Hao Ma, Michael R.
Lyu and Irwin King. "Improving Recommender Systems by Incorporating
Social Contextual Information", To appear in ACM Transactions on
Information Systems (TOIS), 2011.
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Hao Ma,
Irwin King and Michael R. Lyu. "Mining Web Graphs for
Recommendations". To appear in IEEE Transactions on Knowledge & Data
Engineering (TKDE), 2011.
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Hao Ma,
Jacky Zhu, Michael R. Lyu and Irwin
King. Bridging the Semantic Gap between Image Contents and Tags.
IEEE Transactions on Multimedia (TMM),
vol. 12, no. 5, pp. 462-473, August 2010.
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Zibin Zheng, Hao Ma, Michael R. Lyu, and Irwin King. Web
Service QoS Prediction by Collaborative Filtering. To appear in IEEE
Transactions on Services Computing (TSC), 2010.
Jiannong Cao, Lin Liao, Guojun Wang,
Hao Ma, Bin Xiao, A Novel Dual-Key
Management Protocol based on a Hierarchical Multicast Infrastructure
in Mobile Internet,
International Journal of Ad Hoc and Ubiquitous Computing (IJAHUC),
vol. 4, no. 3/4, pp. 183-190, 2009.
-Conferences
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Hao Ma, Chao Liu, Irwin
King and Michael R. Lyu. Probabilistic Factor Models for Web
Site Recommendation. To appear in the 34th Annual ACM SIGIR
Conference on Research and Development in Information
Retrieval (SIGIR'11),
Beijing, China, Jul. 24-28, 2011.
(Acceptance Rate: 108/545 = 19.8%)
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Jianke Zhu, Hao Ma, Chun
Chen and Jiajun Bu. Social Recommendation Using Low-Rank
Semidefinite Program. To appear in the 25th AAAI Conference
on Artificial Intelligence (AAAI'11),
San Francisco, CA, USA, Aug. 7-11, 2011.
(Acceptance Rate: 242/976 = 24.8%)
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Hao Ma, Dengyong Zhou,
Chao Liu, Michael R. Lyu, Irwin King. Recommender Systems
with Social Regularization. In Proceedings of the 4th ACM
International Conference on Web Search and Data Mining (WSDM'11),
Hong Kong, Feb. 09-12, 2011.
(Acceptance Rate: 32/372 = 8.6%)
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Hao Ma, Michael R. Lyu, Irwin King. Diversifying
Query Suggestion Results. In Proceedings of the 24th AAAI
Conference on Artificial Intelligence (AAAI'10),
Atlanta, Georgia, USA, July 11¨C15, 2010.
(Acceptance Rate: 264/982 =
26.9%)
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Tom Chao Zhou, Hao Ma, Irwin King, Michael R. Lyu.
UserRec: A User Recommendation Framework in Social Tagging
Systems. In Proceedings of the 24th AAAI Conference on Artificial
Intelligence (AAAI'10),
Atlanta, Georgia, USA, July 11¨C15, 2010.
(Acceptance Rate: 264/982 =
26.9%)
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Hao Ma,
Raman Chandrasekar, Chris Quirk, Abhishek Gupta. Improving
Search Engines Using Human Computation Games. In
Proceedings of the 18th ACM Conference on Information and
Knowledge Management (CIKM'09),
Hong Kong, China, November 2-6, 2009.
(Acceptance Rate: 123/847 = 14.5%)
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Hao Ma,
Haixuan Yang, Irwin King, Michael R. Lyu. Semi-Nonnegative
Matrix Factorization with Global Statistical Consistency in
Collaborative Filtering. In Proceedings of the
18th ACM Conference on Information and Knowledge Management
(CIKM'09),
Hong Kong, China, November 2-6, 2009.
(Acceptance Rate: 123/847 = 14.5%)
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Hao Ma,
Michael R. Lyu, Irwin King. Learning to Recommend with Trust
and Distrust Relationships. In Proceedings of the
3rd ACM Conference on Recommender Systems (RecSys'09),
New York City, NY, USA, October 22-25, 2009.
(Acceptance Rate: 24/140 = 17.1%)
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Hao Ma, Irwin King,
Michael R. Lyu. Learning to Recommend with Social Trust
Ensemble. In Proceedings of the 32nd Annual ACM SIGIR
Conference on Research and Development in Information
Retrieval (SIGIR'09),
Boston, MA, USA, July 19-23, 2009.
(Acceptance Rate: 78/494 = 15.8%)
[Preprint
(PDF 456KB)]
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Hao Ma, Raman
Chandrasekar, Chris Quirk, Abhishek Gupta. Page Hunt: Improving Search Engines Using Human
Computation Games. In Proceedings of the 32nd
Annual ACM SIGIR Conference on Research and Development in
Information Retrieval (SIGIR'09),
Boston, MA, USA, July 19-23, 2009.
(Acceptance Rate: (78 + 26)/494 = 21.1%)
[Preprint
(PDF 253KB)]
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Hao Ma,
Haixuan Yang, Michael R. Lyu, Irwin King.
SoRec: Social
Recommendation Using Probabilistic Matrix Factorization.
In Proceedings of the 17th ACM Conference on
Information and Knowledge Management (CIKM'08),
pages 931-940,
Napa Valley, California USA, October 26-30, 2008.
(Acceptance Rate: 131/772 = 17.0 %)
[Paper
(PDF 295KB)][Presentation
(PPT 1.68MB)]
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Hao Ma,
Haixuan Yang, Irwin King, Michael R. Lyu.
Learning Latent
Semantic Relations from Clickthrough Data for Query Suggestion.
In Proceedings of the 17th ACM Conference on
Information and Knowledge Management (CIKM'08),
pages 709-718,
Napa Valley, California USA, October 26-30, 2008.
(Acceptance Rate: 131/772 = 17.0 %)
[Paper
(PDF 271KB)][Presentation
(PDF 2.37MB)]
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Hao Ma,
Haixuan Yang, Michael R. Lyu, Irwin King.
Mining Social
Networks Using Heat Diffusion Processes for Marketing
Candidates Selection. In Proceedings of the
17th ACM Conference on Information and Knowledge Management
(CIKM'08),
pages 233-242,
Napa Valley, California USA, October 26-30, 2008.
(Acceptance Rate: 131/772 = 17.0 %)
[Paper
(PDF 447KB)][Presentation
(PPT 1.07MB)]
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Hao Ma, Irwin
King, Michael R. Lyu. Effective Missing Data Prediction for Collaborative
Filtering. Proceedings of the 30th Annual ACM SIGIR Conference on Research and Development in
Information Retrieval (SIGIR'07),
pages 39-46,
Amsterdam, the Netherlands, July 23-27, 2007.
(Acceptance Rate:
86/491 = 17.5 %)
[Paper
(PDF 222KB)]
[Presentation
(PDF 2.38MB)]
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