Gui-Rong Xue
Ph.D
Department of Computer Science & Engineering
Shanghai Jiao Tong University
1954 Huashan Road
Shanghai, 200030
E-mail: <grxue AT apex DOT sjtu DOT edu DOT cn>
Research Interests:
With the advent of the Internet, online resources are increasingly available. Many users choose search engines to perform an online search to satisfy their information need. However, these search engines tend to turn up many non-relevant documents, which make their retrieval precision very low. How to find appropriate optimized strategy to retrieve more relevant documents and fewer non-relevant documents for users remains a big challenge to the information retrieval community. The main contributions of Web Search Group related to data mining of log data, social network, Web contents, user behaviors, for the exploitation of the mining results in improving the performance of the search engines. These include the following subjects:
(1) IR Theory and Application
(2) Web Mining and Web graph
(3) Internet Marketing and Relevance targetting Advertising
Thesis:
Multiple Relational Data Based Web Mining Research
Systems:
Chinese KeyPhrase Extraction System
Chinese Webpage Classification System
Chinese Search Results Classification System
Chinese Product Opinion Search System
Chinese Search Results Clustering System(PC Version)
Chinese Search Results Clustering System(SmartPhone Version)
Chinese Search Results Clustering System(IE Toolbar Version)
Chinese News Hierarchical Clustering System
Publication: All papers
Information Retrieval
Gui-Rong Xue, Dikan Xing, Qiang Yang, Yong Yu, Deep Classification in Large-scale Text Hierarchies. SIGIR 2008.
Gui-Rong Xue, Wenyuan Dai, Qiang Yang, Yong Yu, Knowledge Transferring for Cross-Domain Text Classification. SIGIR 2008.
Ke Zhou, Gui-Rong Xue, Hongyuan Zha, Yong Yu, Learning to Rank with Ties. SIGIR 2008.
Gui-Rong Xue, Qiang Yang, Yong Yu, Huajun Zeng, and Zheng Chen， "Exploiting the Hierarchical Structure for Web Link Analysis", SIGIR2005.
Gui-Rong Xue, Chenxi Lin, Qiang Yang, Yong Yu, Huajun Zeng, Wensi Xi, and Zheng Chen, "Scalable Collaborative Filtering Using Cluster-based Smoothing", SIGIR2005.
Gui-Rong Xue, Hua-Jun Zeng, Zheng Chen, Wei-Ying Ma, Hong-Jiang Zhang, Chao-Jun Lu, Implicit Link Analysis to Small Web Search, SIGIR 2003.
Xiao Ling, Gui-Rong Xue, Wenyuan Dai, Qiang Yang and Yong Yu. Can Chinese Web Pages be Classified with English Data Source? WWW2008.
Xiaochuan Ni, Gui-Rong Xue, Xiao Ling, Yong Yu, Qiang Yang: Exploring in the Weblog Space by Detecting Informative and Affective Articles, WWW 2007.
Shenghua Bao, Xiaoyuan Wu, Ben Fei, Guirong Xue, Zhong Su, Yong Yu: Optimizing Web Search Using Social Annotation, WWW 2007.
Gui-Rong Xue, Huajun Zeng, Zheng Chen, Yong Yu, Wei-Ying Ma, Wensi Xi and Weiguo Fan. Optimizing Web Search Using Web Click-through Data. CIKM 2004.
Gui-Rong Xue, Huajun Zeng, Zheng Chen, Yong Yu, Wei-Ying Ma, Wensi Xi and Edward Fox. MRSSA: An Iterative Algorithm for Similarity Spreading over Interrelated Objects. CIKM 2004.
Machine Learning and Data Mining
Wenyuan Dai, Qiang Yang, Gui-Rong Xue and Yong Yu. Self-taught Clustering. ICML 2008.
Wenyuan Dai, Qiang Yang, Gui-Rong Xue, Yong Yu: Boosting for Transfer Learning. ICML 2007.
Xiao Ling, Wenyuan Dai, Gui-Rong Xue, Qiang Yang, and Yong Yu. Cross-Domain Spectral Learning. KDD 2008.
Wenyuan Dai, Gui-Rong Xue, Qiang Yang and Yong Yu. Co-clustering based Classification for Out-of-domain Documents. KDD 2007.
Dikan Xing, Gui-Rong Xue, Qiang Yang and Yong Yu, Deep Classifier: Automatically Categorizing Search Results into Large-scale Hierarchies, ACM WSDM 2008.
Yifan Chen, Gui-Rong Xue, and Yong Yu, Advertising Keyword Suggestion Based On Concept Hierarchy, ACM WSDM 2008.
Wenyuan Dai, Gui-Rong Xue, Qiang Yang, Yong Yu: Transferring Naive-Bayesian Classifiers for Text Classification. AAAI 2007.
- Gui-Rong Xue, Dou Shen, Qiang Yang, Hua-Jun Zeng, Yong Yu and Zheng Chen. "Reinforcing Web-object Categorization through Interrelationships", Journal of Data Mining and Knowledge Discovery, Springer Science, Col.2. 2006.
Gui-Rong Xue, Dou Shen, Qiang Yang, Hua-Jun Zeng, Zheng Chen, Yong Yu and Wei-Ying Ma. IRC: An Iterative Reinforcement Categorization Algorithm for Interrelated Web Objects. ICDM-2004.
Xin-Jing Wang; Wei-Ying Ma; Gui-Rong Xue; Xing Li, Multi-Model Similarity Propagation and its Application for Web Image Retrieval. ACM MM 2004.
Dikan Xing, Wenyuan Dai, Gui-Rong Xue and Yong Yu, Bridged Refinement for Transfer Learning. (PKDD-2007 Best Student Paper Award).
Chenxi Lin, Gui-Rong Xue, Huajun Zeng and Yong Yu, "Using Probabilistic Latent Semantic Analysis for Personalized Web Search", APWeb2005 Best Student Paper Award.
Activities:
Workshop Co-Chair, IEEE International Workshop on Web Information Retrieval (WebIR 2004)
Awards:
Excellent Doctor Thesis Award of China Computer Federation for year 2006
Excellent Graduator of Shanghai for year 2006
Microsoft Research Asia Fellow for year 2004
GuangHua Scholarship, 2004
Microsoft Research Asia Fellow for year 2003
GuangHua Scholarship, 2003
Patents:
1 20070239554 Cluster-based scalable collaborative filtering
2 20070239553 Collaborative filtering using cluster-based smoothing
3 20070005588 Determining relevance using queries as surrogate content
4 20060259480 Method and system for adapting search results to personal information needs
5 20050256833 Method and system for determining similarity of objects based on heterogeneous relationships
7 20070239431 Scalable probabilistic latent semantic analysis
8 20060095430 Web page ranking with hierarchical considerations
9 200710036340.X 意向驱动的博客搜索与浏览系统
Education
Ph.D. candidate (Mar 2003--): Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Master (Sep 2000 - Feb 2003): Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
Bachelor (Sep 1992 - Sep 1996): Department of Mathematics, Yang Zhou University, JiangSu, China.
Reading List
Log Mining, Usage Mining, Query Analysis
Personalization, Personalized Search, Social Search
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