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Chenguang Zhu 's Homepage

  
 Chenguang Zhu  
 
                                                                  S
enior Undergraduate
                                                                  Tsinghua University Special Pilot Computer Science Class
                                                                  Department of Computer Science and Technology
                                                                  Tsinghua University, Beijing, China
                                                                  Email: zcg.cs60 [at] gmail com
                                                                  Curriculum Vitae (CV) (Last Update: Nov. 16th, 2009)


        I'm a senior student at the Department of Computer Science and TechnologyTsinghua University. Currently, I'm interning in Machine Learning Group, Microsoft Research China (MSRA). I have been working on machine learning approaches to ranking, aka learning to rank for IR. I also explore the possibility to transfer knowledge from click-through data to rated ranking data using click models, to improve search and ads ranking. Now, I am designing a large-scale machine learning toolkit, enabling machine learning algorithms such as logistic regression, boosting and decision tree to run easily on any multi-core clusters.


 Research Interests

       Designing effective and efficient machine learning algorithms and toolkits to handle mass web data; machine learning; data mining; information retrieval


 Education

    Tsinghua University, Beijing, China

    Candidate of B. Eng in Computer Science, expected in Jul. 2010


 Research Experiences
    
     Research on Learning to Rank, at Microsoft Research Asia (MSRA)                                                                                          2009.02 - present    

    Large-scale Machine Learning Toolkit Project, at Microsoft Research Asia (MSRA)                                                                 2009.03 - present

     TRECVID competition (hosted by National Institute of Standards and Technology),                                                                2009, 2008

   at Artificial Intelligence Laboratory, Tsinghua University                                                                                                        


 Papers

 Published: [pointer to DBLP]

    A General Magnitude-Preserving Boosting Algorithm for Search Ranking  [Slides]
   
Chenguang Zhu, Weizhu Chen, Zeyuan Allen Zhu, Gang Wang, Dong Wang, Zheng Chen.
    ACM Conference on Information and Knowledge Management (CIKM), pp. 817-825, 2009. (full paper, acceptance rate=14.5%)

    To Divide and Conquer Search Ranking by Learning Query Difficulty
   
Zeyuan Allen Zhu, Weizhu Chen, Tao Wan, Chenguang Zhu, Gang Wang, Zheng Chen.
    ACM Conference on Information and Knowledge Management (CIKM),
pp.1883-1886, 2009. (poster, acceptance rate=20.2%)

    Inverse Time Dependency in Convex Regularized Learning
   
Zeyuan Allen Zhu, Weizhu Chen, Chenguang Zhu, Gang Wang, Haixun Wang, Zheng Chen.
    IEEE International Conference of Data Mining (ICDM), 2009 (full paper, acceptance rate = 8.9%), Best Student Paper Award Runner-Up

    P-packSVM: Parallel Primal Gradient Descent Kernel SVM
   
Zeyuan Allen Zhu, Weizhu Chen, Gang Wang, Chenguang Zhu, Zheng Chen.
   
IEEE International Conference of Data Mining (ICDM), 2009 (full paper, acceptance rate = 8.9%)

    A Novel Click Model and Its Applications to Online Advertising
   
Zeyuan Allen Zhu, Weizhu Chen, Tom Minka, Chenguang Zhu, Zheng Chen.
    ACM International Conference on Web Search and Data Mining (WSDM), 2010 (full paper, acceptance rate = 15.5%)

 Submitted:

    A Novel Boosting Algorithm and Its Application on Multi-Task Search Ranking
   
Chenguang Zhu, Weizhu Chen, Haixun Wang, Zeyuan Allen Zhu.
    SIAM Conference on Data Mining (SDM), 2010

    ************************************* (Due to double blind review)
   
Chunxu Lee, Chenguang Zhu, Gang Wang, Weizhu Chen.
   
International World Wide Web Conference (WWW), 2010   

    ************************************* (Due to double blind review)
    Dong Wang
, Chenguang Zhu, Weizhu Chen.
   
International World Wide Web Conference (WWW), 2010   


 Awards and Honors

    Best Student Paper Award Runner-Up at IEEE International Conference of Data Mining (ICDM)                                           2009

    IBM Scholarship for outstanding computer science major students in China (only two undergraduates                                   2009

      in Tsinghua University got the award)

    Yao Award (named after the Turing Award Laureate Andrew Yao), Tsinghua University (second                                          2009
      place out of six recipients, selected from 27 classmates of Yao Class)
        
    Scholarship for excellent academic performance, Tsinghua University (awarded to top 2%                                                    2008, 2007
     students)

    Asian Regional Contest of ACM/ICPC, four gold medals                                                                                                    2007, 2006
 
    One gold medal and two silver medals in National Olympiad in Informatics                                                                           2003 ~ 2005
 

 Skills

    Proficient in C#, C++, C, JAVA, HTML, Javascript

    Language: Chinese, English (TOEFL iBT 115 (Reading 29, Listening 30, Speaking 27, Writing 29), GRE: Verbal 720, Math 800, Writing 5.0)

    Third-class national referee for table tennis