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PhD Study:

Kernel Measures of Independence for non-iid Data  [long version]

              Xinhua Zhang,  Le Song,  Arthur Gretton, Alex Smola, Accepted by NIPS 2008 for spotlight poster

Tailoring Density Estimation via Reproducing Kernel Moment Matching

              Le Song, Xinhua Zhang,  Alex Smola, Arthur Gretton, Bernhard Schölkopf,   ICML 2008

Consistent Image Analogies using Semi-supervised Learning  

              Li Cheng, S.V.N. Vishwanathan, Xinhua Zhang,  CVPR 2008

Conditional Random Fields for Multi-agent Reinforcement Learning

              Xinhua Zhang, Douglas Aberdeen, and S.V.N. Vishwanathan, Accepted by ICML 2007

Hyperparameter Learning for Graph Based Semi-supervised Learning Algorithms

              Xinhua Zhang and Wee Sun Lee, Accepted by NIPS 2006

Master's Study:

Unpublished:

    MSc Thesis: Hyperparameter Learning for Graph Based Semi-supervised Learning Algorithms [pdf]

    Graduate Research Paper (Report) for PhD Qualifying Exam:

             Building Maximum Entropy Text Classifier Using Semi-supervised Learning   [slides: pdf ppt]

Papers submitted or published:

• Wee Sun LEE, Xinhua ZHANG, Yee Whye TEH, “Semi-Supervised Learning in Reproducing Kernel Hilbert Spaces Using Local Invariances”, Submitted to the 19th Annual Conference on Learning Theory, January 2006.

• Zhang, Xinhua and Lee, Wee Sun, “Semi-supervised Learning using Kernel Self-consistent Labeling”, Submitted to International Conference on Machine Learning, 2005.

• Zhang, Xinhua and Loh K K, Peter, “A Fault-tolerant Routing Strategy for Fibonacci-class Cubes”, Accepted by Tenth Asia-Pacific Computer Systems Architecture Conference, Oct. 2005. (oral presentation)   [slides: pdf ppt]

  This conference was sponsored by National ICT Australia and Intel, and the paper was also published in the Springer-Verlag “Lecture Notes in Computer Science” series". 

   

Undergraduate Study:

• Loh K K, Peter and Zhang, Xinhua, “A Fault-tolerant Routing Strategy for Gaussian Cube Using Gaussian Tree” Proc. 2003 International Conference on Parallel Processing Workshops, Kaosiung, China. Oct. 2003.

• Yan Xiang, Zhang Xinua, and Huang Liang, “A Light Intensity Model with Connected Set Algorithm”, Journal of Engineering Mathematics, Vol. 20, No. 5, 2003 (in Chinese).

    Undergraduate Thesis:     Analysis of Fuzzy-Neuro Network Communications   [slides: pdf ppt]