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Vita

Sounak Chakraborty
Assistant Professor
209F Middlebush Hall
Columbia, MO 65211             PH:   (573) 882 3916
FAX: (573) 884 5524
chakrabortys@missouri.edu

Research Interests

· Bayesian Inference.

· Data Mining and Machine Learning.

· Model Selection in High Dimension Model Spaces.

· Nonparametric Function Estimation.

· Bioinformatics.

Papers

  •  Malay Ghosh, Tapabrata Maiti, Dalho Kim, Sounak Chakraborty, and Ashutosh Tiwari, Hierarchical Bayesian Neural Networks: An Application to Prostate Cancer Study.  Appeared in 2004 JASA, vol- 99, pg 601-608.

  •  Sounak Chakraborty, Malay Ghosh, Tapabrata Maiti, and Ashutosh Tewari, Hierarchical Bayesian Neural Networks for Bivariate Binary Data: An Application to Prostate Cancer Study. Appeared in 2005. Statistics in Medicine,  vol-24(23), pg 3645-3662.

  •  Sounak Chakraborty, Malay Ghosh and Bani K Mallick, Bayesian Non Linear Regression for  Large p Small n Problems. Submitted, 2007.

  •  Sounak Chakraborty, Bayesian Variable Selection in Neural Network Models for Classification of Tumors Using Gene Expression. Submitted, 2007.

  •  Sounak Chakraborty, Malay Ghosh, Bani K Mallick, and Debashish Ghosh, Multiclass Cancer Diagnosis Using Bayesian Kernel Machine Models. Accepted in Sankhya, 2007.

  •  Sounak Chakraborty and  Malay Ghosh, Applications of Bayesian Neural Networks in Prostate cancer Study. Invited chapter in Handbook of Statistics: Volume 26: Bioinformatics, 2007.

  •  Sounak Chakraborty, Bayesian Kernel Probit Model for Microarray Based Cancer Classification. Submitted to Statistics in Medicine, Under review 2007 .

          •  Sounak Chakraborty, Simultaneous Cancer Classification and Gene Selection

      with Bayesian Nearest Neighbor Method: An Integrated Approach. Submitted in Computational Statistics and Data Analysis, 2007.

  •  Scott Holan, Tucker McElroy, and Sounak Chakraborty Bayesian Approach to Estimating the Long Memory Parameter. Submitted in Journal of Time Series Analysis, 2007.

  •  Sounak Chakraborty , Bayesian Model Selecion via Smoothly Clipped Continous Priors. Manuscript under preparation, 2008.

  •  Sounak Chakraborty, Gyan P Srivastava, Dong Xu, Hierarchical Bayesian Model for Gene Function Prediction. Manuscript under preparation, 2008.

  •  Sounak Chakraborty, Bayesian Transductive Support Vector Machine. Manuscript under preparation, 2008.