People

Dutta, Subhajit

Postdoctoral Fellows
​Ph.D., 2013, Indian Statistical Institute (ISI)​​​​​​​​​​​

​Now​ Assistant Professor at IIT Kanpur​
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Research Interests

Classification, Data depth, Robustness.

Selected Publications

​1. Dutta, S., Ghosh, A. K. and Chaudhuri, P. (2011) Some intriguing properties of Tukey's half-space depth. Bernoulli, 17, 1420-1434.

2. Dutta, S. and Ghosh, A. K. (2012) On robust classification using projection depth. Annals of the Institute of Statistical Mathematics, 64, 657-676.

3. Dutta, S. and Chaudhuri, P. (2012) Semiparametric discriminant analysis for mixture models. Stat, 1, 90-102.

4. Dutta, S., Chaudhuri, P. and Ghosh, A. K. (2014) Linear discriminant analysis of character sequences using occurrences of words. Statistica Sinica, 24, 493-514.

5. Dutta, S. and Genton, M. G. (2014a​) A non-Gaussian multivariate distribution with all lower-dimensional Gaussians and related families. Journal of Multivariate Analysis, 132, 82-93.

6. Dutta, S. and Ghosh, A. K. (2014a) Classification of high dimension, low sample size data using a novel nearest neighbor approach. Machine Learning, (under revision).

7. Dutta, S. and Genton, M. G. (2014b) Depth-weighted robust multivariate regression with application to sparse high-dimensional data. (Communicated for publication). softwarecodesupload.tar

8. Dutta, S. and Ghosh, A. K. (2014b) On affine invariant L_p depth classifiers. (Communicated for publication).​

Education

​​2013: Ph.D. in Statistics, Indian Statistical Institute, Kolkata, India. 
2007: M.Sc. in Statistics, Indian Institute of Technology, Kanpur, India.
2005: B.Sc. in Statistics, Presidency College, Kolkata, India.