Research Output per year

## Personal profile

### Research interests

My core research is at the intersection of statistics, machine learning and optimisation methods. My current research is focussed on modelling data with complex high dimensional network structure and provide methodology for estimating the corresponding structure using tools from nonparametric statistics, graphical models and high dimensional inference. The emphasis is placed on developing new theoretical techniques and computational tools for network problems and applying the corresponding methodology in many fields, including biomedical and social science research, where network modelling and analysis plays an exceedingly important role.

As a mathematical Statistician I am also interested in high dimensional Inference in regression models and understanding the theoretical insights in the modern "big data" framework. The development of novel algorithms along with concrete theoretical results would enable practitioners to use them in many complex real world problems. I have a recent interest also in different optimization methods and especially understanding distributed/parallel computing with large heterogeneous data. These also include fast choice of tuning parameters in optimization algorithms and their implications in the proposed inference.

### Education/Academic qualification

Statistics, Doctor of Science, University of Michigan

Statistics, Master in Science, Indian Statistical Institute, Kolkata

Statistics, Bachelor of Science, University of Calcutta

## Fingerprint Fingerprint is based on mining the text of the person's scientific documents to create an index of weighted terms, which defines the key subjects of each individual researcher.

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## Research Output 2012 2017

### Change-Point Estimation in High-Dimensional Markov Random Field Models

Roy, S., Atchade, Y. & Michailidis, G., 1 Sep 2017, In : Journal of the Royal Statistical Society: Series B - Statistical Methodology. 79, 4, p. 1187 - 1206 20 p.Research output: Contribution to journal › Article

### Bayesian Inference in Nonparametric Dynamic State-Space Models

Ghosh, A., Mukhopadhyay, S., Roy, S. & Bhattacharya, S., 1 Nov 2014, In : Statistical Methodology. 21, p. 35 - 48 14 p.Research output: Contribution to journal › Article

### ISIS and NISIS: New bilingual dual-channel speech corpora for robust speaker recognition

Pal, A., Bose, S., Mitra, M. & Roy, S., 1 Dec 2012,*Proceedings of the 2012 International Conference on Image Processing, Computer Vision, and Pattern Recognition, IPCV 2012: Volume 2.*p. 936-939 4 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution