Publications

  1. A. A. Taheri, S. Chatterjee and A. Banerjee, High Dimensional Structured Estimation with Noisy Designs, SIAM International Conference on Data Mining (SDM), 2016.

  2. S. Chatterjee, High Dimensional Statistical Models: Applications to Climate, Ph.D. Thesis. (pdf)

  3. S. Chatterjee, S. Leiss, A. Banerjee and V. Kumar, Understanding Dominant Factors for Precipitation over the Great Lakes Region, AAAI Conference on Artificial Intelligence (AAAI), 2016. (pdf, Supplement)

  4. S. Chatterjee, S. Chen and A. Banerjee, Generalized Dantzig Selector: Application to the k-support norm, Advances in Neural Information Processing Systems (NIPS), 2014. (pdf, arXiv version)

  5. A. Goncalves, P. Das, S. Chatterjee, V. Sivakumar, F. J. Von Zuben and A. Banerjee, Multi-task Sparse Structure Learning, International Conference on Information and Knowledge Management (CIKM), 2014.

  6. S. Chatterjee and A. Banerjee, Fast Stochastic Metric Learning for Nearest Neighbor Classification (Preprint)

  7. A. R. Ganguly, E. A. Kodra, A. Banerjee, S. Boriah, S. Chatterjee, S. Chatterjee, A. Choudhary, D. Das, J. Faghmous, P. Ganguli, S. Ghosh, K. Hayhoe, C. Hays, W. Hendrix, Q. Fu, J. Kawale, D. Kumar, V. Kumar, S. Liess, R. Mawalagedara, V. Mithal, R. Oglesby, K. Salvi, P. K. Snyder, K. Steinhaeuser, D. Wang and D. Wuebbles, Toward enhanced under- standing and prediction of climate extremes using physics-guided data mining techniques , Nonlinear Processes in Geophysics 21(4), 2014. (pdf)

  8. H. Wang, F. Fazayeli, S. Chatterjee and A. Banerjee, Gaussian Copula Precision Estimation with Missing Values, International Conference on Artificial Intelligence and Statistics (AISTATS), 2014. (pdf)

    1. Preliminary version in NIPS Workshop: Modern Nonparametric Methods in Machine Learning, 2013.

  9. S. Chatterjee, K. Steinhauser, A. Banerjee, S. Chatterjee and A. Ganguly, Sparse Group Lasso: Consistency and Climate Applications, SIAM International Conference on Data Mining (SDM), 2012. (pdf)

    1. Preliminary version in IEEE International Conference on Data Mining Workshops, Workshop on Knowledge Discovery from Climate Data: Prediction, Extremes, and Impacts, 2011

  10. S. Chatterjee, K. Bhattacharjee and A. Konar, A Simple and Robust Algorithm for Microarray Data Clustering Based on Gene Population-Variance Ratio Metric, Biotechnology Journal, Vol. 4, Issue 9, 2009.

  11. K. Bhattacharjee, S. Chatterjee and A. Konar, An Improved Method for Clustering Gene Microarray Data Based on Intra-Cluster Distance and Variance, IEEE International Advanced Computing Conference(IACC), 2009.

  12. S. Chatterjee, K. Bhattacharjee, A. Konar and A. Nagar, A Robust Clustering Method for Gene Microarray Data Using Genetic Algorithm, European Modeling Symposium (EMS), 2008.