iisc
Publications

2016 2015 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2004 2003

.
Efficient Methods for Robust Classification Under Uncertainty in Kernel Matrices (pdf), (Resources).
---- Aharon Ben-Tal, Sahely Bhadra, Chiranjib Bhattacharyya, Arkadi Nemirovski; Journal of Machine Learning Research , 2012.
Chance Constrained Uncertain Classification via Robust Optimization. (pdf).
---- A. Ben-Tal, S. Bhadra, C. Bhattacharyya and J. Saketha Nath. ; Mathematical Programming Series B special issue on Machine Learning , 2010.
Robust Formulations for Handling Uncertainty in Kernel Matrices (pdf), (Resources).
---- Sahely Bhadra, Sourangshu Bhattacharrya, Chiranjib Bhattacharryya and Aharon Ben-tal; International Conference on Machine Learning (ICML) , 2010.
Learning Algorithms using Chance-Constrained Programs . (pdf).
---- Saketha Nath Jagarlapudi; PhD Thesis , 2009.
Interval Data Classification under Partial Information: A Chance-Constraint Approach. (pdf).
---- Sahely Bhadra , J. Saketha Nath , Aharon Ben-Tal and Chiranjib Bhattacharyya; Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD) , 2009.
Second Order Cone Programming Approaches for Handling Missing and Uncertain Data. (pdf).
---- Pannagadatta K. Shivaswamy, Chiranjib Bhattacharyya, Alexander J. Smola, ; Journal of Machine Learning Research 7(Special Topic on Machine Learning and Optimization) 1283--13 , 2006.
Robust sparse hyperplane classifiers: application to uncertain molecular profiling data. (pdf), (Resources).
---- C. Bhattacharyya, L. R. Grate, M. I. Jordan, L. El Ghaoui, and Mian, I. S. ; Journal of Computational Biology , 2004.
A Second Order Cone Programming Formulation for Classifying Missing Data . (pdf).
---- Chiranjib Bhattacharyya, K. S. Pannagadatta, Alex Smola; Neural Information Processing Systems (NIPS) , 2004.
Robust Classification of noisy data using Second Order Cone Programming approach. (pdf).
---- C. Bhattacharyya; International Conference on Intelligent Sensing and Information Processing , 2004.

...