SRIJITH P. K.

Research Scholar
Intelligent Systems Lab
Computer Science and Automation
Indian Institute of Science, Bangalore- 560012
email : firstname AT csa DOT iisc DOT ernet DOT in





Education


PhD(2009-present) : Computer Science and Automation (CSA), Indian Institute of Science (IISc.), Bangalore
M.Tech(2006-2008) : Computer Science and Engineering (CSE), Indian Institute of Technology (IIT), Bombay
B.Tech(2002-2006) : Computer Science and Engineering (CSE), National Institute of Technology (NIT), Calicut


Research Interest


I am interested in machine learning and its applications to solve real world problems. In particular, I am working on non parametric Bayesian methods like Gaussian processes and Dirichlet processes to solve problems like preference learning, multi-task learning and structured prediction.


Publications


1. P.K., Srijith, Shevade, S., Sundararajan, S.: Semi-supervised Gaussian Process Ordinal Regression. , European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2013 pdf code

2. P.K., Srijith, Shevade, S.: Multi-task Learning using Shared and Task Specific Information. International Conference on Neural Information Processing (ICONIP), 2012 pdf

3. P.K., Srijith, Shevade, S., Sundararajan, S.: Validation-Based Sparse Gaussian Processes for Ordinal Regression. International Conference on Neural Information Processing (ICONIP), 2012 pdf

4. P.K., Srijith, Shevade, S., Sundararajan, S.: A Probabilistic Least Squares approach to Ordinal Regression. , 25th Australasian Joint Conference on Artificial Intelligence, 2012 pdf