14 Publications
2017
Identifying Parkinson's Patients: A Functional Gradient Boosting Approach.
Dhami, Devendra Singh⋅Soni, Ameet⋅Page, David and Natarajan, Sriraam
Artificial intelligence in medicine : 16th Conference on Artificial Intelligence in Medicine, Aime 2017, Vienna, Austria, June 21-24, 2017, Proceedings. Conference on Artificial Intelligence in Medicine (2005-) (16th : 2017 : Vienna, Au..., vol. 10259, pp. 332-337, June 2017. | Journal Article
 
Markov logic networks for adverse drug event extraction from text
Natarajan, Sriraam⋅Bangera, Vishal⋅Khot, Tushar⋅Picado, Jose⋅Wazalwar, Anurag⋅Costa, Vitor⋅Page, David and Caldwell, Michael
Knowledge and Information Systems, vol. 51, (no. 2), pp. 435-457, May 2017. | Journal Article
2015
Extracting Adverse Drug Events from Text using Human Advice.
Odom, Phillip⋅Bangera, Vishal⋅Khot, Tushar⋅Page, David and Natarajan, Sriraam
Artificial intelligence in medicine : 15th Conference on Artificial Intelligence in Medicine, AIME 2015, Pavia, Italy, June 17-20, 2015 : proceedings. Conference on Artificial Intelligence in Medicine (2005-) (15th : 2015 : Pavia, Italy), vol. 2015, pp. 195-204, 2015. | Journal Article
 
Gradient-based boosting for statistical relational learning: the Markov logic network and missing data cases
Khot, Tushar⋅Natarajan, Sriraam⋅Kersting, Kristian and Shavlik, Jude
Machine Learning, vol. 100, (no. 1), pp. 75-100, Jul 2015. | Journal Article
 
Poisson Dependency Networks: Gradient Boosted Models for Multivariate Count Data
Hadiji, Fabian⋅Hadiji, Fabian⋅Molina, Alejandro⋅Molina, Alejandro⋅Natarajan, Sriraam⋅Natarajan, Sriraam⋅Kersting, Kristian and Kersting, Kristian
Machine Learning, vol. 100, (no. 2-3), pp. 477-507, Sep 2015. | Journal Article
2013
Exploiting symmetries for scaling loopy belief propagation and relational training
Ahmadi, Babak⋅Kersting, Kristian⋅Mladenov, Martin and Natarajan, Sriraam
Machine Learning, vol. 92, (no. 1), pp. 91-132, Jul 2013. | Journal Article
2012
A relational hierarchical model for decision-theoretic assistance
Natarajan, Sriraam⋅Tadepalli, Prasad and Fern, Alan
Knowledge and Information Systems, vol. 32, (no. 2), pp. 329-349, Aug 2012. | Journal Article
 
Gradient-based boosting for statistical relational learning: The relational dependency network case
Natarajan, Sriraam⋅Khot, Tushar⋅Kersting, Kristian⋅Gutmann, Bernd and Shavlik, Jude W
Machine Learning, vol. 86, (no. 1), pp. 25-56, 2012. | Journal Article
 
Identifying Adverse Drug Events by Relational Learning.
Page, David⋅Costa, Vítor Santos⋅Natarajan, Sriraam⋅Barnard, Aubrey⋅Peissig, Peggy and Caldwell, Michael
Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence, vol. 2012, pp. 790-793, July 2012. | Journal Article
 
Multiplicative Forests for Continuous-Time Processes.
Weiss, Jeremy C⋅Weiss, Jeremy C⋅Natarajan, Sriraam⋅Natarajan, Sriraam⋅Page, David and Page, David
Advances in neural information processing systems, vol. 2012, pp. 467-475, 2012. | Journal Article
 
Statistical Relational Learning to Predict Primary Myocardial Infarction from Electronic Health Records.
Weiss, Jeremy C⋅Page, David⋅Peissig, Peggy L⋅Natarajan, Sriraam and McCarty, Catherine
Proceedings of the ... Innovative Applications of Artificial Intelligence Conference. Innovative Applications of Artificial Intelligence Conference, vol. 2012, pp. 2341-2347, 2012. | Journal Article
2008
Transfer in variable-reward hierarchical reinforcement learning
Mehta, Neville⋅Sriraam, Natarajan⋅Natarajan, Sriraam⋅Tadepalli, Prasad and Fern, Alan
Machine Learning, vol. 73, (no. 3), pp. 289-312, Dec 2008. | Journal Article
2007
Effective decision-theoretic assistance through relational hierarchical models (Dissertation)
Natarajan, Sriraam (2007).
 
Effective decision-theoretic assistance through relational hierarchical models. (Dissertation)
Natarajan, Sriraam (2007).