Journal Papers

Sriraam Natarajan, Vishal Bangera, Tushar Khot, Jose Picado, Anurag Wazalwar, Vitor Santos Costa, David Page, Michael Caldwell, Markov Logic Networks for Adverse Drug Event Extraction from Text, Knowledge and Information Systems (KAIS), 2016.

Kristian Kersting and Sriraam Natarajan, Statistical Relational Artificial Intelligence: From Distributions through Actions to Optimization, Kunstliche Intelligenz, Special Issue on Advances in Autonomous Learning, Springer 2015.

Fabian Hadiji, Alejandro Molina, Sriraam Natarajan and Kristian Kersting, Poisson Dependency Networks - Gradient Boosted Models for Multivariate Count Data, ECML-PKDD Journal Track, 2015.

Tushar Khot, Sriraam Natarajan, Kristian Kersting, Bernd Gutmann and Jude Shavlik, Gradient-based Boosting for Statistical Relational Learning: The Markov Logic Network and Missing Data Cases, Machine Learning Journal, 2015.

Alan Fern, Sriraam Natarajan, Kshitij Judah and Prasad Tadepalli, A Decision-Theoretic Model of Assistance, Journal Of Artificial Intelligence Research (JAIR), 2014.

Babak Ahmadi, Kristian Kersting, Martin Mladenov and Sriraam Natarajan, Exploiting Symmetries for Scaling Loopy Belief Propagation and Relational Training, Machine Learning Journal, 2013.

Sriraam Natarajan, Baidya N. Saha, Saket Joshi, Adam Edwards, Elizabeth Moody, Tushar Khot, Kristian Kersting, Christopher T. Whitlow and Joseph A. Maldjian. Relational Learning helps in Three-way Classification of Alzheimer Patients from Structural Magnetic Resonance Images of the Brain (draft). International Journal of Machine Learning and Cybernetics, Springer 2013.

Sriraam Natarajan, Tushar Khot, Kristian Kersting, Bernd Gutmann and Jude Shavlik. Gradient-based Boosting for Statistical Relational Learning: The Relational Dependency Network Case, Special issue of Machine Learning Journal (MLJ), Volume 86, Number 1, 25-56, 2012.

Sriraam Natarajan, Prasad Tadepalli and Alan Fern, A Relational Hierarchical Model of Decision-Theoretic Assistance Knowledge and Information Systems(KAIS) 2011.

Jeremy Weiss, Sriraam Natarajan, Peggy Peissig, Catherine McCarty and David Page, Statistical Relational Learning to Predict Primary Myocardial Infarction from Electronic Health Records, AI Magazine 2012.

Sriraam Natarajan,Prasad Tadepalli, Thomas G. Dietterich and Alan Fern. Learning First-Order Probabilistic Models with Combining Rules . Annals of Mathematics and AI, Special Issue on Probabilistic Relational Learning 2009.

Neville Mehta, Sriraam Natarajan, Prasad Tadepalli and Alan Fern. Transfer in Variable Reward Hierarchical Reinforcement Learning. Special issue on Inductive transfer in Machine Learning, Machine Learning Journal, 2008.