Sriraam Natarajan
TitleCited byYear
Counting belief propagation
K Kersting, B Ahmadi, S Natarajan
Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial …, 2009
1612009
Gradient-based boosting for statistical relational learning: The relational dependency network case
S Natarajan, T Khot, K Kersting, B Gutmann, J Shavlik
Machine Learning 86 (1), 25-56, 2012
1152012
Transfer in variable-reward hierarchical reinforcement learning
N Mehta, S Natarajan, P Tadepalli, A Fern
Machine Learning 73 (3), 289, 2008
962008
Dynamic preferences in multi-criteria reinforcement learning
S Natarajan, P Tadepalli
Proceedings of the 22nd international conference on Machine learning, 601-608, 2005
922005
Speeding up inference in Markov logic networks by preprocessing to reduce the size of the resulting grounded network
J Shavlik, S Natarajan
Twenty-First International Joint Conference on Artificial Intelligence, 2009
842009
Statistical relational artificial intelligence: Logic, probability, and computation
LD Raedt, K Kersting, S Natarajan, D Poole
Synthesis Lectures on Artificial Intelligence and Machine Learning 10 (2), 1-189, 2016
812016
Learning first-order probabilistic models with combining rules
S Natarajan, P Tadepalli, TG Dietterich, A Fern
Annals of Mathematics and Artificial Intelligence 54 (1-3), 223-256, 2008
772008
Learning markov logic networks via functional gradient boosting
T Khot, S Natarajan, K Kersting, J Shavlik
2011 IEEE 11th International Conference on Data Mining, 320-329, 2011
732011
A Decision-Theoretic Model of Assistance.
A Fern, S Natarajan, K Judah, P Tadepalli
IJCAI, 1879-1884, 2007
622007
Exploiting symmetries for scaling loopy belief propagation and relational training
B Ahmadi, K Kersting, M Mladenov, S Natarajan
Machine learning 92 (1), 91-132, 2013
592013
Imitation learning in relational domains: A functional-gradient boosting approach
S Natarajan, S Joshi, P Tadepalli, K Kersting, J Shavlik
Twenty-Second International Joint Conference on Artificial Intelligence, 2011
552011
Logical hierarchical hidden markov models for modeling user activities
S Natarajan, HH Bui, P Tadepalli, K Kersting, WK Wong
International Conference on Inductive Logic Programming, 192-209, 2008
472008
Relational logistic regression
SM Kazemi, D Buchman, K Kersting, S Natarajan, D Poole
Fourteenth International Conference on the Principles of Knowledge …, 2014
362014
Anytime lifted belief propagation
R de Salvo Braz, S Natarajan, H Bui, J Shavlik, S Russell
Proc. SRL 9, 2009
362009
Machine learning for personalized medicine: Predicting primary myocardial infarction from electronic health records
JC Weiss, S Natarajan, PL Peissig, CA McCarty, D Page
AI Magazine 33 (4), 33-33, 2012
342012
Multi-agent inverse reinforcement learning
S Natarajan, G Kunapuli, K Judah, P Tadepalli, K Kersting, J Shavlik
2010 Ninth International Conference on Machine Learning and Applications …, 2010
332010
Poisson dependency networks: Gradient boosted models for multivariate count data
F Hadiji, A Molina, S Natarajan, K Kersting
Machine Learning 100 (2-3), 477-507, 2015
252015
Gradient-based boosting for statistical relational learning: the Markov logic network and missing data cases
T Khot, S Natarajan, K Kersting, J Shavlik
Machine Learning 100 (1), 75-100, 2015
252015
A decision-theoretic model of assistance
A Fern, S Natarajan, K Judah, P Tadepalli
Journal of Artificial Intelligence Research 50, 71-104, 2014
242014
Lifted online training of relational models with stochastic gradient methods
B Ahmadi, K Kersting, S Natarajan
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2012
232012
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