Selected Publications
Modelling Sparse Dynamical Systems with Compressed Predictive State Representations
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William L. Hamilton, Mahdi Milani Fard, Joelle Pineau, The Thirtieth International Conference on Machine Learning, 2013 (ICML'13)
Bellman Error Based Feature Generation using Random Projections on Sparse Spaces
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Mahdi Milani Fard, Yuri Grinberg, Amir-massoud Farahmand, Joelle Pineau, Doina Precup, Technical Report, 2012
Random Projections Preserve Linearity in Sparse Spaces
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Mahdi Milani Fard, Yuri Grinberg, Joelle Pineau, Doina Precup, Technical Report, 2012
Compressed Least-Squares Regression on Sparse Spaces
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Mahdi Milani Fard, Yuri Grinberg, Joelle Pineau, Doina Precup, Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012 (AAAI'12)
Bellman Error Based Feature Generation Using Random Projections
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Mahdi Milani Fard, Yuri Grinberg, Joelle Pineau, Doina Precup, Tenth European Workshop on Reinforcement Learning, 2012 (EWRL'12)
LSTD on Sparse Spaces
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Yuri Grinberg, Mahdi Milani Fard, Joelle Pineau, NIPS Workshop on New Frontiers in Model Order Selection, 2011
Least-Squares Regression on Sparse Spaces
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Yuri Grinberg, Mahdi Milani Fard, Joelle Pineau, NIPS Workshop on Sparse Representation and Low-rank Approximation, 2011
PAC-Bayesian Policy Evaluation for Reinforcement Learning
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Mahdi Milani Fard, Joelle Pineau, Csaba Szepesvári, Twenty-Seventh Conference on Uncertainty in Artificial Intelligence, 2011 (UAI'11)
Non-Deterministic Policies in Markovian Decision Processes
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Mahdi Milani Fard, Joelle Pineau, Journal of Artificial Intelligence Research, Volume 40, 2011
PAC-Bayesian Model Selection for Reinforcement Learning
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Mahdi Milani Fard, Joelle Pineau, Twenty-Forth Conference on Neural Information Processing Systems, 2010 (NIPS'10)
Measures of Uncertainty for Policy Evaluation
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Cosmin Paduraru, Doina Precup, Mahdi Milani Fard, North-Eastern Student Colloquim on Artificial Intelligence, 2010 (NESCAI'10)
Non-Deterministic Policies In Markovian Processes
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Mahdi Milani Fard, Masters Thesis, Supervised by Joelle Pineau, 2009
MDPs with Non-Deterministic Policies
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Mahdi Milani Fard, Joelle Pineau, Twenty-Second Conference on Neural Information Processing Systems, 2008 (NIPS'08)
A Variance Analysis for POMDP Policy Evaluation
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Mahdi Milani Fard, Joelle Pineau, Peng Sun, Twenty-Third AAAI Conference on Artificial Intelligence, 2008 (AAAI'08)
Behavioral Partitioning in a Hierarchical Mixture of Experts using K-Best-Experts Algorithm
Mahdi Milani Fard, A. Bakhtiary, IEEE Symposium on Foundations of Computational Intelligence, 2007 (FOCI'07)
Competitive Learning in an Ensemble of Local Experts
Mahdi Milani Fard, Caro Lucas, 12th International CSI Computer Conference, 2007 (CSICC'07)
A Co-evolutionary Competitive Multi-expert Approach to Image Compression with Neural Networks
Mahdi Milani Fard, IEEE International Conference on Engineering of Intelligent Systems, 2006 (ICEIS'06)
Collimator - Collaborative Image Annotator & Visual Concept Map Generator
A. Kashian, R. Kheng Leng Gay, H. Tatari, Mahdi Milani Fard, 5th International Semantic Web Conference, 2006 (ISWC'06)
Ensemble Learning with Local Experts
Mahdi Milani Fard, IEEE Computer Society ezine Looking.Forward student magazine 14th edition, 2006
Database Normalization, Before and After the Design
Mahdi Milani Fard, ENIAC Journal, Fall 2004