Research Interests and Projects:
My interests are in the areas of
Machine Learning and Data Mining, Artificial Intelligence, and
Efficient Algorithms and my research explores theoretical questions,
empirical questions, and applications.
Most rcently my work has focused on problems in
Graphical models and their applications,
on-line algorithms in machine learning ,
learning and acting in complex environments.
For More Information:
GFODDs - a representation and calculus for structured functions over
Dagstuhl Seminar 14201, May 2014
Spring workshop on Mining and Learning (SMiLe), Ostend, Belgium, March 2014
First Order Decision Diagrams for Relational Markov Decision Processes,
IBM Research, Dublin
Trinity College Dublin, February 2014
UIUC, Artificial Intelligence Seminar, March 2011 ,
University of Massachusetts, Amherst, Planning Seminar, November 2010,
Rutgers University, April 2010,
PLL Summit, KU Leuven,
Belgium, July 2009,
Algorithmic Decision Theory, April
Probabilistic Machine Learning with Applications to Science and
Trinity College Dublin, September 2013.
Generalization Bounds for Online Learning with Pairwise Loss
Trinity College Dublin, November 2013.
Technion, EE, Machine Learning Group, December 2012
Recent Conference and Editorial Activities
Department of Computer Science
161 College Ave.
Medford, MA 02155
Office: Halligan 230