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» On learning in agent-centered search
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AI
1999
Springer
13 years 7 months ago
Learning Action Strategies for Planning Domains
There are many different approaches to solving planning problems, one of which is the use of domain specific control knowledge to help guide a domain independent search algorithm. ...
Roni Khardon
ICML
2009
IEEE
14 years 8 months ago
Stochastic search using the natural gradient
Daan Wierstra, Jürgen Schmidhuber, Tom Schaul...
ACML
2009
Springer
14 years 2 months ago
Monte-Carlo Tree Search in Poker Using Expected Reward Distributions
Guy Van den Broeck, Kurt Driessens, Jan Ramon
FUIN
2008
108views more  FUIN 2008»
13 years 6 months ago
Learning Ground CP-Logic Theories by Leveraging Bayesian Network Learning Techniques
Causal relations are present in many application domains. Causal Probabilistic Logic (CP-logic) is a probabilistic modeling language that is especially designed to express such rel...
Wannes Meert, Jan Struyf, Hendrik Blockeel
JMLR
2010
143views more  JMLR 2010»
13 years 5 months ago
A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning
We extend the well-known BFGS quasi-Newton method and its memory-limited variant LBFGS to the optimization of nonsmooth convex objectives. This is done in a rigorous fashion by ge...
Jin Yu, S. V. N. Vishwanathan, Simon Günter, ...