219 search results - page 8 / 44 » Using Markov Blankets for Causal Structure Learning |
147
click to vote
ICML
2006
IEEE
16 years 4 months ago
2006
IEEE
Recent decision-theoric planning algorithms are able to find optimal solutions in large problems, using Factored Markov Decision Processes (fmdps). However, these algorithms need ...
127
click to vote
PKDD
2010
Springer
15 years 1 months ago
2010
Springer
In this paper, we introduce a simple but efficient greedy algorithm, called SINCO, for the Sparse INverse COvariance selection problem, which is equivalent to learning a sparse Ga...
173
click to vote
CORR
2011
Springer
14 years 10 months ago
2011
Springer
—In this paper we consider an interacting two-agent sequential decision-making problem consisting of a Markov source process, a causal encoder with feedback, and a causal decoder...
121
Voted
UAI
2008
15 years 4 months ago
2008
We consider the task of learning mappings from sequential data to real-valued responses. We present and evaluate an approach to learning a type of hidden Markov model (HMM) for re...
107
Voted
ESANN
2007
15 years 4 months ago
2007
A recently proposed nonlinear extension of Granger causality is used to map the dynamics of a neural population onto a graph, whose community structure characterizes the collective...