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NIPS
2000
13 years 9 months ago
Using Free Energies to Represent Q-values in a Multiagent Reinforcement Learning Task
The problem of reinforcement learning in large factored Markov decision processes is explored. The Q-value of a state-action pair is approximated by the free energy of a product o...
Brian Sallans, Geoffrey E. Hinton
ENTCS
2010
141views more  ENTCS 2010»
13 years 8 months ago
Debugging as a Science, that too, when your Program is Changing
Program debugging is an extremely time-consuming process, and it takes up a large portion of software development time. In practice, debugging is still very much of an art, with t...
Abhik Roychoudhury
JSW
2008
203views more  JSW 2008»
13 years 8 months ago
Automatic Discovery of Semantic Relations Based on Association Rule
Automatic discovery of semantic relations between resources is a key issue in Web-based intelligent applications such as document understanding and Web services. This paper explore...
Xiangfeng Luo, Kai Yan, Xue Chen
JIIS
2006
76views more  JIIS 2006»
13 years 8 months ago
Holes in joins
A join of two relations in real databases is usually much smaller than their cartesian product. This means that most of the combinations of tuples in the crossproduct of the respe...
Jarek Gryz, Dongming Liang
ISCI
2007
82views more  ISCI 2007»
13 years 8 months ago
On reliability of the folded hypercubes
In this paper, we explore the 2-extra connectivity and 2-extra-edge-connectivity of the folded hypercube FQn. We show that j2(FQn) = 3n À 2 for n P 8; and k2(FQn) = 3n À 1 for n...
Qiang Zhu 0003, Jun-Ming Xu, Xinmin Hou, Min Xu