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NIPS
2000
13 years 11 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
IPMU
2010
Springer
13 years 8 months ago
Approximation of Data by Decomposable Belief Models
It is well known that among all probabilistic graphical Markov models the class of decomposable models is the most advantageous in the sense that the respective distributions can b...
Radim Jirousek
GLOBECOM
2009
IEEE
14 years 5 months ago
A Logic Distance-Based Method for Deploying Probing Sources in the Topology Discovery
Abstract—Internet topology plays a vital role in studying network’s internal structure and properties. Currently traceroutebased topology discovery is the main approach to map ...
Xin Zou, Zhongliang Qiao, Gang Zhou, Ke Xu
INFOCOM
2003
IEEE
14 years 3 months ago
Design of Light-Tree Based Logical Topologies for Multicast Streams in Wavelength Routed Optical Networks
—In this paper, we formulate an optimization problem for the design of light-tree based logical topology in Wavelength Division Multiplexing (WDM) networks. The problem is compri...
Wanjiun Liao
ASIAN
2007
Springer
157views Algorithms» more  ASIAN 2007»
14 years 4 months ago
A Logical Framework for Evaluating Network Resilience Against Faults and Attacks
Abstract. We present a logic-based framework to evaluate the resilience of computer networks in the face of incidents, i.e., attacks from malicious intruders as well as random faul...
Elie Bursztein, Jean Goubault-Larrecq