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91
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ECAI
2010
Springer
15 years 24 days ago
The Necessity of Bounded Treewidth for Efficient Inference in Bayesian Networks
Abstract. Algorithms for probabilistic inference in Bayesian networks are known to have running times that are worst-case exponential in the size of the network. For networks with ...
Johan Kwisthout, Hans L. Bodlaender, Linda C. van ...
93
Voted
CORR
2010
Springer
116views Education» more  CORR 2010»
15 years 22 days ago
Estimation with Random Linear Mixing, Belief Propagation and Compressed Sensing
Abstract--We apply Guo and Wang's relaxed belief propagation (BP) method to the estimation of a random vector from linear measurements followed by a componentwise probabilisti...
Sundeep Rangan
104
Voted
CORR
2008
Springer
127views Education» more  CORR 2008»
15 years 21 days ago
Comparing and Combining Methods for Automatic Query Expansion
Abstract. Query expansion is a well known method to improve the performance of information retrieval systems. In this work we have tested different approaches to extract the candid...
José R. Pérez-Agüera, Lourdes A...
100
Voted
ACTA
2006
70views more  ACTA 2006»
15 years 21 days ago
Throughput analysis in wireless networks with multiple users and multiple channels
Abstract We consider the problem of maximizing throughput in a multi-carrier wireless network that employs predictive link adaptation. We explicitly consider the time-penalty incur...
Amrinder Arora, Fanchun Jin, Gokhan Sahin, Hosam M...
113
Voted
ENTCS
2006
119views more  ENTCS 2006»
15 years 19 days ago
Trace Machines for Observing Continuous-Time Markov Chains
In this paper, we study several linear-time equivalences (Markovian trace equivalence, failure and ready trace equivalence) for continuous-time Markov chains that refer to the pro...
Verena Wolf, Christel Baier, Mila E. Majster-Ceder...