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» Approximability of Probability Distributions
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IDA
2005
Springer
16 years 9 days ago
Combining Bayesian Networks with Higher-Order Data Representations
Abstract. This paper introduces Higher-Order Bayesian Networks, a probabilistic reasoning formalism which combines the efficient reasoning mechanisms of Bayesian Networks with the...
Elias Gyftodimos, Peter A. Flach
GECCO
2003
Springer
16 years 2 hour ago
Two Broad Classes of Functions for Which a No Free Lunch Result Does Not Hold
We identify classes of functions for which a No Free Lunch result does and does not hold, with particular emphasis on the relationship between No Free Lunch and problem description...
Matthew J. Streeter
ARTS
1999
Springer
15 years 11 months ago
Process Algebra with Probabilistic Choice
Published results show that various models may be obtained by combining parallel composition with probability and with or without non-determinism. In this paper we treat this probl...
Suzana Andova
FOCS
1990
IEEE
15 years 10 months ago
Simple Constructions of Almost k-Wise Independent Random Variables
We present three alternative simple constructions of small probability spaces on n bits for which any k bits are almost independent. The number of bits used to specify a point in ...
Noga Alon, Oded Goldreich, Johan Håstad, Ren...
ICASSP
2009
IEEE
15 years 10 months ago
Dirichlet process mixture models with multiple modalities
The Dirichlet process can be used as a nonparametric prior for an infinite-dimensional probability mass function on the parameter space of a mixture model. The set of parameters o...
John William Paisley, Lawrence Carin