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» A probabilistic language based on sampling functions
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POPL
2005
ACM
14 years 5 months ago
A probabilistic language based upon sampling functions
As probabilistic computations play an increasing role in solving various problems, researchers have designed probabilistic languages that treat probability distributions as primit...
Sungwoo Park, Frank Pfenning, Sebastian Thrun
TOPLAS
2008
78views more  TOPLAS 2008»
13 years 4 months ago
A probabilistic language based on sampling functions
Sungwoo Park, Frank Pfenning, Sebastian Thrun
TNN
2008
177views more  TNN 2008»
13 years 4 months ago
Adaptive Importance Sampling to Accelerate Training of a Neural Probabilistic Language Model
Previous work on statistical language modeling has shown that it is possible to train a feed-forward neural network to approximate probabilities over sequences of words, resulting...
Yoshua Bengio, Jean-Sébastien Senecal
ENTCS
2006
154views more  ENTCS 2006»
13 years 4 months ago
PMaude: Rewrite-based Specification Language for Probabilistic Object Systems
We introduce a rewrite-based specification language for modelling probabilistic concurrent and distributed systems. The language, based on PMaude, has both a rigorous formal basis...
Gul A. Agha, José Meseguer, Koushik Sen
IJCAI
2001
13 years 6 months ago
Approximate inference for first-order probabilistic languages
A new, general approach is described for approximate inference in first-order probabilistic languages, using Markov chain Monte Carlo (MCMC) techniques in the space of concrete po...
Hanna Pasula, Stuart J. Russell