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ARTS
1999
Springer
15 years 2 months ago
Quantitative Program Logic and Performance in Probabilistic Distributed Algorithms
In this paper we show how quantitative program logic [14] provides a formal framework in which to promote standard techniques of program analysis to a context where probability and...
Annabelle McIver
ECAI
1998
Springer
15 years 2 months ago
Probabilistic Logic Programming
We present probabilistic logic programming under inheritance with overriding. This approach is based on new notions of entailment for reasoning with conditional constraints, which...
Thomas Lukasiewicz
FSTTCS
2010
Springer
14 years 8 months ago
Model Checking Concurrent Programs with Nondeterminism and Randomization
For concurrent probabilistic programs having process-level nondeterminism, it is often necessary to restrict the class of schedulers that resolve nondeterminism to obtain sound an...
Rohit Chadha, A. Prasad Sistla, Mahesh Viswanathan
ALT
2004
Springer
15 years 7 months ago
Probabilistic Inductive Logic Programming
Probabilistic inductive logic programming, sometimes also called statistical relational learning, addresses one of the central questions of artificial intelligence: the integratio...
Luc De Raedt, Kristian Kersting
FSTTCS
2004
Springer
15 years 3 months ago
Verifying Probabilistic Procedural Programs
Abstract. Monolithic finite-state probabilistic programs have been abstractly modeled by finite Markov chains, and the algorithmic verification problems for them have been inves...
Javier Esparza, Kousha Etessami