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» Type Classes with Functional Dependencies
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171
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IJCAI
2001
15 years 5 months ago
Probabilistic Classification and Clustering in Relational Data
Supervised and unsupervised learning methods have traditionally focused on data consisting of independent instances of a single type. However, many real-world domains are best des...
Benjamin Taskar, Eran Segal, Daphne Koller
129
Voted
LICS
2007
IEEE
15 years 10 months ago
Limits of Multi-Discounted Markov Decision Processes
Markov decision processes (MDPs) are controllable discrete event systems with stochastic transitions. The payoff received by the controller can be evaluated in different ways, dep...
Hugo Gimbert, Wieslaw Zielonka
132
Voted
CORR
2010
Springer
154views Education» more  CORR 2010»
15 years 11 days ago
Complexity of Homogeneous Co-Boolean Constraint Satisfaction Problems
Constraint Satisfaction Problems (CSP) constitute a convenient way to capture many combinatorial problems. The general CSP is known to be NP-complete, but its complexity depends on...
Florian Richoux
117
Voted
ICLP
1997
Springer
15 years 7 months ago
Hybrid Probabilistic Programs
Hybrid Probabilistic Programs (HPPs) are logic programs that allow the programmer to explicitly encode his knowledge of the dependencies between events being described in the prog...
Alex Dekhtyar, V. S. Subrahmanian
135
Voted
DAGSTUHL
2006
15 years 5 months ago
A Proposal to add Interval Arithmetic to the C++ Standard Library
Proposed text to specify an interval class in the C++ standard library, with justification and background. Contents I Motivation and Scope 3 II Foundations 3 IIIImpact on the Stan...
Sylvain Pion, Hervé Brönnimann, Guilla...