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» Probabilistic Relational Models
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POPL
2012
ACM
13 years 10 months ago
Probabilistic relational reasoning for differential privacy
Differential privacy is a notion of confidentiality that protects the privacy of individuals while allowing useful computations on their private data. Deriving differential priva...
Gilles Barthe, Boris Köpf, Federico Olmedo, S...
109
Voted
UAI
2001
15 years 4 months ago
Learning the Dimensionality of Hidden Variables
A serious problem in learning probabilistic models is the presence of hidden variables. These variables are not observed, yet interact with several of the observed variables. Dete...
Gal Elidan, Nir Friedman
AIPS
2007
15 years 5 months ago
Approximate Solution Techniques for Factored First-Order MDPs
Most traditional approaches to probabilistic planning in relationally specified MDPs rely on grounding the problem w.r.t. specific domain instantiations, thereby incurring a com...
Scott Sanner, Craig Boutilier
85
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AI
2003
Springer
15 years 7 months ago
Probabilistic Reasoning in Bayesian Networks: A Relational Database Approach
S. K. Michael Wong, Dan Wu, Cory J. Butz
98
Voted
STOC
1991
ACM
75views Algorithms» more  STOC 1991»
15 years 6 months ago
Probabilistic Recurrence Relations
Richard M. Karp