Learning to assign degrees of belief in relational domains

DOI10.1007/s10994-008-5075-5zbMath1470.68126OpenAlexW1970289573MaRDI QIDQ1009279

Frédéric Koriche

Publication date: 31 March 2009

Published in: Machine Learning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10994-008-5075-5

zbMATH Keywords

online learningMarkov networksexponentiated gradient learninglearning to reasonrelational probabilistic reasoningweighted model counting

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Knowledge representation (68T30) Reasoning under uncertainty in the context of artificial intelligence (68T37) Online algorithms; streaming algorithms (68W27)

Cites Work

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• Answering queries from context-sensitive probabilistic knowledge bases
• Exponentiated gradient versus gradient descent for linear predictors
• The robustness of the \(p\)-norm algorithms
• Worst-case analysis of the Perceptron and Exponentiated Update algorithms
• Learning to take actions
• Probabilistic Horn abduction and Bayesian networks
• Decidability and expressiveness for first-order logics of probability
• Learning to reason with a restricted view
• Analysis of two gradient-based algorithms for on-line regression
• On the complexity of inference about probabilistic relational models
• On probabilistic inference by weighted model counting
• First order LUB approximations: characterization and algorithms
• Markov logic networks
• Compiling relational Bayesian networks for exact inference
• A neuroidal architecture for cognitive computation
• A differential approach to inference in Bayesian networks
• Knowledge compilation and theory approximation
• Learning to reason
• Algorithmic Learning Theory
• Solving #SAT Using Vertex Covers
• Probability, Frequency and Reasonable Expectation
• Robust logics
• General convergence results for linear discriminant updates

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