Statistical Relational Artificial Intelligence: Logic, Probability, and Computation

DOI10.2200/S00692ED1V01Y201601AIM032zbMath1352.68005MaRDI QIDQ2805145

Kristian Kersting, Sriraam Natarajan, David Poole, Luc De Raedt

Publication date: 10 May 2016

Published in: Synthesis Lectures on Artificial Intelligence and Machine Learning (Search for Journal in Brave)

zbMATH Keywords

probabilitylogicMarkov logic networksProblogrelational probabilistic models

Mathematics Subject Classification ID

Introductory exposition (textbooks, tutorial papers, etc.) pertaining to computer science (68-01) Research exposition (monographs, survey articles) pertaining to computer science (68-02) Artificial intelligence (68Txx)

Related Items (22)

Inductive logic programming at 30 ⋮ Learning Probabilistic Logic Programs over Continuous Data ⋮ Unnamed Item ⋮ Fifty Years of Prolog and Beyond ⋮ Asymptotic elimination of partially continuous aggregation functions in directed graphical models ⋮ Online probabilistic theory revision from examples with ProPPR ⋮ A landscape and implementation framework for probabilistic rough sets using \textsc{ProbLog} ⋮ \(\alpha\)ILP: thinking visual scenes as differentiable logic programs ⋮ Answer-set programs for reasoning about counterfactual interventions and responsibility scores for classification ⋮ Non-parametric learning of embeddings for relational data using Gaifman locality theorem ⋮ kProbLog: an algebraic Prolog for machine learning ⋮ The joy of probabilistic answer set programming: semantics, complexity, expressivity, inference ⋮ Conditional probability logic, lifted Bayesian networks, and almost sure quantifier elimination ⋮ Structure learning for relational logistic regression: an ensemble approach ⋮ Neural probabilistic logic programming in DeepProbLog ⋮ Unnamed Item ⋮ Unnamed Item ⋮ A general approach to reasoning with probabilities ⋮ Non-parametric learning of lifted restricted Boltzmann machines ⋮ A comparison of statistical relational learning and graph neural networks for aggregate graph queries ⋮ Knowledge Graph Completion via Complex Tensor Factorization ⋮ Lifted model checking for relational MDPs

This page was built for publication: Statistical Relational Artificial Intelligence: Logic, Probability, and Computation