Probabilistic Logic Programming and Bayesian Networks

Efficient reasoning

ACM Computing Surveys (CSUR)

ILP: Just Do It

CL '00 Proceedings of the First International Conference on Computational Logic

ILP: Just Do It

ILP '00 Proceedings of the 10th International Conference on Inductive Logic Programming

Learning probabilistic models of link structure

The Journal of Machine Learning Research

Ilp: a short look back and a longer look forward

The Journal of Machine Learning Research

A new characterization of probabilities in Bayesian networks

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

Learning first-order probabilistic models with combining rules

ICML '05 Proceedings of the 22nd international conference on Machine learning

Quantitative pharmacophore models with inductive logic programming

Machine Learning

Parameter learning for relational Bayesian networks

Proceedings of the 24th international conference on Machine learning

Computing most probable worlds of action probabilistic logic programs: scalable estimation for 1030,000 worlds

Annals of Mathematics and Artificial Intelligence

Finding Most Probable Worlds of Probabilistic Logic Programs

SUM '07 Proceedings of the 1st international conference on Scalable Uncertainty Management

Managing Uncertainty and Vagueness in Description Logics, Logic Programs and Description Logic Programs

Reasoning Web

An Inductive Logic Programming Approach to Statistical Relational Learning

Proceedings of the 2005 conference on An Inductive Logic Programming Approach to Statistical Relational Learning

Learning first-order probabilistic models with combining rules

Annals of Mathematics and Artificial Intelligence

MPE and partial inversion in lifted probabilistic variable elimination

AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2

Turing's dream and the knowledge challenge

AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2

Lifted first-order probabilistic inference

IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence

The theory of interval probabilistic logic programs

Annals of Mathematics and Artificial Intelligence

CLP(BN): constraint logic programming for probabilistic knowledge

Probabilistic inductive logic programming

Revisiting the semantics of interval probabilistic logic programs

LPNMR'05 Proceedings of the 8th international conference on Logic Programming and Nonmonotonic Reasoning

Focused most probable world computations in probabilistic logic programs

Annals of Mathematics and Artificial Intelligence