Automated Construction of Sparse Bayesian Networks from Unstructured Probabilistic Models and Domain Information

Learning belief networks from data: an information theory based approach

CIKM '97 Proceedings of the sixth international conference on Information and knowledge management

Learning Bayesian networks from data: an information-theory based approach

Artificial Intelligence

Learning Structure from Data and Its Application to Ozone Prediction

Applied Intelligence

Constructing Efficient Belief Network Structures With Expert Provided Information

IEEE Transactions on Knowledge and Data Engineering

A Guide to the Literature on Learning Probabilistic Networks from Data

IEEE Transactions on Knowledge and Data Engineering

Current Approaches to Handling Imperfect Information in Data and Knowledge Bases

IEEE Transactions on Knowledge and Data Engineering

A Formalism for Building Causal Polytree Structures Using Data Distributions

ISMIS '00 Proceedings of the 12th International Symposium on Foundations of Intelligent Systems

A formal approach to using data distributions for building causal polytree structures

Information Sciences—Informatics and Computer Science: An International Journal

Supporting the construction of explanation models and diagnostic reasoning in probabilistic domains

ICLS '96 Proceedings of the 1996 international conference on Learning sciences

Large-scale regulatory network analysis from microarray data: modified Bayesian network learning and association rule mining

Decision Support Systems

Bayesian learning of Bayesian networks with informative priors

Annals of Mathematics and Artificial Intelligence

Criteria to evaluate approximate belief network representations in expert systems

Decision Support Systems

Modelling multiple-classifier relationships using Bayesian belief networks

MCS'07 Proceedings of the 7th international conference on Multiple classifier systems

A construction of Bayesian networks from databases based on an MDL principle

UAI'93 Proceedings of the Ninth international conference on Uncertainty in artificial intelligence

Theory refinement on Bayesian networks

UAI'91 Proceedings of the Seventh conference on Uncertainty in Artificial Intelligence

A Bayesian method for constructing Bayesian belief networks from databases

UAI'91 Proceedings of the Seventh conference on Uncertainty in Artificial Intelligence

Context-prediction performance by a dynamic Bayesian network: Emphasis on location prediction in ubiquitous decision support environment

Expert Systems with Applications: An International Journal

Using literature and data to learn Bayesian networks as clinical models of ovarian tumors

Artificial Intelligence in Medicine

Learning bayesian networks from Markov random fields: An efficient algorithm for linear models

ACM Transactions on Knowledge Discovery from Data (TKDD)