Characterization of essential graphs by means of the operation of legal merging of components
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems - New trends in probabilistic graphical models
Consistent Feature Selection for Pattern Recognition in Polynomial Time
The Journal of Machine Learning Research
Towards scalable and data efficient learning of Markov boundaries
International Journal of Approximate Reasoning
Racing algorithms for conditional independence inference
International Journal of Approximate Reasoning
Complexity measurement of fundamental pseudo-independent models
International Journal of Approximate Reasoning
Conditional independence and chain event graphs
Artificial Intelligence
Three counter-examples on semi-graphoids
Combinatorics, Probability and Computing
Information Sciences: an International Journal
A reconstruction algorithm for the essential graph
International Journal of Approximate Reasoning
View Discovery in OLAP Databases through Statistical Combinatorial Optimization
SSDBM 2009 Proceedings of the 21st International Conference on Scientific and Statistical Database Management
Faithfulness in chain graphs: The discrete case
International Journal of Approximate Reasoning
Mind change optimal learning of Bayes net structure from dependency and independency data
Information and Computation
Characterization of inclusion neighbourhood in terms of the essential graph
International Journal of Approximate Reasoning
Learning Gaussian graphical models of gene networks with false discovery rate control
EvoBIO'08 Proceedings of the 6th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Logical inference algorithms and matrix representations for probabilistic conditional independence
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Acyclic directed graphs representing independence models
International Journal of Approximate Reasoning
Efficient Algorithms for Conditional Independence Inference
The Journal of Machine Learning Research
The binomial ideal of the intersection axiom for conditional probabilities
Journal of Algebraic Combinatorics: An International Journal
Finding P-maps and I-maps to represent conditional independencies
ECSQARU'11 Proceedings of the 11th European conference on Symbolic and quantitative approaches to reasoning with uncertainty
Racing for conditional independence inference
ECSQARU'05 Proceedings of the 8th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Analysis of Markov Boundary Induction in Bayesian Networks: A New View From Matroid Theory
Fundamenta Informaticae
The problem of finding the sparsest bayesian network for an input data set is NP-Hard
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Learning Bayesian network structure: Towards the essential graph by integer linear programming tools
International Journal of Approximate Reasoning
Learning AMP chain graphs and some marginal models thereof under faithfulness
International Journal of Approximate Reasoning
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