Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in expert systems: theory and algorithms
Probabilistic reasoning in expert systems: theory and algorithms
Adaptation in natural and artificial systems
Adaptation in natural and artificial systems
Optimizing causal orderings for generating DAGs from data
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
A computational scheme for reasoning in dynamic probabilistic networks
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Computer-based probabilistic-network construction
Computer-based probabilistic-network construction
The topological fusion of Bayes nets
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
Information Processing Letters
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
ECSQAU Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
Probalistic Network Construction Using the Minimum Description Length Principle
ECSQARU '93 Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
Structure learning approaches in Causal Probalistics Networks
ECSQARU '93 Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
IEEE Transactions on Pattern Analysis and Machine Intelligence
Decomposing Bayesian networks: triangulation of the moral graph with genetic algorithms
Statistics and Computing
An Empirical Study of Encoding Schemes and Search Strategies in Discovering Causal Networks
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Towards a More Efficient Evolutionary Induction of Bayesian Networks
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
IBERAMIA 2002 Proceedings of the 8th Ibero-American Conference on AI: Advances in Artificial Intelligence
ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis
PAKDD '01 Proceedings of the 5th Pacific-Asia Conference on Knowledge Discovery and Data Mining
EMMCVPR '01 Proceedings of the Third International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition
A genetic algorithm for tuning variable orderings in Bayesian network structure learning
Eighteenth national conference on Artificial intelligence
Structure Search and Stability Enhancement of Bayesian Networks
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Information Sciences: an International Journal - Special issue: Soft computing data mining
Data mining of Bayesian networks using cooperative coevolution
Decision Support Systems
The Journal of Machine Learning Research
Bayesian network learning algorithms using structural restrictions
International Journal of Approximate Reasoning
Strategies for improving the modeling and interpretability of Bayesian networks
Data & Knowledge Engineering
Evolving a Bayesian classifier for ECG-based age classification in medical applications
Applied Soft Computing
Learning Bayesian networks from incomplete databases using a novel evolutionary algorithm
Decision Support Systems
Approximation algorithms for restricted Bayesian network structures
Information Processing Letters
Two Evolutionary Methods for Learning Bayesian Network Structures
Computational Intelligence and Security
Learning Transcriptional Regulatory Networks with Evolutionary Algorithms Enhanced with Niching
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Structure Learning of Bayesian Networks Using Dual Genetic Algorithm
IEICE - Transactions on Information and Systems
Approximation Methods for Efficient Learning of Bayesian Networks
Proceedings of the 2008 conference on Approximation Methods for Efficient Learning of Bayesian Networks
Bayesian network structure learning using cooperative coevolution
Proceedings of the 11th Annual conference on Genetic and evolutionary computation
Learning graphical model structure using L1-regularization paths
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Journal of Artificial Intelligence Research
A statistical method for structure learning of Bayesian networks from data
Proceedings of the 2009 International Conference on Hybrid Information Technology
Exploiting association and correlation rules parameters for learning Bayesian networks
Intelligent Data Analysis
IEEE Transactions on Information Technology in Biomedicine - Special section on body sensor networks
Identifying gene regulatory networks using evolutionary algorithms
Journal of Computing Sciences in Colleges
Spatial operators for evolving dynamic Bayesian networks from spatio-temporal data
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Building a GA from design principles for learning Bayesian networks
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartI
Using weak prior information on structures to learn Bayesian networks
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part I
Learning Bayesian networks using evolutionary algorithm and a variant of MDL score
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Algorithm for graphical Bayesian modeling based on multiple regressions
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
MICAI'07 Proceedings of the artificial intelligence 6th Mexican international conference on Advances in artificial intelligence
Empirical analysis of an on-line adaptive system using a mixture of Bayesian networks
Information Sciences: an International Journal
Probabilistic and analytical estimation of software development team size
International Journal of Hybrid Intelligent Systems
Data Mining and Knowledge Discovery
Learning Non-Stationary Dynamic Bayesian Networks
The Journal of Machine Learning Research
A hybrid method for learning Bayesian networks based on ant colony optimization
Applied Soft Computing
A new method of learning Bayesian networks structures from incomplete data
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Bayesian network model of overall print quality: Construction and structural optimisation
Pattern Recognition Letters
A cooperative coevolutionary genetic algorithm for learning bayesian network structures
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Grammar-guided evolutionary construction of bayesian networks
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I
Multiple hypothesis testing and quasi essential graph for comparing two sets of bayesian networks
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Combinatorial optimization by learning and simulation of Bayesian networks
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Evolutionary attribute ordering in Bayesian networks for predicting the metabolic syndrome
Expert Systems with Applications: An International Journal
Learning bayesian networks structures based on memory binary particle swarm optimization
SEAL'06 Proceedings of the 6th international conference on Simulated Evolution And Learning
Efficient learning bayesian networks using PSO
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
A new genetic approach to structure learning of bayesian networks
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
EvoApplicatons'10 Proceedings of the 2010 international conference on Applications of Evolutionary Computation - Volume Part I
Review: learning bayesian networks: Approaches and issues
The Knowledge Engineering Review
Robust inference of bayesian networks using speciated evolution and ensemble
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Editorial: Bayesian networks in biomedicine and health-care
Artificial Intelligence in Medicine
An optimization-based approach for the design of Bayesian networks
Mathematical and Computer Modelling: An International Journal
Artificial Intelligence in Medicine
Multimedia Tools and Applications
Bandit-based structure learning for bayesian network classifiers
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
A review on evolutionary algorithms in Bayesian network learning and inference tasks
Information Sciences: an International Journal
International Journal of Approximate Reasoning
Parallel globally optimal structure learning of Bayesian networks
Journal of Parallel and Distributed Computing
Estimating building simulation parameters via Bayesian structure learning
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Information Sciences: an International Journal
FPGA implementation of particle swarm optimization for Bayesian network learning
Computers and Electrical Engineering
An efficient node ordering method using the conditional frequency for the K2 algorithm
Pattern Recognition Letters
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We present a new approach to structure learning in the field of Bayesian networks: We tackle the problem of the search for the best Bayesian network structure, given a database of cases, using the genetic algorithm philosophy for searching among alternative structures. We start by assuming an ordering between the nodes of the network structures. This assumption is necessary to guarantee that the networks that are created by the genetic algorithms are legal Bayesian network structures. Next, we release the ordering assumption by using a "repair operator" which converts illegal structures into legal ones. We present empirical results and analyze them statistically. The best results are obtained with an elitist genetic algorithm that contains a local optimizer.