✦ LIBER ✦

Learning Bayesian network structures by searching for the best ordering with genetic algorithms

✍ Scribed by Larranaga, P.; Kuijpers, C.M.H.; Murga, R.H.; Yurramendi, Y.

Book ID: 117873818
Publisher: IEEE
Year: 1996
Tongue: English
Weight: 953 KB
Volume: 26
Category: Article
ISSN: 1083-4427
DOI: 10.1109/3468.508827

No coin nor oath required. For personal study only.

📜 SIMILAR VOLUMES

A new genetic approach for structure lea

A new genetic approach for structure learning of Bayesian networks: Matrix genetic algorithm

✍ Jaehun Lee; Wooyong Chung; Euntai Kim; Soohan Kim 📂 Article 📅 2010 🏛 Institute of Control, Robotics and Systems and The 🌐 English ⚖ 792 KB

Learning Bayesian networks in the space

Learning Bayesian networks in the space of structures by estimation of distribution algorithms

✍ Rosa Blanco; Iñaki Inza; Pedro Larrañaga 📂 Article 📅 2003 🏛 John Wiley and Sons 🌐 English ⚖ 155 KB

The induction of the optimal Bayesian network structure is NP-hard, justifying the use of search heuristics. Two novel population-based stochastic search approaches, univariate marginal distribution algorithm (UMDA) and population-based incremental learning (PBIL), are used to learn a Bayesian netwo

An iterated local search algorithm for l

An iterated local search algorithm for learning Bayesian networks with restarts based on conditional independence tests

✍ Luis M. De Campos; Juan M. Fernández-Luna; J. Miguel Puerta 📂 Article 📅 2003 🏛 John Wiley and Sons 🌐 English ⚖ 136 KB

A common approach for learning Bayesian networks (BNs) from data is based on the use of a scoring metric to evaluate the fitness of any given candidate network to the data and a method to explore the search space, which usually is the set of directed acyclic graphs (DAGs). The most efficient search

Improved algorithm based on mutual infor

Improved algorithm based on mutual information for learning Bayesian network structures in the space of equivalence classes

✍ Bing Han Li, San Yang Liu, Zhan Guo Li 📂 Article 📅 2011 🏛 Springer US 🌐 English ⚖ 826 KB

[IEEE 2009 Fourth International Conferen

[IEEE 2009 Fourth International Conference on Computer Sciences and Convergence Information Technology - Seoul, Korea (2009.11.24-2009.11.26)] 2009 Fourth International Conference on Computer Sciences and Convergence Information Technology - Genetic Algorithm with Ensemble Learning for Detecting Community Structure in Complex Networks

✍ He, Dongxiao; Wang, Zhe; Yang, Bin; Zhou, Chunguang 📂 Article 📅 2009 🏛 IEEE ⚖ 363 KB

[IEEE 1994 IEEE International Conference

[IEEE 1994 IEEE International Conference on Neural Networks (ICNN'94) - Orlando, FL, USA (27 June-2 July 1994)] Proceedings of 1994 IEEE International Conference on Neural Networks (ICNN'94) - Genetic algorithm applied to maze passing problem of mobile robot-a comparison with the learning performance of the hierarchical structure stochastic automata

✍ Baba, N.; Hanada, H. 📂 Article 📅 1994 🏛 IEEE 🌐 English ⚖ 437 KB