Mining multi-dimensional concept-drifting data streams using Bayesian network classifiers

Author:

Borchani Hanen1,Larrañaga Pedro1,Gama João2,Bielza Concha1

Affiliation:

1. Computational Intelligence Group, Departamento de Inteligencia Artificial, Facultad de Informática, Universidad Politécnica de Madrid, Madrid, Spain

2. LIAAD-INESC Porto, Faculty of Economics, University of Porto, Porto, Portugal

Publisher

IOS Press

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Theoretical Computer Science

Reference41 articles.

1. Data Streams

2. Local causal and Markov blanket induction for causal discovery and feature selection for classification, Part I: Algorithms and empirical evaluation;Aliferis;Journal of Machine Learning Research,2010

3. Local causal and Markov blanket induction for causal discovery and feature selection for classification, Part II: Analysis and extensions;Aliferis;Journal of Machine Learning Research,2010

4. Multi-dimensional classification with Bayesian networks;Bielza;International Journal of Approximate Reasoning,2011

5. Bifet A., Holmes G., Pfahringer B., Kirkby R. and Gavaldà R., New ensemble methods for evolving data streams, in: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, (2009), 139-148.

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