IEEE - Institute of Electrical and Electronics Engineers, Inc. - Splitting with confidence in decision trees with application to stream mining

2015 International Joint Conference on Neural Networks (IJCNN)

Author(s): Rocco De Rosa ; Nicolo Cesa-Bianchi
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 July 2015
Conference Location: Killarney, Ireland
Conference Date: 12 July 2015
Page(s): 1 - 8
ISBN (Electronic): 978-1-4799-1960-4
ISBN (DVD): 978-1-4799-1959-8
ISSN (Electronic): 2161-4407
DOI: 10.1109/IJCNN.2015.7280392
Regular:

Decision tree classifiers are a widely used tool in data stream mining. The use of confidence intervals to estimate the gain associated with each split leads to very effective methods, like the... View More

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