A Lightweight Data Preprocessing Strategy with Fast Contradiction Analysis for Incremental Classifier Learning

A prime objective in constructing data streaming mining models is to achieve good accuracy, fast learning, and robustness to noise. Although many techniques have been proposed in the past, efforts to improve the accuracy of classification models have been somewhat disparate. These techniques include...

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Bibliographic Details
Main Authors: Simon Fong, Robert P. Biuk-Aghai, Yain-whar Si, Bee Wah Yap
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/125781