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Smart Preprocessing Improves Data Stream Mining

Published • Jan 1, 2016
NobleIDNI2P08W82R62S28
Authors:
Hanqing Hu
,
Mehmed Kantardzic

Abstract

Most studies on stream mining frameworks handles model retraining and preprocessing together. We propose Smart Preprocessing for Streaming Data (SPSD) approach which separates normalization of each numeric features from model retraining. The goal of SPSD is to reduce the number of new models needed ...

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