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Current Analytical Chemistry

Editor-in-Chief

ISSN (Print): 1573-4110
ISSN (Online): 1875-6727

A Robust Boosting Algorithm for Chemical Modeling

Author(s): Ville A. Satopaa and Richard D. De Veaux

Volume 8 , Issue 2 , 2012

Page: [254 - 265] Pages: 12

DOI: 10.2174/157341112800392599

Price: $65

Abstract

Bagging and boosting have become increasingly important ensemble methods for combining models in the data mining and machine learning literature. We review the basic ideas of these methods, propose a new robust boosting algorithm based on a non-convex loss function and compare the performance of these methods to both simulated and real data sets with and without contamination.

Keywords: Bagging, Boosting, Data Mining, Machine Learning, Robust


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