A Robust Boosting Algorithm for Chemical Modeling

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

Journal Name: Current Analytical Chemistry

Volume 8 , Issue 2 , 2012

Become EABM
Become Reviewer

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

Rights & PermissionsPrintExport Cite as


Article Details

VOLUME: 8
ISSUE: 2
Year: 2012
Page: [254 - 265]
Pages: 12
DOI: 10.2174/157341112800392599
Price: $58

Article Metrics

PDF: 7