A Robust Boosting Algorithm for Chemical Modeling

作者：Satopaeae Ville A; De Veaux Richard D

来源：Current Analytical Chemistry, 2012, 8(2): 254-265.

• Bagging
• Boosting
• Data Mining
• Machine Learning
• Robust

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.

• 出版日期2012-4