Aggregation of classifiers ensemble using local discriminatory power and quantiles

作者:

Highlights:

• We developed new method of integrating classifiers in an ensemble based on quantiles.

• We have shown superiority of our solution on the benchmark problems.

• We have applied this solution to recognition of melanoma and proved its superiority.

摘要

•We developed new method of integrating classifiers in an ensemble based on quantiles.•We have shown superiority of our solution on the benchmark problems.•We have applied this solution to recognition of melanoma and proved its superiority.

论文关键词:Ensemble of classifiers,Dynamic classifier selection,Quantiles,Data mining,Machine learning,Melanoma

论文评审过程:Received 1 December 2014, Revised 25 August 2015, Accepted 28 October 2015, Available online 31 October 2015, Version of Record 18 November 2015.

论文官网地址:https://doi.org/10.1016/j.eswa.2015.10.038