Aggregation of classifiers ensemble using local discriminatory power and quantiles
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- 作者：Bartosz Swiderskia ; swidersb@iem.pw.edu.pl" class="auth_mail" title="E-mail the corresponding author ; jbswiderski@wp.pl" class="auth_mail" title="E-mail the corresponding author ; Stanislaw Osowskib ; c ; sto@iem.pw.edu.pl" class="auth_mail" title="E-mail the corresponding author ; Michal Kruka ; michal_kruk@sggw.pl" class="auth_mail" title="E-mail the corresponding author ; Walid Barhoumid ; walid.barhoumi@laposte.net" class="auth_mail" title="E-mail the corresponding author
- 关键词：Ensemble of classifiers ; Dynamic classifier selection ; Quantiles ; Data mining ; Machine learning ; Melanoma
- 刊名：Expert Systems with Applications
- 出版年：2016
- 出版时间：15 March 2016
- 年：2016
- 卷：46
- 期：Complete
- 页码：316-323
- 全文大小：936 K
文摘
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We developed new method of integrating classifiers in an ensemble based on quantiles.
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We have shown superiority of our solution on the benchmark problems.
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We have applied this solution to recognition of melanoma and proved its superiority.