Journal of Systems Engineering and Electronics ›› 2009, Vol. 31 ›› Issue (12): 3007-3012.

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Survey of diversity researches on classifier ensembles

ZHANG Hong-da, WANG Xiao-dan, HAN Jun, XU Hai-long   

  1. The Missile Inst., Air Force Engineering Univ., Sanyuan 713800, China
  • Online:2009-12-24 Published:2010-01-03

Abstract:

Diversity is an important concept in ensemble learning and researches on diversity are the foundation of ensemble learning. To the classification problems, progress of ensemble diversity are investigated on three aspects, i.e. diversity measurements, relationship between ensemble diversity and ensemble performance and the application of diversity in optimization of classifier ensembles. Based on going deep into existing works, some resolutions for problems in existence are presented.

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