articleIEEE Circuits and Systems MagazineJan 1, 2006Closed access

Ensemble based systems in decision making

Rowan University

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Abstract

In matters of great importance that have financial, medical, social, or other implications, we often seek a second opinion before making a decision, sometimes a third, and sometimes many more. In doing so, we weigh the individual opinions, and combine them through some thought process to reach a final decision that is presumably the most informed one. The process of consulting "several experts" before making a final decision is perhaps second nature to us; yet, the extensive benefits of such a process in automated decision making applications have only recently been discovered by computational intelligence community. Also known under various other names, such as multiple classifier systems, committee of…

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Topics & keywords

Keywords
  • Computer science
  • Machine learning
  • Boosting (machine learning)
  • AdaBoost
  • Artificial intelligence
  • Classifier (UML)
  • Ensemble learning
  • Voting
UN Sustainable Development Goals
  • Peace, Justice and strong institutions
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