A Tutorial on the Cross-Entropy Method

نویسندگان

  • Pieter-Tjerk de Boer
  • Dirk P. Kroese
  • Shie Mannor
  • Reuven Y. Rubinstein
چکیده

The cross-entropy (CE) method is a new generic approach to combinatorial and multi-extremal optimization and rare event simulation. The purpose of this tutorial is to give a gentle introduction to the CE method. We present the CE methodology, the basic algorithm and its modifications, and discuss applications in combinatorial optimization and machine learning.

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عنوان ژورنال:
  • Annals OR

دوره 134  شماره 

صفحات  -

تاریخ انتشار 2005