DocumentCode
2195712
Title
Simple explanation of the no free lunch theorem of optimization
Author
Ho, Yu-chi ; Pepyne, David L.
Author_Institution
Div. of Eng. & Appl. Sci., Harvard Univ., Cambridge, MA, USA
Volume
5
fYear
2001
fDate
2001
Firstpage
4409
Abstract
The no free lunch theorem of optimization (NFLT) is an impossibility theorem telling us that a general-purpose universal optimization strategy is impossible, and the only way one strategy can outperform another is if it is specialized to the structure of the specific problem under consideration. Since virtually all decision and control problems can be cast as optimization problems, an appreciation of the NFLT and its consequences is essential for control engineers. We present a framework for conceptualizing optimization problems that leads useful insights and a simple explanation of the NFLT
Keywords
matrix algebra; optimisation; general-purpose universal optimization strategy; impossibility theorem; no free lunch theorem; Centralized control; Contracts; Mathematics; Military computing; Space exploration; Traveling salesman problems;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2001. Proceedings of the 40th IEEE Conference on
Conference_Location
Orlando, FL
Print_ISBN
0-7803-7061-9
Type
conf
DOI
10.1109/.2001.980896
Filename
980896
Link To Document