TY - GEN
T1 - A comprehensive survey on fitness landscape analysis
AU - Pitzer, Erik
AU - Affenzeller, Michael
N1 - Copyright:
Copyright 2021 Elsevier B.V., All rights reserved.
PY - 2012
Y1 - 2012
N2 - In the past, the notion of fitness landscapes has found widespread adoption. Many different methods have been developed that provide a general and abstract framework applicable to any optimization problem. We formally define fitness landscapes, provide an in-depth look at basic properties and give detailed explanations and examples of existing fitness landscape analysis techniques. Moreover, several common test problems or model fitness landscapes that are frequently used to benchmark algorithms or analysis methods are examined and explained and previous results are consolidated and summarized. Finally, we point out current limitations and open problems pertaining to the subject of fitness landscape analysis.
AB - In the past, the notion of fitness landscapes has found widespread adoption. Many different methods have been developed that provide a general and abstract framework applicable to any optimization problem. We formally define fitness landscapes, provide an in-depth look at basic properties and give detailed explanations and examples of existing fitness landscape analysis techniques. Moreover, several common test problems or model fitness landscapes that are frequently used to benchmark algorithms or analysis methods are examined and explained and previous results are consolidated and summarized. Finally, we point out current limitations and open problems pertaining to the subject of fitness landscape analysis.
UR - http://www.scopus.com/inward/record.url?scp=82255165236&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-23229-9_8
DO - 10.1007/978-3-642-23229-9_8
M3 - Conference contribution
SN - 9783642232282
T3 - Studies in Computational Intelligence
SP - 161
EP - 191
BT - Recent Advances in Intelligent Engineering Systems
A2 - Fodor, Janos
A2 - Klempous, Ryszard
A2 - Araujo, Carmen Paz Suarez
PB - Springer
ER -