Title: A unification of the prevalent views on exploitation, exploration, intensification and diversification
Authors: Francois Fagan; Jan H. Van Vuuren
Addresses: Department of Logistics, Stellenbosch University, Private Bag XI, Matieland 7602, South Africa ' Department of Logistics, Stellenbosch University, Private Bag XI, Matieland 7602, South Africa
Abstract: Terms such as exploitation, exploration, intensification and diversification are routinely employed in the metaheuristic literature to explain empirical runtime performance. Six prevalent views on exploitation and exploration are identified in the literature, each expressing a different aspect of these notions. The consistency and meaningfulness of these views are substantiated by their deducibility from the proposed novel definitions of exploitation and exploration, based on the hypothetical construct of a probable fitness landscape. This unifies, and thereby clarifies, the terminology and understanding of metaheuristics.
Keywords: exploitation; exploration; intensification; diversification; fitness landscape; definitions; metaheuristics; metamodelling; empirical runtime performance; metaheuristic literature.
International Journal of Metaheuristics, 2013 Vol.2 No.3, pp.294 - 327
Available online: 13 Sep 2013 *Full-text access for editors Access for subscribers Purchase this article Comment on this article