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Multi-objectivization in Evolutionary Algorithms

für 71.10€ kaufen ··· 9783845428543 ··· 10361133556 ···
Multi-objectivization is the process of reformulating a single-objective problem into a multi-objective problem and solving it with a multi-objective method in order to provide a solution to the original single-objective problem. This work investigates Evolutionary Algorithms (EAs) in both a general categorical sense and as they are applied to multi-objectivization. A diversity classification framework for EAs is proposed. Furthermore, multi-objectivization techniques are examined. Through study of an abstract problem, job-shop scheduling problems, and the Traveling Salesman Problem, principles governing the design decisions for multi-objectivization are identified. Two ways in which multi-objectivization creates beneficial search results are theorized. Prevalent multi-objectivization techniques are compared both analytically and through these experiments. A third, more general version of the studied techniques is proposed with results showing robust performance across a variety of computational budgets.
Hersteller: LAP Lambert Academic Publishing
Marke: LAP Lambert Academic Publishing
EAN: 9783845428543
Kat: Hardcover/Naturwissenschaften, Medizin, Informatik, Technik/Informatik, EDV/Anwendungs-Software
Lieferzeit: Sofort lieferbar
Versandkosten: Ab 20¤ Versandkostenfrei in Deutschland
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5: Ab 20¤ Versandkostenfrei in Deutschland
6: LAP Lambert Academic Publishing
7: Multi-objectivization in Evolutionary Algorithms
:::: Hardcover/Naturwissenschaften, Medizin, Informatik, Technik/Informatik, EDV/Anwendungs-Software
···· Rheinberg-Buch.de - Bücher, eBooks, DVD & Blu-ray
···· aufgenommen: 09.10.2020 · 16:12:55
···· & überprüft: 13.11.2020 · 01:01:15
: objectivization : Evolutionary : Algorithms :

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