Erschienen: 19.04.2018 Abbildung von Aboueisha / Amin / Chikalov | Extensions of Dynamic Programming for Combinatorial Optimization and Data Mining | 1st ed. 2019 | 2018

Aboueisha / Amin / Chikalov

Extensions of Dynamic Programming for Combinatorial Optimization and Data Mining

lieferbar ca. 10 Tage als Sonderdruck ohne Rückgaberecht

149,79 €

inkl. Mwst.

auch verfügbar als eBook (PDF) für 142.79 €

1st ed. 2019 2018. Buch. 296 S. Book. Hardcover

Springer International Publishing. ISBN 978-3-319-91838-9

Format (B x L): 15.9 x 24.1 cm

Gewicht: 605 g

In englischer Sprache

Produktbeschreibung

Dynamic programming is an efficient technique for solving optimization problems. It is based on breaking the initial problem down into simpler ones and solving these sub-problems, beginning with the simplest ones. A conventional dynamic programming algorithm returns an optimal object from a given set of objects. This book develops extensions of dynamic programming, enabling us to (i) describe the set of objects under consideration; (ii) perform a multi-stage optimization of objects relative to different criteria; (iii) count the number of optimal objects; (iv) find the set of Pareto optimal points for bi-criteria optimization problems; and (v) to study relationships between two criteria. It considers various applications, including optimization of decision trees and decision rule systems as algorithms for problem solving, as ways for knowledge representation, and as classifiers; optimization of element partition trees for rectangular meshes, which are used in finite element methods for solving PDEs; and multi-stage optimization for such classic combinatorial optimization problems as matrix chain multiplication, binary search trees, global sequence alignment, and shortest paths. The results presented are useful for researchers in combinatorial optimization, data mining, knowledge discovery, machine learning, and finite element methods, especially those working in rough set theory, test theory, logical analysis of data, and PDE solvers. This book can be used as the basis for graduate courses.

Gesamtwerk

Die 8. Auflage ist wieder auf sechs Bände angelegt. Darin finden sich übersichtlich und in systematischer Gliederung Vertragsmuster aus der Feder erfahrener Experten. Jedem dieser Muster folgen Anmerkungen, mit denen der dem Vertragsentwurf zu Grunde liegende Sachverhalt und die Gründe für die Wahl des spezifischen Formulars erläutert werden.

Autoren

  • Dieses Set enthält folgende Produkte:
      Auch in folgendem Set erhältlich:
      • nach oben

        Ihre Daten werden geladen ...