Dynamic Programming Multi-Objective Combinatorial Optimization

Michal Mankowski, Mikhail Moshkov (Autoren)

Buch | Hardcover

XIV, 214 Seiten

2021
Springer International Publishing (Verlag)
978-3-030-63919-8 (ISBN)

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This book introduces a fairly universal approach to the design and analysis of exact optimization algorithms for multi-objective combinatorial optimization problems. It proposes the circuits without repetitions representing the sets of feasible solutions along with the increasing and strictly increasing cost functions as a model for such problems. The book designs the algorithms for multi-stage and bi-criteria optimization and for counting the solutions in the framework of this model.
As applications, this book studies eleven known combinatorial optimization problems: matrix chain multiplication, global sequence alignment, optimal paths in directed graphs, binary search trees, convex polygon triangulation, line breaking (text justification), one-dimensional clustering, optimal bitonic tour, segmented least squares, optimization of matchings in trees, and 0/1 knapsack problem.
The results presented are useful for researchers in combinatorial optimization. This book is also useful as the basis for graduate courses.

Introduction.- Circuits Without Repetitions. Main Tools.- Combinatorial Optimization Problems. Conventional Circuits.- Multi-Stage and Bi-Criteria Optimization of Matchings in Trees.- Combinatorial Optimization Problems. Syntactical Circuits.- Index.

"Each chapter has its own reference list. It is noteworthy that much of the material presented here has previously been published by the authors and other collaborators in journal papers. The book thus presents this work within a unified framework, which makes the work of the authors more accessible to other researchers." (Matthias Ehrgott, Mathematical Reviews, May, 2022)

“Each chapter has its own reference list. It is noteworthy that much of the material presented here has previously been published by the authors and other collaborators in journal papers. The book thus presents this work within a unified framework, which makes the work of the authors more accessible to other researchers.” (Matthias Ehrgott, Mathematical Reviews, May, 2022)

Erscheinungsdatum	01.03.2021
Reihe/Serie	Studies in Systems, Decision and Control
Zusatzinfo	XIV, 214 p. 67 illus.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	512 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Technik
Schlagworte	Circuits • Dynamic Programming • Global Sequence Alignment • Matrix Chain Multiplication • Multi-objective Combinatorial Optimization
ISBN-10	3-030-63919-3 / 3030639193
ISBN-13	978-3-030-63919-8 / 9783030639198
Zustand	Neuware