Tropical Circuit Complexity - Stasys Jukna

Tropical Circuit Complexity

Limits of Pure Dynamic Programming

(Autor)

Buch | Softcover
IX, 129 Seiten
2023 | 1st ed. 2023
Springer International Publishing (Verlag)
978-3-031-42353-6 (ISBN)
48,14 inkl. MwSt
This book presents an enticing introduction to tropical circuits and their use as a rigorous mathematical model for dynamic programming (DP), which is one of the most fundamental algorithmic paradigms for solving combinatorial, discrete optimization problems. 
In DP, an optimization problem is broken up into smaller subproblems that are solved recursively. Many classical DP algorithms are pure in that they only use the basic (min,+) or (max,+) operations in their recursion equations. In tropical circuits, these operations are used as gates. Thanks to the rigorous combinatorial nature of tropical circuits, elements from the Boolean and arithmetic circuit complexity can be used to obtain lower bounds for tropical circuits, which play a crucial role in understanding the limitations and capabilities of these computational models. This book aims to offer a toolbox for proving lower bounds on the size of tropical circuits.
In this work, the reader will find lower-bound ideas and methods that have emerged in the last few years, with detailed proofs. Largely self-contained, this book is meant to be approachable by graduate students in mathematics and computer science with a special interest in circuit complexity.

lt;b>Stasys Jukna is an Affiliated Researcher at Vilnius University, Lithuania. His research interests lie between mathematics and theoretical computer sciences, with a focus on proving lower bounds on circuit complexity. Dr. Jukna has authored numerous books, including "Extremal Combinatorics" and "Boolean Function Complexity," published by Springer.

Chapter. 1. Basics.- Chapter. 2. Combinatorial Bounds.- Chapter. 3. Rectangle Bounds.- Chapter. 4. Bounds for Approximating Circuits.- Chapter. 5. Tropical Branching Programs.- Chapter. 6. Extended Tropical Circuits.

Erscheinungsdatum
Reihe/Serie SpringerBriefs in Mathematics
Zusatzinfo IX, 129 p. 19 illus.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Gewicht 225 g
Themenwelt Mathematik / Informatik Informatik Theorie / Studium
Mathematik / Informatik Mathematik Angewandte Mathematik
Schlagworte Arithmetic Circuit • Boolean circuit • combinatorial optimization • Dynamic Programming • Lower Bounds • tropical semiring
ISBN-10 3-031-42353-4 / 3031423534
ISBN-13 978-3-031-42353-6 / 9783031423536
Zustand Neuware
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