Tractability

Tractability

by Youssef HamadiLucas Bordeaux and Pushmeet Kohli
Epub (Kobo), Epub (Adobe)
Publication Date: 10/11/2015

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Classical computer science textbooks tell us that some problems are 'hard'. Yet many areas, from machine learning and computer vision to theorem proving and software verification, have defined their own set of tools for effectively solving complex problems. Tractability provides an overview of these different techniques, and of the fundamental concepts and properties used to tame intractability. This book will help you understand what to do when facing a hard computational problem. Can the problem be modelled by convex, or submodular functions? Will the instances arising in practice be of low treewidth, or exhibit another specific graph structure that makes them easy? Is it acceptable to use scalable, but approximate algorithms? A wide range of approaches is presented through self-contained chapters written by authoritative researchers on each topic. As a reference on a core problem in computer science, this book will appeal to theoreticians and practitioners alike.

ISBN:
9781107720558
9781107720558
Category:
Algorithms & data structures
Format:
Epub (Kobo), Epub (Adobe)
Publication Date:
10-11-2015
Language:
English
Publisher:
Cambridge University Press

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