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4 - Classical Complexity Classes

from Part II - Concepts and Techniques

Published online by Cambridge University Press:  18 April 2019

Iris van Rooij
Affiliation:
Radboud Universiteit Nijmegen
Mark Blokpoel
Affiliation:
Radboud Universiteit Nijmegen
Johan Kwisthout
Affiliation:
Radboud Universiteit Nijmegen
Todd Wareham
Affiliation:
Memorial University of Newfoundland
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Summary

In this chapter we introduce the classical complexity classes P and NP, where P consists of decision problems that are solvable in polynomial time and NP consists of decision problems for which yes-instances are verifiable in polynomial time. We show that the latter problem class contains many problems for which it is conjectured that no polynomial-time algorithm exists. We introduce the formal notions of NP-hardness and NP-completeness to show that a problem is as least as hard as the hardest problems in NP, and we describe why NP-hard problems are considered to be intractable (i.e., not computable in polynomial time). We explain how one can prove that a problem is a member of either P or NP, and how one can use the technique of polynomial-time reduction, introduced and practiced in Chapter 3, to prove NP-hardness and NP-completeness.

Type
Chapter
Information
Cognition and Intractability
A Guide to Classical and Parameterized Complexity Analysis
, pp. 78 - 107
Publisher: Cambridge University Press
Print publication year: 2019

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