What Makes A Problem NP-complete?

by | Last updated on January 24, 2024

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A problem is called NP (nondeterministic polynomial) if its solution can be guessed and verified in polynomial time; nondeterministic means that no particular rule is followed to make the guess. If a problem is NP and

all other NP problems

How do you prove a problem is NP-complete?

Suppose X is solvable in polytime, and let Y be any problem in NP. We can solve Y in polynomial time: reduce it to X. Therefore, every problem in NP has a polytime algorithm and

P = NP

. then X is NP-complete.

Are problems in P NP-complete?

NP-hard problems are those at least as hard as NP problems; i.e., all NP problems can be reduced (in polynomial time) to them. … If any NP-complete problem is in P, then it would follow that

P = NP

. However, many important problems have been shown to be NP-complete, and no fast algorithm for any of them is known.

Can NP problems be solved?

If an NP-complete problem can be

solved in polynomial time

then all problems in NP can be solved in polynomial time. If a problem in NP cannot be solved in polynomial time then all problems in NP-complete cannot be solved in polynomial time. Note that an NP-complete problem is one of those hardest problems in NP.

Which of the following problem is NP-complete?

Explanation:

Hamiltonian circuit, bin packing, partition problems

are NP complete problems.

What is NP-hard problem with example?

An example of an NP-hard problem is

the decision subset sum problem

: given a set of integers, does any non-empty subset of them add up to zero? That is a decision problem and happens to be NP-complete.

What does it mean if Q is NP-hard?

A problem is NP-hard if an algorithm for solving it can be translated into one for solving any NP- problem (nondeterministic polynomial time) problem. NP-hard therefore means “at

least as hard as any NP-problem

,” although it might, in fact, be harder.

What happens if P vs NP is solved?

If P equals NP,

every NP problem would contain a hidden shortcut

, allowing computers to quickly find perfect solutions to them. But if P does not equal NP, then no such shortcuts exist, and computers’ problem-solving powers will remain fundamentally and permanently limited.

What is N and P NP-complete problems?

P is a set of problems that can be solved by a deterministic Turing machine in Polynomial time.

NP is set of decision problems

that can be solved by a Non-deterministic Turing Machine in Polynomial time. … NP-complete problems are the hardest problems in the NP set.

Which type of problem may be NP-hard?

A problem is NP-hard if all problems in

NP are polynomial time reducible to it

, even though it may not be in NP itself. If a polynomial time algorithm exists for any of these problems, all problems in NP would be polynomial time solvable.

How do you solve NP-hard problems?

NP-Hard problems(say X) can be solved if and only if there is a NP-Complete problem(say Y) that can be reducible into X in polynomial time. NP-Complete problems can be solved by

a non-deterministic Algorithm/Turing Machine in polynomial time

. To solve this problem, it do not have to be in NP .

Is chess an NP problem?

For two-player games, one encounters a similar phenomenon at a higher level of complexity. … For this reason games like

chess cannot themselves be NP-complete

, as they only have a finite (albeit unthinkably large) number of possible positions.

Is Travelling salesman problem NP-complete?

Traveling Salesman Optimization(TSP-OPT) is a NP-hard problem and

Traveling Salesman Search(TSP) is NP-complete

. However, TSP-OPT can be reduced to TSP since if TSP can be solved in polynomial time, then so can TSP-OPT(1).

Are NP hard problems solvable?

This is known as Cook’s theorem. What makes NP-complete problems important is that if a deterministic polynomial time algorithm can be found to solve one of them,

every NP problem is solvable in polynomial time

(one problem to rule them all).

How many NP-complete problems are there?

This list is in no way comprehensive (there are

more than 3000 known NP-complete problems

). Most of the problems in this list are taken from Garey and Johnson’s seminal book Computers and Intractability: A Guide to the Theory of NP-Completeness, and are here presented in the same order and organization.

Why is knapsack problem NP hard?

the time needed increases in exponential term, so it’s a NPC problem. This is because the knapsack problem

has a pseudo-polynomial solution

and is thus called weakly NP-Complete (and not strongly NP-Complete).

Leah Jackson
Author
Leah Jackson
Leah is a relationship coach with over 10 years of experience working with couples and individuals to improve their relationships. She holds a degree in psychology and has trained with leading relationship experts such as John Gottman and Esther Perel. Leah is passionate about helping people build strong, healthy relationships and providing practical advice to overcome common relationship challenges.