What Makes A Problem NP-complete?

by Leah JacksonLast updated on January 24, 2024Relationships4 min read
Education

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 is a relationships writer covering dating, friendships, family dynamics, and communication skills for healthier connections.

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