What Is An Intractable Problem?

by | Last updated on January 24, 2024

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From a computational complexity stance, intractable problems are problems for which there exist no efficient algorithms to solve them . Most intractable problems have an algorithm – the same algorithm – that provides a solution, and that algorithm is the brute-force search.

What are tractable and intractable problems?

Tractable Problem: a problem that is solvable by a polynomial-time algorithm . ... Intractable Problem: a problem that cannot be solved by a polynomial-time al- gorithm. The lower bound is exponential.

Which is an example of an intractable problem?

Travelling Salesman Problem

One example of an intractable problem, you have to travel from the starting city to all cities on the map and back to the starting city, for the lowest cost.

What does intractable mean in statistics?

Intractable Problem: a problem that cannot be solved by a polynomial-time algorithm . ... If a distribution is in a closed-form expression, the probability of this distribution can definitely be calculated in polynomial-time, which, in the world of academia, means the distribution is tractable.

Are intractable problems NP hard?

(intuitively) it is at least as hard as every problem in NP. are known for any NP-hard problem. halting problem are both NP-hard. intractable .

What makes something intractable?

Intractable Problems. From a computational complexity stance, intractable problems are problems for which there exist no efficient algorithms to solve them . Most intractable problems have an algorithm – the same algorithm – that provides a solution, and that algorithm is the brute-force search.

What does tractable mean?

1 : capable of being easily led, taught, or controlled : docile a tractable horse. 2 : easily handled, managed, or wrought : malleable.

What does intractable mean in medical terms?

Intractable essentially means difficult to treat or manage . This type of pain isn’t curable, so the focus of treatment is to reduce your discomfort. The condition is also known as intractable pain disease, or IP.

What does not intractable mean?

1 : not easily governed, managed, or directed intractable problems. 2 : not easily relieved or cured intractable pain. 3 : not easily manipulated or shaped intractable metal.

What algorithms are used to solve tractable problems?

computational complexity

So-called easy, or tractable, problems can be solved by computer algorithms that run in polynomial time ; i.e., for a problem of size n, the time or number of steps needed to find the solution is a polynomial function of n.

What is an intractable person?

adjective. not easily controlled or directed ; not docile or manageable; stubborn; obstinate: an intractable disposition.

What does intractable pain mean?

When a health care practitioner certifies a patient for intractable pain, they are certifying the patient meets this definition, “ pain whose cause cannot be removed and, according to generally accepted medical practice, the full range of pain management modalities appropriate for this patient has been used without ...

Are all intractable problems Decidable?

Problems that can be solved in theory (given large but finite time), but which in practice take too long for their solutions to be useful, are known as intractable problems. Problems that are decidable but require a large amount of time to solve them.

How do you prove NP-hard problems?

To prove that problem A is NP-hard, reduce a known NP-hard problem to A. In other words, to prove that your problem is hard, you need to describe an ecient algorithm to solve a dierent problem , which you already know is hard, using an hypothetical ecient algorithm for your problem as a black-box subroutine.

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.

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).

Amira Khan
Author
Amira Khan
Amira Khan is a philosopher and scholar of religion with a Ph.D. in philosophy and theology. Amira's expertise includes the history of philosophy and religion, ethics, and the philosophy of science. She is passionate about helping readers navigate complex philosophical and religious concepts in a clear and accessible way.