What is Complete: Definition and 404 Discussions

In computational complexity theory, a problem is NP-complete when:

a brute-force search algorithm can solve it, and the correctness of each solution can be verified quickly, and
the problem can be used to simulate any other problem with similar solvability.The name "NP-complete" is short for "nondeterministic polynomial-time complete". In this name, "nondeterministic" refers to nondeterministic Turing machines, a way of mathematically formalizing the idea of a brute-force search algorithm. Polynomial time refers to an amount of time that is considered "quick" for a deterministic algorithm to check a single solution, or for a nondeterministic Turing machine to perform the whole search. "Complete" refers to the property of being able to simulate everything in the same complexity class.
More precisely, each input to the problem should be associated with a set of solutions of polynomial length, whose validity can be tested quickly (in polynomial time), such that the output for any input is "yes" if the solution set is non-empty and "no" if it is empty. The complexity class of problems of this form is called NP, an abbreviation for "nondeterministic polynomial time". A problem is said to be NP-hard if everything in NP can be transformed in polynomial time into it even though it may not be in NP. Conversely, a problem is NP-complete if it is both in NP and NP-hard. The NP-complete problems represent the hardest problems in NP. If any NP-complete problem has a polynomial time algorithm, all problems in NP do. The set of NP-complete problems is often denoted by NP-C or NPC.
Although a solution to an NP-complete problem can be verified "quickly", there is no known way to find a solution quickly. That is, the time required to solve the problem using any currently known algorithm increases rapidly as the size of the problem grows. As a consequence, determining whether it is possible to solve these problems quickly, called the P versus NP problem, is one of the fundamental unsolved problems in computer science today.
While a method for computing the solutions to NP-complete problems quickly remains undiscovered, computer scientists and programmers still frequently encounter NP-complete problems. NP-complete problems are often addressed by using heuristic methods and approximation algorithms.

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  1. PainterGuy

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    Hi, I have a basic knowledge of chemistry from high school days. I remember once being told that a neutral hydrogen has one electron in its shell but it wants to complete its outer shell by having two electrons, and this makes hydrogen atom to create bonds with other atoms. Likewise, a...
  2. mark_bose

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  3. M

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    Proof: Suppose for the sake of contradiction that ## aa_{i}\equiv aa_{j}\pmod {n} ## for some ## i,j\in\mathbb{Z} ## such that ## 1\leq i<j\leq n ##. Then ## aa_{i}\equiv aa_{j}\pmod {n}\implies n\mid (aa_{i}-aa_{j})\implies n\mid [a(a_{i}-a_{j})] ##. Note that ## n\mid b ## if ## n\mid (ab) ##...
  4. rudransh verma

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  5. G

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  6. N

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  7. D

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  8. R

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  9. karush

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    $\left[ \begin{array}{rrrr|r} 1& -5& 4& 0&0\\ 0& 1& 0& 1&0\\ 0& 0& 3& 0&0\\ 0& 0& 0& 2&0 \end{array}\right] $ OK my first move on this is $r_3/3$ and $r_4/2$. $\left[ \begin{array}{rrrr|r} 1& -5& 4& 0&0\\ 0& 1& 0& 1&0\\ 0& 0& 1& 0&0\\ 0& 0& 0& 1&0 \end{array}\right]$ $r_2-r_4=r_2\quad$ doesn't...
  10. T

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  11. M

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  12. binbagsss

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  13. DaveC426913

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  14. Look

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  15. K

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  16. K

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  17. F

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  18. karush

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  19. K

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  20. K

    I Proof of 'Any Finite Dimensional Unitary Space is Complete'?

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  21. I

    What will be the complete equation for an oxide of a metal?

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  22. R

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  23. T

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  24. cromata

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  25. W

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  26. scoutdjp2012

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  27. Mr Davis 97

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  28. T

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  29. Math Amateur

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  30. Sainvictus

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  31. P

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  32. P

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  33. T

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  34. D

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  35. Cocoleia

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  36. Cocoleia

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  37. I

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  38. binbagsss

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  39. alexmahone

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  40. M

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  41. joshua cruwys

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  42. karush

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  43. karush

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  44. karush

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  45. A

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  46. C

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  47. K

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  48. RoboNerd

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  49. G

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  50. W

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