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NP hard





Encyclopedia results for NP hard

  1. NP-hard

    , and NP hard set of problems NP hard NP complexity non deterministic polynomial time hard , in computational ... problems in NP . A problem H is NP hard if and only if there is an NP complete problem L that is polynomial ... , and solves L in polynomial time, if the subroutine call takes only one step to compute. NP hard problems ..., also problem H is at least as hard as NP, but H does not have to be in NP and hence does not have ... to H by polynomial Turing reduction If there is a polynomial algorithm for any NP hard problem, then there are polynomial algorithms for all problems in NP, and hence P NP If P NP, then NP hard problems have no solutions in polynomial time, while P NP does not resolve whether the NP hard problems can ... is NP hard. A common mistake is to think that the NP in NP hard stands for non polynomial . Although it is widely suspected that there are no polynomial time algorithms for NP hard problems, this has ... be solved in polynomial time. Examples An example of an NP hard problem is the decision subset sum ... problem , and happens to be NP complete. Another example of an NP hard problem is the optimization ... hard but not NP complete, for example the halting problem . This is the problem which asks given a program .... It is easy to prove that the halting problem is NP hard but not NP complete . For example, the Boolean ... the halting problem, in general, is Undecidable problem undecidable . There are also NP hard problems ... unless NP PSPACE . Alternative definitions An alternative definition of NP hard that is often used restricts NP hard to decision problem s and then uses polynomial time many one reduction instead of Turing reduction. So, formally, a language L is NP hard if L sup sup NP, L sup sup L. If it is also ... decision problem the one that accepts everything and its complement would provably not be in NP hard ... The NP family naming system is confusing NP hard problems are not all NP, despite having NP as the prefix ... to the class NP NP hard At least as hard as the hardest problems in NP. Such problems need not be in NP ...   more details



  1. NP

    tocright NP may refer to Locations NP postcode area , Newport, United Kingdom NP, country code for Nepal ISO 3166 1 alpha 2 country code .np , the country code top level domain ccTLD for Nepal NP, anabbreviation for Ngee Ann Polytechnic , Singapore N.P The an abbreviation for Nichols Point , Australia Health, science, technology and mathematics NP complexity , Nondeterministic Polynomial, a computational complexity class NP complete , a class of decision problems NP hard , a class of problems in computational complexity Co NP , a complexity class Np, or Neper , a dimensionless unit N sub p sub , Power number , a dimensionless number Np, the chemical symbol for Neptunium Nasopharyngeal airway , an adjunct to airway management NP lemma, or Neyman Pearson lemma NP or Norma Portuguesa , a Portuguese technical standard Nucleoside phosphorylase , an enzyme p n junction NP junction or PN junction , the simplest electronic device, used to make diodes and transistors Number Portability , the ability to retain one s phone number when changing telecommunication carriers in Europe Nurse practitioner , a registered nurse who has completed advanced nursing education New Proposal or new work item proposal , a stage in standardization process used by International Organization for Standardization Language, literature, magazines, and games NP novel NP novel , a book by Japanese author Banana Yoshimoto Noun phrase in grammar Nintendo Power , a magazine published by Future US in North America. Transportation AAR reporting mark for the Northern Pacific Railway Disambiguation cs NP de NP es NP eo Np fa NP fr NP ko NP it NP he NP sw NP lv NP lt NP nl NP ja NP no NP pl Np pt NP ro NP ru NP sr Np fi Np sv NP olika betydelser th NP vi NP zh NP ...   more details



  1. .np

    Infobox Top level domain name .np background CCF image Image Dotnp.jpg .NP registration for your life, for your business 240px introduced 1995 type Country code top level domain status Active registry Mercantile Communications Pvt. Ltd. sponsor Mercantile Communications Pvt. Ltd. intendeduse Entities connected with NEP actualuse Used in Nepal restrictions Local presence requirement names must be based on company organization or brand name structure Registrations are made at the third level beneath various second level names document http www.register.com.np terms and conditions.asp Terms and conditions disputepolicy website http www.register.com.np .np domain registration .np is the Internet country code top level domain ccTLD for Nepal . Second level domains The following is a list of the most common second level domains. A more exhaustive list can be found in the http register.mos.com.np cctlds.asp registrars website .com.np .edu.np .gov.np .mil.np .net.np .org.np .name.np Registrations require a local presence in Nepal for registration. Registrations are also expected to be for names based directly on a company or organization name, or a product brand name. External links http www.iana.org root whois np.htm IANA .np whois information http www.register.com.np .np domain registration website CcTLD DEFAULTSORT NP Category Country code top level domains Category Nepalese media Category Communications in Nepal Compu domain stub af .np ar .np ast .np az .np be .np be x old .np bs .np bg .np cv .np cs .np cy .np da .np de .np et .np el .np es .np eo .np eu .np fa .np fr .np xal .np ko .np hy .np hr .np bpy . id .np is .np it .np krc .np ka .np lv .np lb .np hu .np ms .np nl .np ja .np ce .np no .np oc .np uz .np nds .np pl .np pt .np ro .np ru .np sah .np sq .np sk .np sr .np sh .np fi .np sv Toppdom n N tl .np tt .np th .np tg .np tr .np tk .np uk .np ur Np. vi .np fiu vro .np war .np yo .np diq .np zh .np ...   more details



  1. NP-complete

    File P np np complete np hard.svg thumb 300px right Euler diagram for P complexity P , NP complexity NP , NP complete, and NP hard set of problems In computational complexity theory , the complexity class NP complete abbreviated NP C or NPC is a class of decision problem s. A decision problem L is NP complete if it is in the set of NP complexity NP problems so that any given solution to the decision problem can be verified in polynomial time , and also in the set of NP hard problems so that any NP ... 2 is said to be NP hard , whether or not it satisfies condition 1. A consequence of this definition ... in P nor NP complete, though it is in NP. This is an example of a problem that is thought to be hard ... spanning tree . On the other hand, there are NP problems with at most one solution that are NP hard ... s theorem Strongly NP complete P NP problem NP hard References Reflist Cite book last Garey first ... is Hard, Even to Approximate http for.mat.bham.ac.uk R.W.Kaye minesw ordmsw.htm Minesweeper is NP ... a solution in the first place indeed, the most notable characteristic of NP complete problems is that no fast ..., determining whether or not it is possible to solve these problems quickly, called the P versus NP ... science today. While a method for computing the solutions to NP complete problems using a reasonable ... s still frequently encounter NP complete problems. NP complete problems are often addressed by using approximation algorithm s. Formal overview NP complete is a subset of NP complexity NP , the set of all decision problems whose solutions can be verified in polynomial time NP may be equivalently defined ... machine . A problem p in NP is also in NPC if and only if every other problem in NP can be transformed into p in polynomial time. NP complete can also be used as an adjective problems in the class NP complete are known as NP complete problems. NP complete problems are studied because the ability to quickly verify solutions to a problem NP seems to correlate with the ability to quickly solve that problem ...   more details



  1. NP-equivalent

    In computational complexity theory , the complexity class NP equivalent is the set of function problem s that are both NP easy and NP hard . ref harvtxt Garey Johnson 1979 , p. 117, 120. ref NP equivalent is the analogue of NP complete for function problem s. For example, the problem FIND SUBSET SUM is in NP equivalent. Given a set of integer s, FIND SUBSET SUM is the problem of finding some nonempty subset of the integers that adds up to zero or returning the empty set if there is no such subset . This optimization problem is similar to the decision problem subset sum problem SUBSET SUM . Given a set of integers, SUBSET SUM is the problem of finding whether there exists a subset summing to zero. SUBSET SUM is NP complete. To show that FIND SUBSET SUM is NP equivalent, we must show that it is both NP hard and NP easy. Clearly it is NP hard. If we had a Black box systems black box that solved FIND SUBSET SUM in unit time, then it would be easy to solve SUBSET SUM. Simply ask the black box to find the subset that sums to zero, then check whether it returned a nonempty set. It is also NP easy. If we had a black box that solved SUBSET SUM in unit time, then we could use it to solve FIND SUBSET SUM. If it returns false , we immediately return the empty set. Otherwise, we visit each element in order and remove it provided that SUBSET SUM would still return true after we remove it. Once we ve visited every element, we will no longer be able to remove any element without changing the answer from true to false at this point the remaining subset of the original elements must sum to zero. This requires us to note that later removals of elements do not alter the fact that removal of an earlier element changed the answer from true to false . In pseudocode function FIND SUBSET SUM set S if not SUBSET SUM S return for each x in S if SUBSET SUM S x S S x return S Another well known NP ... Np Equivalent Category Complexity classes de NP quivalenz pt NP equivalente ...   more details



  1. NP (complexity)

    Why some NP problems are hard to solve Because of the many important problems in this class, there have ...File P np np complete np hard.svg thumb 300px right Euler diagram for P complexity P , NP complexity NP , NP complete NP complete , and NP hard set of problems. The existence of problems within NP but outside both P and NP complete, under this assumption, was Ladner s theorem established by Ladner . ref ... ACM site . ref In computational complexity theory , NP is one of the most fundamental complexity class es. The abbreviation NP refers to Nondeterministic algorithm nondeterministic polynomial time . Intuitively, NP is the set of all decision problem s for which the instances where the answer is yes ... formal definition, NP is the set of decision problem s where the yes instances can be decided in polynomial ... class P complexity P is contained in NP , but NP contains many important problems, the hardest of which are called NP complete NP complete problems, for which no polynomial time algorithms are known ... in complexity theory, the P NP problem P NP problem , asks whether such algorithms actually exist for NP complete, and by corollary, all NP problems. It is widely believed that this is not the case. ref name poll cite journal author William I. Gasarch title The P ?NP poll. journal SIGACT News volume ... 1052796.1052804 format PDF accessdate 2008 12 29 ref Formal definition The complexity class NP can be defined in terms of NTIME as follows math mbox NP bigcup k in mathbb N mbox NTIME n k . math Alternatively, NP can be defined using deterministic Turing machines as verifiers. A formal language language L is in NP if and only if there exist polynomials p and q , and a deterministic Turing machine ... q x , M x,y 0 Introduction Many natural computer science problems are covered by the class NP . In particular ... in NP . Verifier based definition In order to explain the verifier based definition of NP ..., and in fact the subset sum problem is NP complete. However, notice that, if we are given a particular ...   more details



  1. Co-NP

    lowercase unsolved computer science Is NP co NP ? In computational complexity theory , co NP is a complexity class . A problem math mathcal X math is a member of co NP if and only if its complement complexity complement math overline mathcal X math is in the complexity class NP complexity NP . In simple terms, co NP is the class of problems for which efficiently verifiable proofs of no instances, sometimes called counterexamples, exist. An example of an NP complete problem is the subset sum problem ... is in co NP and asks given a finite set of integers, does every non empty subset have a nonzero sum ... is easily verified. P , the class of polynomial time solvable problems, is a subset of both NP and co NP. P is thought to be a strict subset in both cases and demonstrably cannot be strict in one case but not the other . NP and co NP are also thought to be unequal. ref cite book first John E. last ... Wesley location Boston year 2000 isbn 0201441241 Chap. 11. ref If so, then no NP complete problem can be in co NP and no co NP complete problem can be in NP. This can be shown as follows. Assume that there is an NP complete problem that is in co NP. Since all problems in NP can be reduced to this problem it follows that for all problems in NP we can construct a non deterministic Turing machine that decides the complement of the problem in polynomial time, i.e., NP is a subset of co NP. From this it follows that the set of complements of the problems in NP is a subset of the set of complements of the problems in co NP, i.e., co NP is a subset of NP. Since we already knew that NP is a subset of co NP it follows that they are the same. The proof for the fact that no co NP complete problem can be in NP is symmetrical. If a problem can be shown to be in both NP and co NP, that is generally accepted as strong evidence that the problem is probably not NP complete since otherwise NP co NP . An example of a problem which is known to be in NP and in co NP is integer factorization given ...   more details



  1. NP-easy

    In computational complexity theory complexity theory , the complexity class NP easy is the set of function problem s that are solvable in polynomial time by a deterministic Turing machine with an oracle machine oracle for some decision problem in NP complexity NP . In other words, a problem X is NP easy if and only if there exists some problem Y in NP such that X is polynomial time Turing reduction polynomial time Turing reducible to Y. ref harvtxt Garey Johnson 1979 , p. 117, 120. ref This means that given an oracle machine oracle for Y, there exists an algorithm that solves X in polynomial time possibly by repeatedly using that oracle . NP easy is another name for FP sup NP sup see the function problem article or for F sub 2 sub P see the polynomial hierarchy article . An example of an NP easy problem is the problem of sorting a list of strings. The decision problem is string A greater than string B is in NP. There are algorithms such as Quicksort that can sort the list using only a polynomial number of calls to the comparison routine, plus a polynomial amount of additional work. Therefore, sorting is NP easy. There are also more difficult problems that are NP easy. See NP equivalent for an example. The definition of NP easy uses a Turing reduction rather than a many one reduction because the answers to problem Y are only TRUE or FALSE, but the answers to problem X can be more general. Therefore, there is no general way to translate an instance of X to an instance of Y with the same answer. Notes reflist References Garey Johnson . DEFAULTSORT Np Easy Category Complexity classes de NP leicht pt NP f cil zh NP ...   more details



  1. NP-intermediate

    In computational complexity , problems that are in the complexity class NP complexity NP but are neither in the class P complexity P nor NP complete are called NP intermediate , and the class of such problems is called NPI . Ladner s theorem , shown in 1975 by Richard Ladner, ref cite journal first Richard last Ladner title On the Structure of Polynomial Time Reducibility journal Journal of the ACM JACM volume 22 issue 1 year 1975 pages 155 171 doi 10.1145 321864.321877 ref is a result asserting that, if P NP problem P &ne NP , then NPI is not empty that is, NP contains problems that are neither in P nor NP complete . Since the other direction is trivial, we can say that P NP if and only if NPI is empty. Under the assumption that P &ne NP, Ladner explicitly constructs a problem in NPI, however this problem is artificial and otherwise uninteresting. It is an open question whether any natural problem has the same property. Some problems that are considered good candidates for being NP intermediate are the graph isomorphism problem , integer factorization factoring , and computing the discrete logarithm . Another problem in NP that is not known to be in P or NP complete is the circuit minimization minimum circuit size problem MCSP . Unlike the above problems, MCSP is believed to be in NP complete. However, proving as much via a many one reduction will imply circuit lower bounds for E complexity E unless NP is contained in SUBEXP, which is a violation of the exponential time hypothesis . Therefore, proving that MCSP is in NP complete is considered outside of current techniques. ref Citation first Valentine last Kabanets author link first2 Jin Yi last2 Cai contribution Circuit ... complexity section5.ps Basic structure, Turing reducibility and NP hardness Lance Fortnow, http ... NP completeness Dead link date September 2011 DEFAULTSORT Np Intermediate Category Complexity classes de Satz von Ladner it NP Intermedio pl Problem NP po redni ...   more details



  1. Np-chart

    Lowercase Infobox control chart name np chart proposer Walter A. Shewhart subgroupsize n 1 measurementtype Number nonconforming per unit qualitycharacteristictype Attributes data distribution Binomial distribution sizeofshift 1.5 meanchart Np control chart.svg meancenter math n bar p frac sum i 1 m sum j 1 n begin cases 1 & mbox if x ij mbox defective 0 & mbox otherwise end cases m math meanlimits math n bar p pm 3 sqrt n bar p 1 bar p math meanstatistic math n bar p i sum j 1 n begin cases 1 & mbox if x ij mbox defective 0 & mbox otherwise end cases math In statistical process control statistical quality control , the np chart is a type of control chart used to monitor the number of Nonconformity quality nonconforming units in a Sample statistics sample . It is an adaptation of the p chart and used in situations where personnel find it easier to interpret process performance in terms of concrete numbers of units rather than the somewhat more abstract proportion. ref cite book last Montgomery first Douglas title Introduction to Statistical Quality Control publisher John Wiley & Sons , Inc. year 2005 location Hoboken, New Jersey pages 279 url http www.eas.asu.edu masmlab montgomery isbn 9780471656319 oclc 56729567 ref The np chart differs from the p chart in only the three following aspects The control limits are math n bar p pm 3 sqrt n bar p 1 bar p math , where n is the sample size and math bar p math is the estimate of the long term process mean established during control chart setup. The number nonconforming np , rather than the fraction nonconforming p , is plotted against the control limits. The sample size, math n math , is constant. See also p chart References reflist DEFAULTSORT Np Chart Category Quality control tools Category Statistical charts and diagrams id Diagram np ...   more details



  1. NP (novel)

    Infobox Book name NP title orig translator Ann Sherif image Image Banana yoshimoto npusa1.jpg 200px image caption 1st edition Japanese author Banana Yoshimoto illustrator cover artist country Japan language Japanese language Japanese series genre Novel publisher Kadokawa Shoten release date 1990 in literature 1990 english release date 1994 in literature 1994 media type Print Hardcover Hardback pages 194 pp isbn 0 8021 1545 4 dewey 895.6 35 20 congress PL865.O7138 N713 1994 oclc 29255351 preceded by English Kitchen novel followed by English Lizard novel NP is a novel written by Japan Japanese author Banana Yoshimoto in 1990 in literature 1990 and translated into English language English in 1994 in literature 1994 by Ann Sherif . Plot summary spoiler this content was copied over from Kitchen, and has been commented out to be replaced subsequently with specific content about this novel. Literary significance & criticism Although one may notice a certain Western influence in Yoshimoto s style, Kitchen is still critically recognised as an example of contemporary Japanese literature The Independent , The Times and the New Yorker have all reviewed the novel favourably. Book information NP English edition by Banana Yoshimoto Hardcover ISBN 0 8021 1545 4, published by Grove Press Paperback ISBN 0 671 89826 4, published by Washington Square Press References references Category 1990 novels Category Novels by Banana Yoshimoto 1990s novel stub ko N P ja N P it N.P. ...   more details



  1. CD-NP

    Multiple issues orphan February 2012 cleanup March 2011 no footnotes March 2011 CD NP chimeric natriuretic peptide is a novel natriuretic peptide developed by the Mayo Clinic as a potential treatment for heart failure . ref name McKie McKie et al. 2010 CD NP An innovative designer natriuretic peptide activator of particulate guanylyl cyclase receptors for cardiorenal disease. Curr Heart Fail Rep. 7 93 99 ref ref name Lisy Lisy et al. 2008 Design, synthesis and actions of a novel chimeric natriuretic peptide CD NP. J Am Coll Cardiol 52 60 68 ref ref name Dickey Dickey et al. 2008 Novel bifuncitonal natriuretic peptides as potential therapeutics. J Biol Chem 283 35003 35009 ref CD NP is created by the fusion of the 15 amino acid C terminus of Dendroaspis natriuretic peptide DNP with the full C type Natriuretic Peptide CNP structure ref name Lisy both peptide which are endogenous to humans. This peptide chimera is a dual activator of the natriuretic peptide receptors NPR A and NPR B and therefore exhibits the natriuresis natriuretic and diuretic properties of DNP, as well as the antiproliferative and antifibrotic properties of CNP. ref name McKie ref name Dickey Molecular Problem Fibrosis When faced with pressure overload, the heart attempts to compensate with a number of structural alterations including hypertrophy of cardiomyocytes and increase of extracellular matrix ECM proteins. ref Bonnin et al 1981 Collagen synthesis and content in right ventricular hypertrophy in the dog ... of heart failure . Molecular Mechanism of CD NP As CD NP interacts with both NRP A and NRP B, this drug has antifibrotic potential. ref name McKie Binding of CD NP to NRP B elicits an antifibrotic ... seen with endogenous CNP. Additionally, in vitro study of human fibroblasts demonstrates that CD NP ... SJ. A novel designer natriuretic peptide CD NP suppresses TGF beta 1 induced collagen type I production ... combined effects of CNP and DNP, CD NP treatment results in a reduction in stress on the heart ...   more details



  1. Hard

    wiktionarypar hard hardness Hard or Hardness may refer to Hardness , resistance of physical materials to change under force Hard water , water with a high mineral content NP hard , a term used in Computational complexity theory Hard, Austria , a town in Austria Hard Z rich , a quarter in Z rich Hard tennis , a type of tennis court Hard music festival , concerts and live events Hard, or hard on, a slang term for an erection Hard nautical , a firm or paved beach or slope convenient for hauling vessels out of the water Hayward Area Recreation and Park District , abbreviated H.A.R.D. Music Hard band , a Hungarian hard rock supergroup Hard Brainpower album Hard Brainpower album Hard Gang of Four album Hard Gang of Four album Hard Jagged Edge album Hard Jagged Edge album Hard song Hard song , by Rihanna Disambig cs Tvrdost de Hard Begriffskl rung fr Hard it Hard nl Hard no Hardhet pt Hard ro Hard uk Hard ...   more details



  1. Hard for It

    Infobox Album See Wikipedia WikiProject Albums Name Hard For It Type Studio Artist Cutty Ranks Cover Cutty Ranks Hard For It.jpg Released 2006 ref name vibes cite web url http www.reggae vibes.com rev sin hardfori.htm title Cutty Ranks Hard for It Review accessdate 2007 12 30 work Reggae Vibes.com ref Recorded Genre Length Label Walboomers Records ref name vibes Producer Reviews Last album This album Hard For It Next album Hard For It is an album by Cutty Ranks . The song 20 Inch was recorded in several versions, including a version with vocals by Master P . Track listing Talli Talli Remix feat. Kobra Khan What Dem Fighting For Dirty Mind Hard For It 20 Inch Mega Mix feat. Kobra Khan Head Mistress Dem A Eat Gal Strange Feeling Who Give Di Orders Wise Up Better Day Holiday Take Me Away feat. Emereld Guilty feat. A20 Turn Me On feat. Flave I Congratulate You Move To The Gal Dem 20 Inch References references http www.reggae vibes.com rev sin hardfori.htm Reggae Vibes review http www.juno.co.uk products 259011 01.htm entry at Juno.uk.co Category 2006 albums Category Cutty Ranks albums ...   more details



  1. It's Hard

    Use British English date May 2011 Use dmy dates date May 2011 Infobox album Name It s Hard Type studio Artist The Who Cover The who its hard album.jpg Released 4 September 1982 Recorded June 1982, Turn Up Down Studio at Glyn Johns home in Surrey , England Genre Rock music Rock Length 46 29 Language English language English Label Polydor Records Polydor UK br Warner Bros. Records Warner Bros. Original ... It s Hard br 1982 Next album Endless Wire The Who album Endless Wire br 2006 Misc Singles Name It s Hard ... date 1982 Single 3 It s Hard Single 3 date 1983 Album reviews rev1 Allmusic rev1score Rating 2 5 ref ... url http www.rollingstone.com music reviews album 3045 22014 title It s Hard & 124 Album Reviews publisher Rolling Stone date 1982 09 30 accessdate 2012 02 25 ref noprose yes It s Hard is the tenth ..., and finish by saying the album s name It s Hard . Live performances Just over half of this album ... also came during the same concert with the last performance of Athena . It s Hard was played the entire ... played once, on 6 October 1982 at the Rosemont Horizon in Chicago , in place of It s Hard . This was because ... 3 39 Cooks County 3 51 It s Hard 3 47 Dangerous Entwistle 3 36 Eminence Front 5 39 Side two li value ... reissue of It s Hard added four live tracks recorded on the last show of The Who s The Who Tour 1982 1982 tour , on 17 December in Toronto . li value 13 It s Hard 4 56 Eminence Front 5 37 Dangerous ..., and Keith Moon It s Hard Bot generated title ref style text align center 28 UK Singles Chart ... center 38 Eminence Front Billboard Mainstream Rock ref name multiple style text align center 5 It s Hard ... It s Hard artist The Who award Gold autocat yes region United States type album certification Table Bottom format 2col References Reflist External links http www.thewho.net linernotes It sHard.htm It s Hard ... Category Warner Bros. Records albums cs It s Hard de It s Hard es It s Hard fr It s Hard it It s Hard nl It s Hard nn It s Hard pt It s Hard ro It s Hard fi It s Hard sv It s Hard ...   more details



  1. Strongly NP-complete

    is said to be strongly NP hard if a strongly NP complete problem has a polynomial reduction to it in combinatorial optimization, particularly, the phrase strongly NP hard is reserved for problems that are not known to have a polynomial reduction to another strongly NP complete problem. Normally numerical ... does not equal NP, List of knapsack problems Multiple constraints knapsack with two constraints is not strongly NP hard, but has no FPTAS even when the optimal objective is polynomially bounded ref ...In computational complexity , strong NP completeness is a property of computational problems that is a special case of NP complete NP completeness . A general computational problem may have numerical parameters ... parameters. A problem is said to be strongly NP complete strongly NP complete in the strong sense , if it remains ... first2 D. S. authorlink2 David S. Johnson title Strong NP Completeness Results Motivation, Examples ... by the input size. Thus strong NP completeness or NP hardness may also be defined as the NP completeness or NP hardness of this unary version of the problem. For example, bin packing is strongly NP complete while the 0 1 Knapsack problem is only weakly NP complete . Thus the version of bin packing where the object and bin sizes are integers bounded by a polynomial remains NP complete, while ... . While weakly NP complete problems may admit efficient solutions in practice as long as their inputs are of relatively small magnitude, strongly NP complete problems do not admit efficient solutions in these cases. From a theoretical perspective any strongly NP hard optimization problem with a polynomially bounded objective function cannot have an FPTAS unless P    NP ref name vvv ... year 2004 ref . Some strongly NP complete problems may still be easy to solve on average , but it s more likely that difficult instances will be encountered in practice. Unless P NP problem P    NP , there is no fully polynomial time approximation scheme or FPTAS for the strongly NP complete ...   more details



  1. Co-NP-complete

    lowercase In Computational complexity theory complexity theory , computational problems that are co NP complete are those that are the hardest problems in co NP , in the sense that they are the ones most likely not to be in P complexity P . If there exists a way to solve a co NP complete problem quickly, then that algorithm can be used to solve all co NP problems quickly. Each Co NP complete problem is the complement complexity complement of an NP complete problem. There are some problems in both NP and co NP , however it is not known if the sets are equal, although inequality is thought more likely. See co NP and NP complete for more details. Fortune showed in 1979 that if any sparse language is co NP complete or even just co NP hard , then nowrap P NP problem P NP , ref S. Fortune. A note on sparse complete sets. SIAM Journal on Computing , volume 8, issue 3, pp.431 433. 1979. ref a critical foundation for Mahaney s theorem . Formal definition A decision problem C is co NP complete if it is in co NP and if every problem in co NP is polynomial time many one reduction polynomial time many one reducible to it. This means that for every Co NP problem L , there exists a polynomial time algorithm which can transform any instance of L into an instance of C with the same truth value . As a consequence, if we had a polynomial time algorithm for C , we could solve all co NP problems in polynomial time. Example One simple example of a co NP complete problem is Tautology logic tautology , the problem of determining whether a given Boolean algebra logic Boolean formula is a tautology that is, whether every possible assignment of true false values to variables yields a true statement ... NP complete, even though the satisfiability problem is trivial, as every positive Boolean formula is satisfiable. References references ComplexityClasses Category Complexity classes es Co NP completo fr Co NP complet ko Co NP pl Klasa Co NPC pt Co NP completo vi Co NP y ...   more details



  1. Weakly NP-complete

    In computational complexity , an NP complete or NP hard problem is weakly NP complete or weakly NP hard , if there is an algorithm for the problem whose running time is polynomial in the dimension of the problem and the magnitudes of the data involved provided these are given as integers , rather than the base two logarithms of their magnitudes. Such algorithms are technically exponential functions of their input size and are therefore not considered polynomial. For example, the NP hard knapsack problem can be solved by a dynamic programming algorithm requiring a number of steps polynomial in the size of the knapsack and the number of items assuming that all data are scaled to be integers . This algorithm is exponential time since the input sizes of the objects and knapsack are logarithmic in their magnitudes. However, as Garey and Johnson 1979 observed, A pseudo polynomial time pseudo polynomial time algorithm will display exponential behavior only when confronted with instances containing exponentially large numbers, which might be rare for the application we are interested in. If so, this type of algorithm might serve our purposes almost as well as a polynomial time algorithm . The related term strongly NP complete or unary NP complete refers to those problems that remain NP complete even if the data are encoded in unary numeral system unary that is, if the data are small relative to the overall input size . References M. R. Garey and D. S. Johnson. Computers and Intractability a Guide to the Theory of NP Completeness . W.H. Freeman, New York, 1979. L. Hall. http www.esi2.us.es mbilbao complexi.htm Computational Complexity . The Johns Hopkins University. Category Weakly NP complete problems Category Computational complexity theory Category Complexity classes ...   more details



  1. P versus NP problem

    NP , NP complete, and NP hard set of problems Main NP complete To attack the P NP question the concept ... hard problems are those at least as hard as NP complete problems, i.e., all NP problems can be reduced in polynomial time to them. NP hard problems need not be in NP , i.e., they need not have solutions ... doi 10.2307 2580891 ref Also P NP still leaves open the average case complexity of hard problems ... in all instances, to Cryptomania , where P NP and generating hard instances of problems outside ... over instances of NP hard problems. The world where P NP but all problems in NP are tractable ...pp move indef unsolved computer science Is P NP ? Millennium Problems File Complexity classes.svg thumb 250px Diagram of complexity classes provided that P NP . The existence of problems within NP but outside both P and NP complete, under that assumption, was established by NP intermediate Ladner s theorem ... &CFID 15151515&CFTOKEN 6184618 ACM site . ref The P versus NP problem is a major List of unsolved ... , http www.cs.uchicago.edu fortnow papers pnp cacm.pdf The status of the P versus NP problem , Communications ... of questions for which an answer can be verified in polynomial time is called NP complexity NP . Consider ... classes are not the same hence this problem is in NP quickly checkable but not necessarily in P quickly solvable . An answer to the P     NP question would determine whether problems that can ... time. If it turned out that P does not equal NP , it would mean that there are problems in NP such as NP .... Context The relation between the complexity class es P and NP is studied in computational complexity ... for P and NP below that can be solved on a deterministic sequential machine in an amount of time that is polynomial in the size of the input the class NP complexity NP consists of all those decision ... 7.20. ref Clearly, P NP . Arguably the biggest open question in theoretical computer science concerns the relationship between those two classes Is P equal to NP ? In a 2002 poll of 100 researchers ...   more details



  1. ISO 3166-2:NP

    main ISO 3166 2 ISO 3166 2 NP is the entry for Nepal in ISO 3166 2 , part of the ISO 3166 standardization standard published by the International Organization for Standardization ISO , which defines code s for the names of the principal country subdivision subdivision s e.g., province s or state administrative ... of Nepal 14 zones Each code consists of two parts, separated by a hyphen. The first part is tt NP tt ... name English language en tt NP 1 tt Madhyamanchal Central tt NP 2 tt sort MadhyaPashchimanchal Madhya Pashchimanchal Mid Western tt NP 3 tt Pashchimanchal Western tt NP 4 tt Purwanchal Eastern tt NP 5 tt Sudur Pashchimanchal Far Western Zones class wikitable sortable Code Subdivision name Nepalese language ne In development region tt NP BA tt Bagmati Zone Bagmati Madhyamanchal tt 1 tt tt NP BH tt Bheri Zone Bheri Madhya Pashchimanchal tt 2 tt tt NP DH tt Dhawalagiri Zone Dhawalagiri Pashchimanchal tt 3 tt tt NP GA tt Gandaki Zone Gandaki Pashchimanchal tt 3 tt tt NP JA tt Janakpur Zone Janakpur Madhyamanchal tt 1 tt tt NP KA tt Karnali Zone Karnali Madhya Pashchimanchal tt 2 tt tt NP KO tt Kosi Zone Kosi Koshi Purwanchal tt 4 tt tt NP LU tt Lumbini Zone Lumbini Pashchimanchal tt 3 tt tt NP MA tt Mahakali Zone Mahakali Sudur Pashchimanchal tt 5 tt tt NP ME tt Mechi Zone Mechi Purwanchal tt 4 tt tt NP NA tt Narayani Zone Narayani Madhyamanchal tt 1 tt tt NP RA tt Rapti Zone Rapti Madhya Pashchimanchal tt 2 tt tt NP SA tt Sagarmatha Zone Sagarmatha Purwanchal tt 4 tt tt NP SE tt Seti ... codes M O NP Nepal FIPS region codes of Nepal External links http www.statoids.com unp.html Regions of Nepal , Statoids.com ISO 3166 Category ISO 3166 2 NP Category Regions of Nepal ISO 3166 2 Category Zones of Nepal ISO 3166 2 Category Nepal related lists cs ISO 3166 2 NP de ISO 3166 2 NP it ISO 3166 2 NP nl ISO 3166 2 NP no ISO 3166 2 NP sk ISO 3166 2 NP roa tara ISO 3166 2 NP yo ISO 3166 2 NP ...   more details



  1. List of NP-complete problems

    programming NP hard in some cases, P if convex Cost parametric linear programming Feasible basis extension ... Classic Nintendo Games are NP Hard url http arxiv.org pdf 1203.1895v1.pdf date 2012 03 09 ref Tetris ... ref H. Breu and David G. Kirkpatrick . Unit Disk Graph Recognition is NP hard. Comput. Geom. Theory Appl., 9 1 2 3&ndash 24, 1998 ref Many motion planning among polygonal obstacles in the plane are NP hard. Planar partitioning into connected subassemblies Given a set A of non overlapping but possibly ...Here are some of the more commonly known problems that are NP complete when expressed as decision problem s. This list is in no way comprehensive there are more than 3000 known NP complete problems . Most ... A Guide to the Theory of NP Completeness , and are here presented in the same order and organization ... number ref harvtxt Garey Johnson 1979 GT2 ref NP complete special cases include the edge dominating set problem, i.e., the dominating set problem in line graphs. NP complete variants include ... Set ref NP complete special cases include the minimum maximal matching problem, ref harvtxt Garey ... Citation needed reason harvtxt Garey Johnson date November 2010 only mentions NP hardness, not NP ... Garey Johnson date November 2010 only mentions NP hardness, not NP completeness date March 2009 ... author Cormode, Graham title The hardness of the lemmings game, or Oh no, more NP completeness proofs ... name Friedman cite web author Friedman, Erich title Pearl Puzzles are NP complete url http www2.stetson.edu ... Into Two Connected Parts Is NP Complete , Inf. Proc. Letters 55 1995 , 159 165. ref Art gallery ... model ref Barry A. Cipra, The Ising Model Is NP Complete , SIAM News, Vol 33, No 6. ref Circuit satisfiability problem See also Karp s 21 NP complete problems List of PSPACE complete problems Notes ... many NP Complete problems. cite conference last Cook first S.A. authorlink Stephen A. Cook title ... . cite web last Dunne first P.E. title An annotated list of selected NP complete problems publisher ...   more details



  1. Heavy NP shift

    Heavy NP shift is a particular manifestation of shifting linguistics shifting where a heavy noun phrase NP appears in a position to the right of its canonical position under certain circumstances. Although the term is coined according to the tradition of transformational grammar , which describes the process to be done by movement of the NP, the term is also used by linguists who do not believe in transformational grammar. Heaviness is determined by the grammatical complexity. Ross 1967 may have been the first to look at heavy NP shift in some detail. See the article on Shifting linguistics shifting for examples and discussion. References Ross, J. 1967. Constraints on variables in syntax. Ph.D. Dissertation, MIT. Category Syntax ...   more details



  1. (8290) 1992 NP

    8290 1992 NP is a asteroid belt main belt minor planet . It was discovered by Eleanor F. Helin and L. Lee at the Palomar Observatory in San Diego County, California San Diego County , California, on July 2, 1992. ref cite web url http ssd.jpl.nasa.gov sbdb.cgi?sstr 8290 title JPL Small Body Database Browser 8290 1992 NP work Jet Propulsion Laboratory JPL Small Body Database publisher NASA accessdate November 15, 2011 ref See also List of minor planets 8001 9000 References reflist beltasteroid stub MinorPlanets Navigator 8289 An Eefje 8291 Bingham Small Solar System bodies DEFAULTSORT 1992 NP Category Astronomical objects discovered in 1992 Category Discoveries by Eleanor F. Helin Category Main Belt asteroids vi 8290 1992 NP ...   more details



  1. NP Dodge Company

    coord 41 15 44 N 96 02 55 W display title Infobox Company company name NP Dodge Company company logo Image NP Dodge Color.png 180px N.P. Dodge Company company type Privately held company Private foundation Council Bluffs, IA br 1855 as N.P. Dodge location Omaha, Nebraska key people N.P. Dodge Jr, President ... http www.npdodge.com www.npdodge.com The NP Dodge Company is based in Omaha , Nebraska . Established in 1855 as a small land office in Council Bluffs , Iowa , NP Dodge is now the largest full service ... aboutus.cfm About Us . NP Dodge Company. Retrieved 2006 04 30. ref NP Dodge Company is the oldest ... 2008. ref About Subsidiaries of the NP Dodge company include NP Dodge Residential Sales and Land Development. Other areas of the company include http www.neirelo.com NEI Global Relocation , NP Dodge Property Management, NAI NP Dodge , NP Dodge Condo Sales, NP Dodge Title Services, and NP Dodge Builder ... Street of Dreams. ref http www.npdodge.com pressrelease.cfm?dt 20060623163342 NP Dodge Company . Retrieved ... high school and come join him. N.P. worked his way out on a surveying crew in 1853 and together ..., leaving the business management to his brother, N.P. Nathan Phillips Dodge II 1872 1950 joined NP Dodge Company in the early 1900s. His plan was to offer lots as his father did, making it affordable ... development brought the NP Dodge Company to a nationwide status with more than 200 subdivisions .... ref br br N.P. Dodge III 1910 2004 , called Phil, took over the NP Dodge Company in 1950. Eventually, NP Dodge refocused on the Omaha area. Phil expanded the company offerings to include residential ... Legislature , Metropolitan Utilities District Board, and Omaha City Council . br br N.P. Dodge IV 1937 , called Sandy, has taken up the work of his father, maintaining NP Dodge as the oldest ... Foundation Board . ref http www.npdodge.com NPDodge,Jr,CPM NP Dodge Company . Retrieved 4 9 08. ref br br N.P. Dodge V , or Nate, is the 5th generation of the Dodge family. Nate earned his Bachelor ...   more details



  1. NP postcode area

    coord 51.670 2.866 display title region GB scale 100000 Infobox UK postcode area area code NP The NP postcode area , also known as the Newport postcode area ref Royal Mail, Address Management Guide , 2004 ref , is a group of postcode districts around Newport, Wales . The NP7, NP16 and NP25 districts extend across the border into England . Coverage The approximate coverage of the postcode districts postcode area table start NP4 PONTYPOOL Pontypool , Blaenavon , Little Mill , parts of Glascoed Torfaen , Monmouthshire NP7 ABERGAVENNY Abergavenny Monmouthshire, Herefordshire NP8 CRICKHOWELL Crickhowell Powys NP10 NEWPORT Western Newport, including Bassaleg , Duffryn , Rogerstone Newport NP11 NEWPORT North western Newport, including Abercarn , Crumlin, Caerphilly Crumlin , Cwmfelinfach , Risca , Ynysddu Caerphilly county borough Caerphilly NP12 BLACKWOOD Blackwood, Caerphilly Blackwood , Pontllanfraith , Wyllie Caerphilly NP13 ABERTILLERY Abertillery Blaenau Gwent NP15 USK Usk , Raglan, Monmouthshire Raglan Monmouthshire NP16 CHEPSTOW Chepstow , Sedbury , Beachley Monmouthshire, Forest of Dean district Forest of Dean NP18 NEWPORT Eastern Newport, including Caerleon , Langstone , Llanwern , Nash, Newport Nash , Llandegveth Underwood, Newport Underwood Newport, Monmouthshire NP19 NEWPORT Eastern and East Central Newport, including Beechwood, Newport Beechwood , Maindee , St. Julian s, Newport St. Julians , Ringland, Newport Ringland Newport NP20 NEWPORT Western and West Central Newport, including Newport city centre City centre , Pillgwenlly Pill , Maesglas , Crindau , Malpas, Newport Malpas , Bettws, Newport Bettws Newport NP22 TREDEGAR Tredegar , Rhymney Blaenau Gwent NP23 EBBW VALE Ebbw Vale , Brynmawr Blaenau Gwent NP24 NEW TREDEGAR New Tredegar Blaenau Gwent NP25 MONMOUTH ... Cwmbran Torfaen Adjacent areas Adjacent postcode areas area NP E GL S BS W CF NW LD N HR See also ... DEFAULTSORT Np Postcode Area Category Newport Category Postcode areas covering South West England Category ...   more details




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