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In mathematics, the '''minimum ''k''-cut''', is a [[combinatorial optimization]] problem that requires finding a set of edges whose removal would partition the graph to ''k'' connected components. These edges are referred to as '''''k''-cut'''. The goal is to find the minimum-weight ''k''-cut. This partitioning can have applications in [[VLSI]] design, [[data-mining]], [[finite elements]] and communication in [[parallel computing]].
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==Formal definition==
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Given an undirected graph ''G''&nbsp;=&nbsp;(''V'',&nbsp;''E'') with an assignment of weights to the edges ''w'':&nbsp;''E''&nbsp;&rarr;&nbsp;''N'' and an integer ''k''&nbsp;&isin;&nbsp;{2,&nbsp;3,&nbsp;&hellip;,&nbsp;|''V''|}, partition ''V'' into ''k'' disjoint sets ''F''&nbsp;=&nbsp;{''C''<sub>1</sub>,&nbsp;''C''<sub>2</sub>,&nbsp;&hellip;,&nbsp;''C''<sub>''k''</sub>} while minimizing
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: <math>\sum_{i=1}^{k-1}\sum_{j=i+1}^k\sum_{\begin{smallmatrix} v_1 \in C_i \\ v_2 \in C_j \end{smallmatrix}} w ( \left \{ v_1, v_2 \right \} )</math>
 
For a fixed ''k'', the problem is [[polynomial time]] solvable in ''O''(|''V''|<sup>''k''<sup>2</sup></sup>).<ref>{{harvnb|Goldschmidt|Hochbaum|1988}}.</ref> However, the problem is [[NP-complete]] if ''k'' is part of the input.<ref>{{harvnb|Garey|Johnson|1979}}</ref> It is also NP-complete if we specify <math>k</math> vertices and ask for the minimum <math>k</math>-cut which separates these vertices among each of the sets.<ref>[http://www.jstor.org/stable/3690374?seq=13], which cites [http://citeseer.ist.psu.edu/viewdoc/summary?doi=10.1.1.13.6534]</ref>
 
==Approximations==
Several [[approximation algorithms]] exist with an approximation of 2&nbsp;&minus;&nbsp;2/''k''. A simple [[greedy algorithm]] that achieves this approximation factor computes a [[minimum cut]] in each connected components and removes the lightest one. This algorithm requires a total of ''n''&nbsp;&minus;&nbsp;1 [[max flow]] computations. Another algorithm achieving the same guarantee uses the [[Gomory–Hu tree]] representation of minimum cuts. Constructing the Gomory&ndash;Hu tree requires ''n''&nbsp;&minus;&nbsp;1 max flow computations, but the algorithm requires an overall ''O''(''kn'') max flow computations. Yet, it is easier to analyze the approximation factor of the second algorithm.<ref>{{harvnb|Saran|Vazirani|1991}}.</ref><ref>{{harvnb|Vazirani|2003|pp=40&ndash;44}}.</ref>
 
If we restrict the graph to a metric space, meaning a [[complete graph]] that satisfies the [[triangle inequality]], and enforce that the output partitions are each of pre-specified sizes, the problem is approximable to within a factor of &nbsp;3 for any fixed&nbsp;''k''.<ref>{{harvnb|Guttmann-Beck|Hassin|1999|pp=198&ndash;207}}.</ref>
 
==See also==
* [[Maximum cut]]
* [[Minimum cut]]
 
==Notes==
<references />
 
==References==
* {{citation
  | first1=O.
  | last1=Goldschmidt
  | first2=D. S.
  | last2=Hochbaum
  | title=Proc. 29th Ann. IEEE Symp. on Foundations of Comput. Sci.
  | publisher=IEEE Computer Society
  | year=1988
  | pages=444&ndash;451 }}
* {{citation
  | first1=M. R.
  | last1=Garey
  | first2=D. S.
  | last2=Johnson
  | title=Computers and Intractability: A Guide to the Theory of NP-Completeness
  | publisher = W.H. Freeman
  | year=1979
  | isbn = 0-7167-1044-7 }}
* {{citation
  | first1=H.
  | last1=Saran
  | first2=V.
  | last2=Vazirani
  | contribution=Finding ''k''-cuts within twice the optimal
  | contribution-url=http://www.cc.gatech.edu/~vazirani/k-cut.ps
  | title=Proc. 32nd Ann. IEEE Symp. on Foundations of Comput. Sci
  | publisher=IEEE Computer Society
  | year=1991
  | pages=743&ndash;751 }}
* {{citation
  | last = Vazirani
  | first = Vijay V.
  | authorlink = Vijay Vazirani
  | title = Approximation Algorithms
  | publisher = Springer
  | year = 2003
  | location = Berlin
  | isbn = 3-540-65367-8 }}
* {{citation
  | last1 = Guttmann-Beck
  | first1 = N.
  | last2 = Hassin
  | first2 = R.
  | contribution = Approximation algorithms for minimum ''k''-cut
  | contribution-url = http://www.math.tau.ac.il/~hassin/k_cut_00.pdf
  | title = Algorithmica
  | year = 1999
  | pages = 198&ndash;207 }}
* {{citation
  | last1 = Comellas
  | first1 = Francesc
  | last2 = Sapena
  | first2 = Emili
  | title = A multiagent algorithm for graph partitioning. Lecture Notes in Comput. Sci.
  | year = 2006
  | volume = 3907
  | pages = 279&ndash;285
  | issn = 0302-9743
  | doi= 10.1007/s004530010013
  | journal = Algorithmica
  | issue = 2
  | url=http://www-ma4.upc.es/~comellas/evocomnet06/CoSa06-EvoCOMNET06.html}}
* {{citation
| last1=Crescenzi | first1=Pierluigi
| last2=Kann | first2=Viggo
| last3=Halldórsson | first3=Magnús
| last4=Karpinski | first4=Marek | authorlink4=Marek Karpinski
| last5=Woeginger | first5=Gerhard
| title=A Compendium of NP Optimization Problems
| contribution=Minimum k-cut
| url=http://www.csc.kth.se/~viggo/wwwcompendium/node90.html
| year=2000 }}
 
[[Category:NP-complete problems]]
[[Category:Combinatorial optimization]]
[[Category:Computational problems in graph theory]]
[[Category:Approximation algorithms]]

Revision as of 08:59, 19 February 2014

Hellо from Poland. I'm glad to came here.

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I was also born in Krakow 28 years ago. Married іn April 2010.\ո I'm working at the cߋllege.
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