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{{Expert-subject|Mathematics|date=March 2011}}
In [[mathematics]], a '''balanced matrix''' ''B'' is a 0-1 matrix that does not contain any square submatrix of odd order having row and column sum equal to 2.


Balanced matrices are important in linear programs such as the [[set partitioning problem]], as they are naturally integer. 0-1 [[Totally unimodular]] matrices are a subset of balanced matrices, and balanced matrices are a subset of [[perfect matrix|perfect matrices]], therefore any matrix that is totally unimodular is also balanced, however a balanced matrix may not necessarily be [[totally unimodular]].


The following matrix is a 3 order 2-cycle forbidden submatrix:
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:<math>\begin{bmatrix}
1 & 0 & 1\\
1 & 1 & 0\\
0 & 1 & 1\\
\end{bmatrix}</math>
 
The following matrix is a balanced matrix as it does not contain the above nor any other odd order 2-cycle submatrix:
:<math>B=\begin{bmatrix}
1 & 1 & 1 & 1\\
1 & 1 & 0 & 0\\
1 & 0 & 1 & 0\\
1 & 0 & 0 & 1\\
\end{bmatrix}</math>
 
The following matrix is a 5 order forbidden submatrix:
:<math>\begin{bmatrix}
1 & 0 & 0 & 0 & 1\\
1 & 1 & 0 & 0 & 0\\
0 & 1 & 1 & 0 & 0\\
0 & 0 & 1 & 1 & 0\\
0 & 0 & 0 & 1 & 1\\
\end{bmatrix}</math>
 
==Subsequence count==
{{citation needed|date=August 2012}}An alternative method of identifying a balanced matrix that is also a zero-one matrix is through the subsequence count, where the subsequence count ''SC'' of any row s of matrix ''A'' is
 
:'''SC''' = |{''t'' | [''a''<sub>''sj''</sub>&nbsp;=&nbsp;1, ''a''<sub>''ij''</sub>&nbsp;=&nbsp;0 for ''s''&nbsp;<&nbsp;''i''&nbsp;<&nbsp;''t'', ''a''<sub>''tj''</sub>&nbsp;=&nbsp;1], ''j''&nbsp;=&nbsp;1,&nbsp;...,&nbsp;''n''}|
If a matrix ''A'' has SC(''s'')&nbsp;≤&nbsp;1 for all rows ''s''&nbsp;=&nbsp;1,&nbsp;...,&nbsp;''m'', then ''A'' has a unique subsequence, is totally unimodular<ref>Ryan &amp; Falkner 1988</ref> and therefore also balanced. Note that this condition is sufficient but not necessary for ''A'' to be balanced.
 
== Notes ==
{{Reflist}}
 
== References ==
*{{Citation
  | last = Berge
  | first = C.
  | year = 1972
  | title = Balanced Matrices
  | publisher = Centre National de Recherche Scientifique
  | location = Paris, France}}
 
*{{Citation
  | last1 = Ryan | first1 = D. M.
  | last2 = Falkner | first2 = J. C.
  | year = 1988
  | title = On the integer properties of scheduling set partitioning models
  | doi = 10.1016/0377-2217(88)90233-0
  | journal = European Journal of Operational Research
  | volume = 35 | issue = 3 | pages = 442–456}}
 
{{DEFAULTSORT:Balanced Matrix}}
[[Category:Matrices]]

Latest revision as of 00:42, 12 December 2014


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They have great suspension that fits the need of both amateur and professional bikers. You always have to be ready while riding your bike. The tube sits next to your mouth so you can sip as you ride. It is pretty incredible how much of a significant difference Haro mountain bike can have, of course you have to think about certain factors. If you really want a quality bike which will hold up to the rough terrain with out costing a fortune, this is a great choice.

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