Wednesday, 20 August 2014

linear algebra - Symmetric diagonally dominant matrix



Suppose I have a real, symmetric, n×n matrix A such that the following conditions hold:




1) All diagonal elements aii are strictly positive.



2) All off-diagonal elements aij are non-positive.



3) The sum of the elements in each row (and therefore also in each column since A is symmetric) is nonnegative. Moreover, there exists at least one row where this sum is strictly positive.



Does it follow, then, that A has full rank?


Answer



If I'm not mistaken,

A=(2100120000110011)
gives a counter-example (for n4, since it can be extended adding an identity matrix block of size n4).
Indeed




  • aii{1,2} so aii>0.

  • The extra-diagonal elements are 0 or 1, hence non-positive.

  • The sum of the rows are either 1 or 0 hence non-negative.


  • The sums of the elements of the first row is 1 which is positive.

  • A is symmetric.


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