Addition to a random matrix element

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SUMMARY

The discussion centers on the properties of square matrices where the sum of elements in each row and column equals zero, resulting in singular matrices. Participants explore the implications of adding +1 to a random element in such matrices and the probability of the resulting matrix remaining singular. It is established that while the probability of singularity is zero for 2x2 matrices, the situation becomes more complex for larger matrices. The consensus indicates that if the matrix is known, one can evaluate all cases or apply algorithms to determine singularity, but if the matrix is randomly distributed, the probability of remaining singular is likely zero.

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  • Familiarity with linear algebra concepts, particularly row and column operations
  • Knowledge of probability theory as it relates to random variables
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  • Research methods for evaluating matrix singularity, such as determinant calculations
  • Learn about random matrix theory and its implications on matrix properties
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ekkilop
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Hi all!

I have no application in mind for the following question but it find it curious to think about:

Say that we have a square matrix where the sum of the elements in each row and each column is zero. Clearly such a matrix is singular. Suppose that no row or column of the matrix is the zero vector and that no row or column has just a single non-zero element -1.

If we add +1 to a random element in our matrix, is there a way to estimate the probability that this new matrix will be singular? If not generally (and I hardly believe it is possible in the general case), is there any special case of a matrix in which such an estimate is obtainable? It is of course clear that the probability is zero for a 2x2 matrix, but how about for larger matrices?

Any idea would be interesting to hear. Thank you!
 
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ekkilop said:
Say that we have a square matrix where the sum of the elements in each row and each column is zero. Clearly such a matrix is singular.
Okay.

and that no row or column has just a single non-zero element -1.
That follows from the sum condition.

If we add +1 to a random element in our matrix, is there a way to estimate the probability that this new matrix will be singular?
If you know the matrix: Sure, just check all cases (or use some better algorithm).
If the matrix is not known, is it distributed randomly in some way?

Singular matrices are a special case (they have 1 degree of freedom less). If there is no special reason why you expect them, the probability is probably 0.
 

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