General Solution to a Singular System (or no solution)

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Discussion Overview

The discussion revolves around the conditions under which a singular matrix can yield a general solution or no solution in the context of linear equations represented by matrix equations. It explores the implications of singularity in both homogeneous and non-homogeneous systems.

Discussion Character

  • Technical explanation
  • Debate/contested

Main Points Raised

  • One participant notes that a singular matrix indicates that there will be at least one row of zeroes after row reduction, suggesting the presence of free variables and potentially infinite solutions.
  • Another participant argues that the presence of a row of zeroes in the augmented matrix, with a non-zero entry in the corresponding position of vector b, indicates an inconsistent system with no solutions.
  • A further reply clarifies that the conditions for having no solution or a general solution depend on the relationship between the zero rows of the coefficient matrix and the entries of the augmented matrix.
  • A participant expresses a desire to provide an example system to illustrate their point, indicating a need for clarity in presenting matrix equations.

Areas of Agreement / Disagreement

Participants express differing views on how to interpret the implications of a singular matrix in relation to the existence of solutions, with no consensus reached on the conditions for general solutions versus no solutions.

Contextual Notes

The discussion does not resolve the specific conditions under which a singular matrix leads to a general solution or no solution, and participants rely on different interpretations of the relationships between the coefficient matrix and the augmented matrix.

MurdocJensen
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When I realize that I am going to have a singular matrix (after exhausting row swap options and maybe even some elimination steps) what about the matrix tells me whether or not I can have a general solution?
 
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Your question is sparse on details, so I'll answer what I think you're asking. Let's say we have these matrix equations:
Ax = 0
Ax = b

In both equations I'm assuming that A is a square, noninvertible matrix (i.e., |A| = 0).

Because |A| = 0, row reducing A will yield at least one row whose entries are all zero. This means that we have a system of equations with fewer equation than variables, meaning that at least one variable is free, so there are an infinite number of solutions for x.

If we represent the second matrix equation by an augmented matrix, row reducing A will still yield at least one row of zeroes on the left side of the augmented matrix. If the element of b that corresponds to that zero row is not zero, that row of the augmented matrix represents the equation
0x1 + 0x2 + ... + 0xn = bk, which has no solution. In this case, the system of equations is inconsistent.
 
Nothing about the coefficient matrix tells you that! If you are talking about the "augmented" matrix, where you have added the vector "b" (assuming your equation is Ax= b) as an additional column to the coefficient matrix, then the fact that the coefficient matrix is singular tells you that a row reduction will reduce the last row of the coefficient matrix to all "0"s. If there exist a row of the row-reduced augmented matrix where all entries except the last are "0" and the last column is not, there is NO solution. If, whenever all entries in a row, up to the last column, are "0" the last column entry in that row is also, then there exist an infinite number of solutions (so you can find a "general solution").
 
quickreply: i want to post an example system. anyone know how to type and copy matrices?
 

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