Existent solution to the linear system Ax=b

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SUMMARY

The discussion centers on the linear system Ax=b, where A is a symmetric matrix and vector c spans the null-space of A. It is established that if vector b is not orthogonal to c, then the solution to the system does not exist. This conclusion is derived from the properties of the null-space, specifically that any vector u in the null-space satisfies Au=0, leading to the implication that the rank of A is insufficient to provide a solution when b is not orthogonal to c.

PREREQUISITES
  • Understanding of symmetric matrices and their properties
  • Knowledge of null-space and its implications in linear algebra
  • Familiarity with concepts of orthogonality and vector decomposition
  • Basic principles of rank and nullity in linear transformations
NEXT STEPS
  • Study the implications of the Rank-Nullity Theorem in linear algebra
  • Explore the concept of orthogonal complements in vector spaces
  • Learn about the properties of symmetric matrices and their eigenvalues
  • Investigate methods for determining the existence of solutions in linear systems
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Students and professionals in mathematics, particularly those focusing on linear algebra, as well as engineers and data scientists dealing with systems of equations and matrix theory.

onako
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Suppose that the linear system Ax=b is given for some symmetric A, and it is known that vector c spans the null-space of A.

How could one formally show that if b is not orthogonal to c, the solution to the system Ax=b does not exist?
To remind you, the null-space of A contains all vectors u for which Au=0.
 
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Think about

(Ax)^T c

where x is an arbitrary vector and c spans the null-space.
 
That would imply x^T Ac=x0=0. How do you relate this to the above problem?
 
onako said:
Suppose that the linear system Ax=b is given for some symmetric A, and it is known that vector c spans the null-space of A.

How could one formally show that if b is not orthogonal to c, the solution to the system Ax=b does not exist?
To remind you, the null-space of A contains all vectors u for which Au=0.

Hey onako.

I'm assuming A is nxn (since you said it is symmetric). From this if c spans the null-space it must be an n-dimensional column vector.

From this you can use the decomposition argument that a basis can be broken into something and its perpendicular element (some books write it as v_perp + v = basis). Your zero vector c is perpendicular to b if you wish to have full rank.

If this is not the case, then you can show that you don't have full rank and that a solution should not exist. For specifics you should look at rank nullity, and for the v_perp + v = basis thingy, this is just a result of core linear algebra with spanning, dimension, and orthogonality.
 
onako said:
That would imply x^T Ac=x0=0. How do you relate this to the above problem?

Doesn't this imply that Ax is perpendicular to c?
 

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