How does Jordan form connect to the kernel of a matrix?

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The discussion focuses on the relationship between the kernel of a matrix and its Jordan form. Specifically, it highlights that the kernel of the operator A - λI, where A is a square matrix and λ is an eigenvalue, reveals the structure of the Jordan blocks. The dimension of the kernel, dim kernel(A - λI)^k, is crucial for understanding how many Jordan blocks correspond to each eigenvalue. If the dimension equals the algebraic multiplicity for all eigenvalues, the matrix can be diagonalized, indicating that each Jordan block is one-dimensional. This connection is essential for solving problems related to matrix diagonalization and Jordan canonical form.
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For some of my homework exercises, the lecturer has specified the values for a kernel of a square matrix minus the scalar product of the eigenvector and the identity matrix.

Mathematically, I am given

kernel(A - λI) = some integer value where A is a nxn square matrix

lambda is the eigenvalue obtained from the characteristic polynomial

I is the identity matrix

My question is, what is the logical and mathematical connection between kernel(A - λI) and finding the equivalent jordan block ?
 
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The kernel of an operator (or matrix) is a vectorspace. The operator transforms the elements of the kernel to the null vector. For the Jordan form, the following dimensions should be known

dim kernel (A-λI)k,

where k=1...r and r is the algebraic multiplicity of λ.

For k=1,

dim kernel (A-λI)

gives the number of blocks of λ in the J form.

If and only if,

dim kernel (A-λI)=r

for all λ, then the matrix can be diagonalized, since each block is 1-dimensional.
 
I am studying the mathematical formalism behind non-commutative geometry approach to quantum gravity. I was reading about Hopf algebras and their Drinfeld twist with a specific example of the Moyal-Weyl twist defined as F=exp(-iλ/2θ^(μν)∂_μ⊗∂_ν) where λ is a constant parametar and θ antisymmetric constant tensor. {∂_μ} is the basis of the tangent vector space over the underlying spacetime Now, from my understanding the enveloping algebra which appears in the definition of the Hopf algebra...

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