Proof by induction of block diagonal decomposition of a matrix

Click For Summary
SUMMARY

The discussion centers on the proof by induction of the block diagonal decomposition of a matrix associated with a linear operator ##\mathsf T## on a finite-dimensional vector space ##\mathsf V##. It establishes that if ##\mathsf W_1, \mathsf W_2, \ldots, \mathsf W_k## are ##\mathsf T##-invariant subspaces, then the matrix representation ##A=[\mathsf T]_\beta## is block diagonal, expressed as ##A=B_1\oplus B_2\oplus \cdots\oplus B_k##. The proof utilizes the induction hypothesis, where the case for ##k=2## serves as the induction step, demonstrating that the invariance of subspaces under ##\mathsf T## is crucial for controlling off-diagonal entries in the matrix representation.

PREREQUISITES
  • Understanding of linear operators and vector spaces
  • Familiarity with block diagonal matrices
  • Knowledge of induction proofs in mathematics
  • Concept of ##T##-invariance in linear algebra
NEXT STEPS
  • Study the properties of block diagonal matrices in linear algebra
  • Learn about induction proofs specifically in the context of linear transformations
  • Explore the concept of ##T##-invariance and its implications in vector spaces
  • Investigate the role of bases in the decomposition of vector spaces
USEFUL FOR

Mathematicians, students of linear algebra, and anyone interested in advanced topics related to linear operators and matrix theory.

psie
Messages
315
Reaction score
40
TL;DR
I'm working two exercises, one following the other. The first asks one to prove directly the case ##k=2## of the theorem below. The other is about establishing the theorem by induction for any ##k##. I'm a bit perplexed; how do you prove the theorem by induction? In particular, how do you use the induction hypothesis in a possible proof by induction?
Theorem. Let ##\mathsf T## be a linear operator on a finite dimensional vector space ##\mathsf V##, and let ##\mathsf W_1,\mathsf W_2,\ldots,\mathsf W_k## be ##\mathsf T##-invariant subspaces of ##\mathsf V## such that ##\mathsf V=\mathsf W_1\oplus\mathsf W_2\oplus\cdots\oplus\mathsf W_k##. For each ##i##, let ##\beta_i## be an ordered basis for ##\mathsf W_i##, and let ##\beta=\beta_1\cup\beta_2\cup\cdots\cup\beta_k##. Let ##A=[\mathsf T]_\beta## and ##B_i=[\mathsf T_{\mathsf W_i}]_{\beta_i}## for ##i=1,2,\ldots, k##. Then ##A=B_1\oplus B_2\oplus \cdots\oplus B_k##.

Here ##A=B_1\oplus B_2\oplus \cdots\oplus B_k## means that ##A## is block diagonal with ##B_i## along the diagonal.

A proof that I've seen goes as follows. The ##k=2## case boils down to realizing that if ##v\in\beta_1\subseteq\mathsf W_1##, then ##\mathsf T(v)## is a linear combination of vectors in ##\beta_1## (since ##\mathsf W_1## is ##\mathsf T##-invariant and ##\beta_1## is a basis for this subspace). A similar thing can be said about ##\mathsf T(v)## for any ##v\in\beta_2##. So clearly the matrix representation with respect to ##\beta_1 \cup \beta_2## is block diagonal. I feel like one could go on with this argument for any finite number of subspaces ##k##. How do you prove this by induction? In particular, how do you use the induction hypothesis in a possible proof by induction?
 
Physics news on Phys.org
Are you asking about induction in general or in this particular case?
 
PeroK said:
Are you asking about induction in general or in this particular case?
In this particular case. I'm confused how one would use the induction hypothesis.
 
The case ##k=2## is the induction step. The induction hypothesis is that you have done it for ##k-1## being invariant under ##\beta_1\oplus \ldots\oplus \beta_{k-1}.## Since every semidirect product in the category of vector spaces is already direct, there is not much to add. It's getting interesting in categories in which short-exact sequences do not automatically split.
 
  • Like
Likes   Reactions: psie
The automatism of a split exact sequence here is equivalent to the invariance under ##T.## Means, the split exact sequences in the category of vector spaces only apply to the choice of bases, i.e. that any quotient ##V/U## can be considered as a subspace again. I was wrong to use this as an argument for the theorem since the invariance of the transformation is crucial here, not just subsapces.

If we have only one ##T##-invariant subspace ##U\subseteq V,## then ##T## is a block-triangular matrix since ##V/U## can have entries in the basis for ##U.## This happens all the time in the categories of groups, rings, algebras, etc. if ##U## is a normal subgroup or an ideal but ##V/U## is not isomorphic to a normal subgroup or ideal again.

In this case, we need the ##T##-invariance of all subspaces to control the off-diagonal entries.
 
  • Like
Likes   Reactions: psie

Similar threads

  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 23 ·
Replies
23
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K
Replies
22
Views
4K
  • · Replies 4 ·
Replies
4
Views
2K
  • · Replies 3 ·
Replies
3
Views
3K
  • · Replies 4 ·
Replies
4
Views
2K