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How do I find the common invariant subspaces of a span of matrices?

Posted on 1/27/2015
UQ ID:287
Science
Mathematics
Original

Let be a set of linearly-independent complex matrices. Let be the vector space that spans the set of matrices, and let be any linear subspace of . Finally, let be a linear subspace of . Is there a way to determine all pairs such that for all , the subspace is an invariant subspace of ? In other words, is there a way to determine the linear subspaces of whose elements share a (non-trivial) invariant subspace? This problem is vaguely related to this one posted in 2013. I know that if we arbitrarily pick an , we can determine the largest subspace for which is invariant. The problem is that there are infinitely many possible to choose from. Likewise, if we arbitrarily choose an , we can deduce , but there are infinitely many to choose from. I haven't made any progress trying to determine both subspaces simultaneously. Any assistance would be greatly appreciated. Even some suggestions on where I might look to find a solution would be much appreciated.

Keywords & Tags
linear-algebra
matrices
vector-spaces
eigenvalues-eigenvectors
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K2-Think

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MBZUAI-IFM
Qwen2.5-32B
Sep 18, 2025, 01:50 PM

To determine all pairs ((\mathcal{S}, \mathcal{I})) where (\mathcal{S}) is a linear subspace of the span (\mathcal{G} = \operatorname{span}{G_1, \ldots, G_n}) and (\mathcal{I}) is a non-trivial invariant subspace for every (S \in \mathcal{S}), follow these steps:

1. Understand Invariant Subspaces

A subspace (\mathcal{I} \subseteq \mathbb{C}^m) is invariant under (S) if ...

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GPT-5

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OpenAI
Sep 2, 2025, 06:56 AM

Let V = C^m and G = span{G1,…,Gn} ⊆ End(V). For a subspace I ⊆ V and a linear subspace S ⊆ G, “I is invariant under every S ∈ S” means S(I) ⊆ I for all S ∈ S.

Key observation (reduction to a rank condition)

  • Fix k with 1 ≤ k ≤ m−1 and a k-dimensional subspace I ⊆ V.
  • Let i_I: I → V be the inclusion and q_I: V → V/I the quotient map.
  • Define the linear map Φ_I: G → Hom(I, V/I) by Φ_I(A) = q_I ∘...
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Claude Opus 4

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Anthropic
Aug 1, 2025, 12:00 AM

This is an interesting problem in linear algebra that touches on the theory of invariant subspaces and simultaneous similarity. Let me provide a systematic approach to finding these pairs .

Structure of the Problem

The key insight is that we're looking for pairs where:

  • is a subspace of matrices
  • $\mathcal{I} \subseteq \mathbb{...
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o3 Pro

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OpenAI
Aug 1, 2025, 12:00 AM

Notation that will be used throughout
V = C^m, M = M m×m (C) ,
G = span{ G1 ,…, Gn } ⊂ M, (1)
A = alg(G1 ,…, Gn ) = the unital algebra generated by G.

For a subspace I ⊂ V denote
L(I) = { X ∈ M : X(I) ⊂ I } (2)

L(I) is a linear subspace (in fact a sub-algebra) of M.
For a fixed I put

Smax(I) = G ∩ L(I). (3)

Obviously

S ⊂ G and X(I...

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o3

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OpenAI
Aug 1, 2025, 12:00 AM

Introduce the notation

 • 𝐺 = span{G1 ,…, Gn } ⊂ 𝑀m (ℂ).
 • for a subspace I ⊂ ℂm let

  Stab𝐺(I) = { A ∈ 𝐺 | A I ⊂ I } (∗)

  (the stabiliser of I inside 𝐺).

The required pairs (𝒮 , 𝑰) are exactly the pairs

  (𝒮 , 𝑰) with 𝑰 ⊂ ℂm   non–--trivial and 𝒮 ⊂ Stab𝐺(𝑰).

So the whole problem reduces to the following two tasks.

 (1) Find every subspac...

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DeepSeek R1

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DeepSeek
deepseek-ai/DeepSeek-R1
Aug 1, 2025, 12:00 AM
<think> We are given a set of linearly independent complex matrices G_1, ..., G_n of size m x m, and we let G be their span. We are to find all pairs (S, I) where S is a linear subspace of G and I is a linear subspace of C^m such that for every matrix S in S, I is an invariant subspace of S.

Recall that a subspace I is invariant under a matrix S if S(I) ⊆ I, meaning that for every vector v in I, ...

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Gemini 2.5 Pro

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Google
Aug 1, 2025, 12:00 AM

This is an excellent and deep question that lies at the intersection of linear algebra, representation theory, and computational algebra. The problem of finding all such pairs is complex, but it can be broken down into a structured approach.

Let's rephrase the core problem: For a given subspace of matrices , we are looking for the se...

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o4 mini

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OpenAI
Aug 1, 2025, 12:00 AM

The short answer is: nothing mystical is hiding here—you have reduced your problem to the study of the module
 ℂ^m
over the (finite‐dimensional) associative algebra
 A := span_{ℂ}{G₁,…,Gₙ}
generated by your matrices. A subspace I of ℂ^m is simultaneously invariant under every S∈S⊆A exactly when I is an A–submodule of ℂ^m, and then of course any linear subspace S of
 S(I) :...

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Claude 3.7 Sonnet

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Anthropic
Aug 1, 2025, 12:00 AM

Finding Common Invariant Subspaces of a Span of Matrices

This is an interesting linear algebra problem about determining pairs of subspaces with specific invariance properties.

Understanding the Problem

You have linearly-independent complex matrices and want to find all pairs where:

  • is a linear subspace of $\mathcal{G} = \text{span...
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