Matrices add, subtract, multiply and scale much like numbers (except AB=BA in general), so we can substitute a matrix into a polynomial. For p(x)=x2−3x+2, replacing x by a square matrix A gives
p(A)=A2−3A+2I,
where the constant 2 becomes 2I so it can be added to matrices.
The Cayley–Hamilton theorem makes a striking claim: every square matrix satisfies its own characteristic equation.
The characteristic polynomial
Every n×n matrix A has a characteristic polynomial
p(λ)=det(λI−A),
a degree-n polynomial whose roots are the eigenvalues. For a 2×2 matrix it is λ2−(trA)λ+detA. For A=(1324) this is p(λ)=λ2−5λ−2.
The statement
Important
If p(λ)=λn+cn−1λn−1+⋯+c1λ+c0 is the characteristic polynomial of A, then
p(A)=An+cn−1An−1+⋯+c1A+c0I=0,
the n×n zero matrix.
For the example, A2−5A−2I=(0000).
Why it is surprising, and a quick check
The polynomial is built from det(λI−A), yet feeding A back into it annihilates it — and this holds for any A, invertible or not. You can verify it on the general 2×2 matrix A=(acbd), where p(λ)=λ2−(a+d)λ+(ad−bc): a short computation of A2−(a+d)A+(ad−bc)I gives the zero matrix.
Why it matters
Cayley–Hamilton lets you rewrite any high power Ak (for k≥n) as a combination of I,A,…,An−1, which speeds up computing powers, exponentials and inverses. …
The Cayley-Hamilton theorem lets us verify the given matrix equation by first finding the characteristic polynomial of A, then using that polynomial to express A−1 as a linear combination of I, A, and A2.
We are given the matrix
A=2−11−12−11−12.
The problem asks us to verify that A3−6A2+9A−4I=O and then use this to find A−1.
The key idea is the Cayley-Hamilton theorem: every square matrix satisfies its own characteristic equation. So if we find the characteristic polynomial of A, the theorem guarantees that plugging A into that polynomial gives the zero matrix. The given cubic expression looks suspiciously like a characteristic polynomial — we just need to check.
1. Find the characteristic polynomial of A.
The characteristic polynomial is p(λ)=det(λI−A). Compute:
λI−A=λ−21−11λ−21−11λ−2.
Take the determinant. A neat trick: add all rows to the first row, or notice the pattern. Let's do it directly:
Method: Cayley-Hamilton for a 3×3 Matrix, Then Solving for the Inverse
Same technique as any Cayley-Hamilton "verify and hence find the inverse" question: derive the characteristic cubic, confirm the matrix satisfies it, then rearrange for A−1.
Steps
Step 1: Compute trA, the sum of principal 2×2 minors, and detA
These three numbers are exactly the coefficients of the characteristic cubic
p(λ)=λ3−(trA)λ2+(sum of principal minors)λ−detA
Step 2: Invoke Cayley-Hamilton to get the matrix identity
A3−(trA)A2+(sum of minors)A−(detA)I=O
Check that the coefficients computed in Step 1 match the ones printed in the question — this is the verification the question is asking for.
Why it's wrong: this matrix has repeated entries and several negative values, so a dot-product entry is easy to mis-add — and the whole cubic identity, plus the final inverse, depends on A2 being exactly right. Correct approach: compute and write out each of the nine entries of A2 individually as a labelled dot product, rather than combining several in your head.
Mistake 2: Mismatching the coefficients of the characteristic cubic against the given identity …
Same / Similar Concept — real previous-year questions on the same or a closely similar concept, not this exact question.
GSEB Higher Secondary Certificate (HSC) Examination 2024Set ANNUAL3 marks
Q.If A=102020213, prove that A3=6A2−7A−21.
›Reveal solutionSolution
Compute A2 and A3 directly by matrix multiplication, and independently derive A's characteristic equation via Cayley-Hamilton; the two confirm the identity A3=6A2−7A−2I.
Note on the printed statement: as given, 'prove A3=6A2−7A−21' mixes a matrix (6A2−7A) with a bare scalar (−21), which is not dimensionally valid -- matrix equations need −21 to mean −21I. Direct computation (below) shows the correct constant term is −2I, not −21I; '21' is almost certainly an OCR/typing slip for '2I' (a very common NCERT-style result). We prove the version that is actually true for this A.