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Eigenvalues and Eigenvectors

We will cover following topics

Characteristic Polynomial

The characteristic polynomial of a matrix A is formed by equationg det(AλI) to 0. It gives the eigen values of A and then corresponding to each eigen value, the eigen vector can be found as Ax=λx.

Eigenvalues and Eigenvectors

For a matrix A, if Ax=λx, then λ is called an eigen vector of A corresponding to the eigen vector λ.

To calculate eigen vectors and eigen values, we first form the characteristic polynomial |AλI|=0 and then for each λ, we find the corresponding eigen vector by solving Ax=λx

Cayley-Hamilton Theorem

Cayley-Hamilton Theorem: It states that every square matrix satisfies its own characteristic equation |AλI|=0.


PYQs

Characteristic Polynomial

1) Show that similar matrices have the same characteristic polynomial.

[2017, 10M]


2) If A=[113526213] then find A14+3A2I.

[2016, 4M]


3) If λ is a characteristic root of a non-singular matrix A, then prove that |A|λ is a characteristic root of AdjA.

[2012, 8M]


4) Find the characteristic polynomial of the matrix A=[1113]. Hence, find A1 and A6.

[2004, 15M]


5) A square matrix A is non-singular if and only if the constant term in its characteristic polynomial is different from zero.

[2002, 12M]


6) If λ is a characteristic root of a non-singular matrix A then prove that |A|λ is a characteristic root of Adj(A).

[2001, 12M]

Eigenvalues and Eigenvectors

1) Show that if A and B are similar n×n matrices, then they have the same eigenvalues.

[2018, 12M]


2) Prove that distance non-zero eigenvectors of a matrix are linearly independent.

[2017, 10M]


3) If A=[110110001], then find the Eigen values and Eigenvectors of A.

[2016, 6M]


4) Find the Eigen values and Eigen vectors of the matrix [113151311].

[2015, 12M]


5) Let A=[223216120]. Find the Eigen values of A and the corresponding Eigen vectors.

[2014, 8M]


6) Let A be a square matrix and A be its adjoint, show that the Eigen values of matrices AA and AA are real. Further show that trace(AA)=trace(AA).

[2013, 10M]


7) Let A=[1111ω2ω1ωω2], where ω(1) is a cube root of unity. If λ1, λ2, λ3 denote the Eigen values of A2, show that |λ|1+|λ2|+|λ3|9.

[2013, 8M]


8) Let λ1, λ2, λn be the Eigen values of a n×n square matrix A with corresponding Eigen vectors X1,X2,.Xn. If B is a matrix similar to A, show that the Eigen values of B are same as that of A. Also, find the relation between the Eigen vectors of B and Eigen vectors of A.

[2011, 10M]


9) Let A=[222111131] and C be a non-singular matrix of order 3×3. Find the Eigen values of the matrix B3 where B=C1AC

[2011, 10M]


10) If λ1, λ2, 3 are the Eigen values of the matrix A=[2622221444228], show that λ12+λ22+λ321949

[2010, 12M]


11) Let A and B be n×n matrices over reals. Show that IBA is invertible if IAB is invertible. Deduce that AB and BA have the same Eigen values.

[2010, 20M]


12) Prove that the Eigen vectors corresponding to distinct Eigen values of a square matrix are linearly independent.

[2003, 15M]


13) Let A be a real 3×3 symmetric matrix with Eigen values 0, 0 and 5. If the corresponding Eigen-vectors are (2,0,1), (2,1,1) and (1,0,-2), then find the matrix A.

[2002, 15M]

Cayley-Hamilton Theorem

1) State the Cayley-Hamilton theorem. Use this theorem to find A100, where

A=[100101010]

[15M]


2) If matrix A=[100101010] then find A30.

[2015, 12M]


3) Verify the Cayley-Hamilton theorem for the matrix

[101210351]

Using this, show that A is non-sinugular and find A^{-1}.

[2011, 10M]


4) Verify Cayley-Hamilton theorem for the matrix A=[1423] and hence find its inverse. Also, find the matrix represented by A54A47A3+11A2A10I.

[2014, 10M]


5) State Cayley-Hamilton theorem and using it, find the inverse of [1324].

[2006, 12M]


6) If A=[211010112], then find the matrix represented by 2A1010A9+14A86A73A6+15A521A4+9A3+A1.

[2003, 12M]


7) Use Cayley-Hamilton theorem to find the inverse of the following matrix: [012123311].

[2002, 15M]


8) If A=[100101010], show that for every integer n3, An=An2+A2I. Hence, determine A50.

[2001, 15M]


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