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Question

Mathematics Question on Matrices

Let A=I2MMTA = I_2 - MM^T, where MM is a real matrix of order 2×12 \times 1 such that the relation MTM=I1M^T M = I_1 holds. If λ\lambda is a real number such that the relation AX=λXAX = \lambda X holds for some non-zero real matrix XX of order 2×12 \times 1, then the sum of squares of all possible values of λ\lambda is equal to:

Answer

We know that A=I2MMTA = I_2 - MM^T and MTM=I1M^TM = I_1, which implies that MM is a unit vector. The matrix AA is a projection matrix, and for a projection matrix, the eigenvalues are either 0 or 1.

In this case, the eigenvalue λ\lambda of AA can be either 0 or 1. Therefore, the sum of squares of all possible values of λ\lambda is:

02+12=1+1=2.0^2 + 1^2 = 1 + 1 = 2.

Explanation

Solution

We know that A=I2MMTA = I_2 - MM^T and MTM=I1M^TM = I_1, which implies that MM is a unit vector. The matrix AA is a projection matrix, and for a projection matrix, the eigenvalues are either 0 or 1.

In this case, the eigenvalue λ\lambda of AA can be either 0 or 1. Therefore, the sum of squares of all possible values of λ\lambda is:

02+12=1+1=2.0^2 + 1^2 = 1 + 1 = 2.