Consider the following matrix: M = [[0,1,1,1],[1,0,1,1],[1,1,0,1],[1,1,1,0]] The largest eigenvalue of the above matrix is __________
GATE 2021 · Engineering Mathematics · Eigen Value · medium
Answer: 3
- Decompose M as J - I: M has 1 everywhere except diagonal which is 0. So M = (all-ones matrix) - (identity) = J - I.
- Eigenvalues of J (4x4 all-ones matrix): J has eigenvalue 4 (multiplicity 1, eigenvector [1,1,1,1]^T) and eigenvalue 0 (multiplicity 3).
- Eigenvalues of M = J - I: Eigenvalue 4 of J becomes 4-1 = 3. Eigenvalue 0 of J becomes 0-1 = -1 (multiplicity 3). Eigenvalues of M: {3, -1, -1, -1}.
- Verify with trace and determinant: trace(M) = 0 (sum of diagonal entries). Sum of eigenvalues = 3 + (-1) + (-1) + (-1) = 0. Checks out.