Let be a matrix, where and is the identity matrix of order .
The value of , where , is ________. (Answer in integer)
Let be a matrix, where and is the identity matrix of order .
The value of , where , is ________. (Answer in integer)
ANSWER
The maximum value of over unit vectors is .
Official answer: 1Source: Official answer key, GATE 2026 DA (IIT Guwahati)
Write , so . Since , we get , and . So is an orthogonal projection of rank 1.
Then and . So is symmetric and idempotent, i.e. the orthogonal projection onto the subspace perpendicular to .
An idempotent matrix has eigenvalues only 0 or 1. Here , so is an eigenvalue. The other eigenvalues are , because (for ).
For a real symmetric matrix, (Rayleigh quotient), so the maximum is .
Direct check: for any unit , , with equality exactly when . Such unit vectors exist for , for example .
Hence .
KEY IDEA
is the centering matrix, a symmetric projection with eigenvalues (once) and ( times). The Rayleigh quotient maximum is the largest eigenvalue, .
WATCH OUT FOR
Taking the single eigenvalue (from the direction ) as the answer, or forgetting that the maximum is the largest eigenvalue rather than the smallest. Another slip is to think the value depends on .
From the GATE 2026 DA paper. Every question of this paper · Download the full paper · All 7 Special matrices questions, with notes