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Question #40978
The Question
Let be a real matrix of rank such that and Let be the data set consisting of all the eigenvalues of (including multiplicities). If and are the mean deviations of about its mean and median respectively, then the value of is:
Options
- A.
9
- B.
5
- C.
12
- D.
18
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Correct Answer
Step-by-Step Solution
Explanation
How the Examiner Thinks
Monster
Ultra-high difficulty questions designed to test your limit, stamina, and deep conceptual understanding.
Concepts Behind This Question
Mean Deviation about Mean vs. Median|Matrix Trace Properties|Linear Dependency of Rows
Why This Question Is Tricky
Common Mistakes
This question tests the synthesis of linear algebra and statistics, specifically targeting the trap of ignoring zero eigenvalues in a rank-deficient matrix.
Students often find the non-zero roots of the annihilating polynomial (5, 7, 8) and incorrectly assume these form the entire data set, leading to an erroneous mean and median (yielding the trap answer of 5).
By explicitly stating the matrix is 5x5 with rank 3, the student must deduce that the eigenvalue 0 has an algebraic multiplicity of 2.
Including these zeros fundamentally shifts both the mean and the median, testing whether the student understands that 'all eigenvalues' of an n x n matrix must total n elements, and that zero is a valid data point in statistical dispersion measures.
Quick Facts About This Question
Question Information
| Subject | Mathematics |
| Chapter | Statistics - Class 11 |
| Concept | Mean Deviation about Mean vs. Median |
| Difficulty | 8 |
| Cognitive Load | 7 |
| Target Solve Time | 160 sec |
| Access | Free |