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H13-311_V3.5 · Question #295

As shown below, which are the following matrix A characteristic value? (Multiple choice)

The correct answer is A. 2 D. 4. Options A (2) and D (4) are the eigenvalues of matrix A because they satisfy the characteristic equation det(A − λI) = 0, meaning there exist non-zero vectors x such that Ax = λx for λ = 2 and λ = 4. Option B (-2) is incorrect because the negative value −2 does not satisfy the…

Machine Learning Basics

Question

As shown below, which are the following matrix A characteristic value? (Multiple choice)

Options

  • A2
  • B-2
  • C4
  • D4

How the community answered

(36 responses)
  • A
    86% (31)
  • B
    8% (3)
  • C
    6% (2)

Explanation

Options A (2) and D (4) are the eigenvalues of matrix A because they satisfy the characteristic equation det(A − λI) = 0, meaning there exist non-zero vectors x such that Ax = λx for λ = 2 and λ = 4.

Option B (-2) is incorrect because the negative value −2 does not satisfy the characteristic equation for this matrix - a common trap since students sometimes confuse a negated eigenvalue with a valid one when working with sign errors during row reduction or determinant expansion.

Options C and D both show the value 4, which appears to be a transcription error in the problem (likely C was a different value such as −4 or 0); only D is marked correct, meaning whatever value C originally represented was not a root of the characteristic polynomial.

Memory tip: Eigenvalues are the roots of det(A − λI) = 0 - think of them as the values that "shrink" the determinant to zero. Always double-check signs when expanding the determinant, as sign errors are the most common reason students incorrectly select negative distractors like −2.

Topics

#Linear Algebra#Eigenvalues#Matrix Analysis#Characteristic Polynomial

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