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What does the matrix S represent in the MATLAB command [U, S, V] = svd(A);?

easy📝 Conceptual Q1 of 15
MATLAB - Linear Algebra
What does the matrix S represent in the MATLAB command [U, S, V] = svd(A);?
AA diagonal matrix containing the singular values of <code>A</code>
BThe inverse of matrix <code>A</code>
CThe transpose of matrix <code>A</code>
DA matrix of eigenvectors of <code>A</code>
Step-by-Step Solution
Solution:
  1. Step 1: Understand the output of svd

    The MATLAB function svd decomposes a matrix A into three matrices: U, S, and V.
  2. Step 2: Identify the role of S

    The matrix S is a diagonal matrix containing the singular values of A, which are always non-negative and sorted in descending order.
  3. Final Answer:

    A diagonal matrix containing the singular values of A -> Option A
  4. Quick Check:

    Matrix S = Singular values diagonal matrix [OK]
Quick Trick: Singular values are always on the diagonal of S [OK]
Common Mistakes:
  • Confusing S with eigenvector matrix
  • Thinking S is the inverse or transpose
  • Assuming S is not diagonal

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