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Question: If $X_{4\times3}$, $Y_{4\times3}$ and $P_{2\times3}$ are the matrices then the order of the matrix $...

If X4×3X_{4\times3}, Y4×3Y_{4\times3} and P2×3P_{2\times3} are the matrices then the order of the matrix [P(XTY)1PT]T[P(X^TY)^{-1}P^T]^T is

A

4x3

B

3x4

C

3×3

D

2×2

Answer

2×2

Explanation

Solution

Here's a step-by-step breakdown of how to determine the order of the matrix:

  1. Dimensions of XTX^T: Since XX is a 4×34 \times 3 matrix, its transpose XTX^T will be a 3×43 \times 4 matrix.

  2. Dimensions of XTYX^TY: Multiplying XTX^T (3×43 \times 4) by YY (4×34 \times 3) results in a 3×33 \times 3 matrix.

  3. Dimensions of (XTY)1(X^TY)^{-1}: The inverse of a 3×33 \times 3 matrix (if it exists) is also a 3×33 \times 3 matrix.

  4. Dimensions of P(XTY)1P(X^TY)^{-1}: Multiplying PP (2×32 \times 3) by (XTY)1(X^TY)^{-1} (3×33 \times 3) results in a 2×32 \times 3 matrix.

  5. Dimensions of PTP^T: Since PP is a 2×32 \times 3 matrix, its transpose PTP^T is a 3×23 \times 2 matrix.

  6. Dimensions of P(XTY)1PTP(X^TY)^{-1}P^T: Multiplying P(XTY)1P(X^TY)^{-1} (2×32 \times 3) by PTP^T (3×23 \times 2) results in a 2×22 \times 2 matrix.

  7. Dimensions of [P(XTY)1PT]T[P(X^TY)^{-1}P^T]^T: The transpose of a 2×22 \times 2 matrix is also a 2×22 \times 2 matrix.

Therefore, the order of the matrix [P(XTY)1PT]T[P(X^TY)^{-1}P^T]^T is 2×22 \times 2.