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Mathematics · Ch 4 — Determinants and Matrices

Properties of Transpose of a Matrix

4.7

Properties of Transpose of a Matrix

4.7 Properties of Transpose of a Matrix

  1. (AT)T=A(A^T)^T=A for any matrix AA.
  2. (kA)T=kAT(kA)^T=kA^T for a constant kk.
  3. (A+B)T=AT+BT(A+B)^T=A^T+B^T, for A,BA,B of the same order.
  4. (AB)T=BTAT(AB)^T=B^TA^T — the transpose of a product reverses the order of the factors. More generally, (A1A2⋯An)T=AnT⋯A2TA1T(A_1A_2\cdots A_n)^T=A_n^T\cdots A_2^TA_1^T.
  5. If AA is symmetric, AT=AA^T=A.
  6. If AA is skew-symmetric, AT=−AA^T=-A.
  7. For any square matrix AA: (a) A+ATA+A^T is symmetric; (b) A−ATA-A^T is skew-symmetric.

The symmetric/skew-symmetric decomposition

Combining property 7 with the scalar-multiplication property gives a standard and very useful decomposition: every square matrix AA can be written as the sum of a symmetric matrix and a skew-symmetric matrix,

A=12(A+AT)⏟P, symmetric+12(A−AT)⏟Q, skew-symmetricA=\underbrace{\tfrac12(A+A^T)}_{P,\ \text{symmetric}}+\underbrace{\tfrac12(A-A^T)}_{Q,\ \text{skew-symmetric}}

Worked Examples

Example (Property 4). For matrices A,BA,B conformable for the product ABAB: compute ABAB directly and transpose it, giving (AB)T(AB)^T. Separately compute AT,BTA^T,B^T and the product BTATB^TA^T (note the reversed order — this is essential, since ATBTA^TB^T would generally not even be conformable, or would give a different, wrong answer). Both routes give the same matrix, confirming (AB)T=BTAT(AB)^T=B^TA^T. …

Misc 4.7Illustration of Property 4 — (AB)^T = B^T A^T with numeric matrices

Worked out. A given square matrix A is used to build P = ½(A+A^T) and Q = ½(A−A^T), P is checked to be symmetric, Q is checked to be skew-symmetric, and A is confirmed to equal P+Q. …

Misc 4.7Illustration of Property 7 — decomposing a matrix into symmetric + skew-symmetric parts

Worked out. A given square matrix A is used to build P = ½(A+A^T) and Q = ½(A−A^T), P is checked to be symmetric, Q is checked to be skew-symmetric, and A is confirmed to equal P+Q. …