Math Problem Statement

If A is a matrix of size m × n and B, C are of size n × p, choose the correct statements.

Solution

From the image, you're faced with a multiple-choice question involving matrix operations and properties. Let's analyze each statement based on the given matrix dimensions:

  1. AB=BAAB = BA - This statement is generally not true. Matrix multiplication is not commutative, meaning ABBAAB \neq BA in most cases unless AA and BB have special properties.

  2. A(B+C)=AB+ACA(B + C) = AB + AC - This statement is true. It follows from the distributive property of matrix multiplication over addition.

  3. (AB)C(AB)C may not be defined - This statement needs careful consideration of matrix dimensions:

    • AA is m×nm \times n, BB is n×pn \times p, so ABAB will be m×pm \times p.
    • CC is n×pn \times p. For (AB)C(AB)C to be defined, CC should be p×qp \times q for some qq. Since it is n×pn \times p, and npn \neq p in general, (AB)C(AB)C may indeed not be defined due to a mismatch in the inner dimensions.
  4. If AB=ACAB = AC then B=CB = C - This is not necessarily true without additional conditions, such as AA being invertible. If AA is not invertible, there can be nontrivial solutions where BCB \neq C.

  5. CTBC^T B is a square matrix - The dimensions of CTC^T are p×np \times n and BB is n×pn \times p, thus CTBC^T B will be p×pp \times p, which is indeed square.

  6. (AT+BT)T(A^T + B^T)^T is always a rectangular matrix - Since ATA^T and BTB^T both need to have dimensions n×mn \times m and p×np \times n respectively for their transposes to be added, this statement is incorrect as stated because AT+BTA^T + B^T cannot be formed unless AA and BB are square and of the same size.

Correct choices based on this analysis:

  • A(B+C)=AB+ACA(B + C) = AB + AC (true by distributive property)
  • (AB)C(AB)C may not be defined (true if dimensions mismatch)
  • CTBC^T B is a square matrix (true by the resultant dimensions)

Would you like to delve deeper into any specific topic or do you have any further questions? Here are some prompts to consider:

  1. Would you like a detailed explanation of why matrix multiplication is not commutative?
  2. Need further clarification on the conditions where AB=ACAB = AC leads to B=CB = C?
  3. Interested in examples where (AB)C(AB)C is defined versus where it is not?
  4. How about discussing more about properties of transpose matrices?
  5. Would you like to learn about scenarios where non-square matrices might interact in multiplication?

Tip: Always ensure matrix dimensions align properly (inner dimensions match) when setting up multiplications to avoid undefined operations.

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Math Problem Analysis

Mathematical Concepts

Matrix Multiplication
Distributive Property
Transpose of a Matrix

Formulas

Matrix multiplication: (AB)_ij = Σ A_ik B_kj
Distributive property of matrices: A(B + C) = AB + AC

Theorems

Properties of Matrix Multiplication
Matrix Transposition Theorem

Suitable Grade Level

Undergraduate - Linear Algebra