Math Problem Statement

Consider the linear transformations S: R^n → R^m induced by the matrix A, and T: R^k → R^n induced by the matrix B. Which of the following statements are true?

Solution

Let's analyze each statement given the transformations S:RnRmS : \mathbb{R}^n \rightarrow \mathbb{R}^m induced by the matrix AA and T:RkRnT : \mathbb{R}^k \rightarrow \mathbb{R}^n induced by the matrix BB.

  1. Statement 1: AA is n×mn \times m, BB is k×nk \times n, and (ST)(x)=BAx(S \circ T)(x) = B A x.

    • If STS \circ T is the composition of SS and TT, then (ST)(x)=S(T(x))(S \circ T)(x) = S(T(x)). Since SS is represented by matrix AA and TT by matrix BB, the composition S(T(x))S(T(x)) should correspond to applying TT first (via matrix BB) and then applying SS (via matrix AA).
    • For the dimensions to match, AA should be m×nm \times n, not n×mn \times m, because SS maps RnRm\mathbb{R}^n \rightarrow \mathbb{R}^m. Similarly, BB should be n×kn \times k, not k×nk \times n, because TT maps RkRn\mathbb{R}^k \rightarrow \mathbb{R}^n.
    • Therefore, this statement is false.
  2. Statement 2: (ST)(x)=A(Bx)(S \circ T)(x) = A(Bx).

    • This is equivalent to saying that the composition S(T(x))S(T(x)) can be represented by applying TT first (resulting in BxBx) and then applying SS (resulting in A(Bx)A(Bx)).
    • This is a correct representation of the composition S(T(x))S(T(x)), so this statement is true.
  3. Statement 3: (ST)(S \circ T) is determined by applying SS first, followed by TT.

    • This statement is incorrect because, in the composition STS \circ T, the function TT is applied first, followed by SS. Thus, this statement is false.
  4. Statement 4: (ST)(x)=S(T(x))(S \circ T)(x) = S(T(x)).

    • This is the correct definition of the composition STS \circ T, which states that we apply TT to xx first and then apply SS to the result. Thus, this statement is true.

Summary of True/False Statements:

  • Statement 1: False
  • Statement 2: True
  • Statement 3: False
  • Statement 4: True

Would you like a more detailed explanation of any of these steps?

Here are five related questions to explore further:

  1. What are the requirements for two matrices to be multiplied in terms of their dimensions?
  2. How do compositions of linear transformations correspond to matrix multiplication?
  3. Why is the order of matrix multiplication important in compositions of linear transformations?
  4. What are some common mistakes to avoid when interpreting compositions of transformations?
  5. How can we represent more complex compositions of transformations in matrix form?

Tip: Always verify the dimensions of matrices when performing matrix multiplications or compositions of transformations to ensure compatibility.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Matrix Multiplication
Linear Transformations
Function Composition

Formulas

Composition of functions: (S ∘ T)(x) = S(T(x))
Matrix multiplication for compositions

Theorems

Matrix compatibility for multiplication
Properties of function composition

Suitable Grade Level

Undergraduate