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Provide a correct and error-free solution. Ensure the method is correct, there are no calculation errors, and the solution is complete and well-framed properly and Don't give direct answers; it must be clear and properly framed and aligned. Avoid using personal pronouns like 'we,' 'you,' and 'I' in the answer. Give the answer as a teacher who is giving the answer to a student and making them understand properly. Don't use Python, please. The solutions will be evaluated based on six key parameters:Relevancy, ensuring closely matches with the question; Completeness , including like calculations, diagrams, procedural steps, & explanatory statements in the solution; Accuracy, ensuring correctness of concepts and methods; Clarity , assessing readability and simplicity of language; Structure , focusing on organization and presentation; and Voice: Determining the response feels natural and human-like rather than robotic. Give a two-line best explanation or interpretation where there is a need for it. Give an overall short final answer last. The complete solution is lacking; please complete the whole answer till the end. Please adhere to and strictly follow all these guidelines anyhow. Thank you. (Don't use Python. The question must be accurate and mainly fully complete, please.)A linear transformation from R3 to R3 is given by Ty. 2) = k-y.y-2x-2). Describe the image of T explicitly and determine its dimension.

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Provide a correct and error-free solution. Ensure the method is correct, there are no calculation errors, and the solution is complete and well-framed properly and Don't give direct answers; it must be clear and properly framed and aligned. Avoid using personal pronouns like 'we,' 'you,' and 'I' in the answer. Give the answer as a teacher who is giving the answer to a student and making them understand properly. Don't use Python, please. The solutions will be evaluated based on six key parameters:Relevancy, ensuring closely matches with the question; Completeness , including like calculations, diagrams, procedural steps, & explanatory statements in the solution; Accuracy, ensuring correctness of concepts and methods; Clarity , assessing readability and simplicity of language; Structure , focusing on organization and presentation; and Voice: Determining the response feels natural and human-like rather than robotic. Give a two-line best explanation or interpretation where there is a need for it. Give an overall short final answer last. The complete solution is lacking; please complete the whole answer till the end. Please adhere to and strictly follow all these guidelines anyhow. Thank you. (Don't use Python. The question must be accurate and mainly fully complete, please.)Uploaded ImageA linear transformation from R3 to R3 is given by Ty. 2) = k-y.y-2x-2). Describe the image of T explicitly and determine its dimension.

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Asked by: Nadeem
Created at: 2026-01-15 16:09:53

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# Solution ## Step 1: Express the Linear Transformation in Matrix Form The transformation \( T: \mathbb{R}^3 \to \mathbb{R}^3 \) is defined as: \[ T(x, y, z) = (x-y,\, y-z,\, x-z) \] This can be written in matrix form as: \[ T(x, y, z) = \begin{pmatrix} 1 & -1 & \\ & 1 & -1 \\ 1 & & -1 \end{pmatrix} \begin{pmatrix} x \\ y \\ z \end{pmatrix} \] Let \( A \) denote the matrix of \( T \): \[ A = \begin{pmatrix} 1 & -1 & \\ & 1 & -1 \\ 1 & & -1 \end{pmatrix} \] ## Step 2: Find the Image of \( T \) (Column Space of \( A \)) To describe the image, consider a general vector \( (a, b, c) \) in the image: \[ (a, b, c) = (x-y,\, y-z,\, x-z) \] Express each variable in terms of \( x, y, z \): - \( a = x - y \) - \( b = y - z \) - \( c = x - z \) Notice that: \[ c = (x - z) = (x - y) + (y - z) = a + b \] Therefore, every vector in the image satisfies \( c = a + b \). ## Step 3: Explicit Description of the Image The image of \( T \) consists of all vectors \( (a, b, c) \in \mathbb{R}^3 \) such that \( c = a + b \). This can be written as: \[ \text{Im}(T) = \{ (a, b, a+b) \mid a, b \in \mathbb{R} \} \] This set is a plane in \( \mathbb{R}^3 \). **Interpretation:** The image is a 2-dimensional subspace of \( \mathbb{R}^3 \) where the third component is always the sum of the first two. ## Step 4: Find the Dimension of the Image Choose basis vectors for the image: - For \( a = 1, b = \): \( (1, , 1) \) - For \( a = , b = 1 \): \( (, 1, 1) \) These two vectors are linearly independent and span the image. Thus, the dimension is 2. ## Step 5: Final Answer **Explicit description:** The image of \( T \) is the set of all vectors \( (a, b, a+b) \) where \( a, b \in \mathbb{R} \). **Dimension:** The dimension of the image of \( T \) is **2**. --- **Summary:** The image of \( T \) is the plane \(\{(a, b, a+b) : a, b \in \mathbb{R}\}\) in \(\mathbb{R}^3\), and its dimension is 2.

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