031 Review Part 2, Problem 10
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(a) Suppose a matrix has 4 pivot columns. What is Is Why or why not?
(b) If is a Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle 7\times 5} matrix, what is the smallest possible dimension of
| Foundations: |
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| 1. The dimension of is equal to the number of pivots in |
| 2. By the Rank Theorem, if is a matrix, then |
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Solution:
(a)
| Step 1: |
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| Since has 4 pivot columns, |
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| Step 2: |
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| Since is a matrix, contains vectors in Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle \mathbb {R} ^{6}.} |
| Since a vector in Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle \mathbb {R} ^{6}} is not a vector in Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle \mathbb {R} ^{4},} we have |
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(b)
| Step 1: |
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| By the Rank Theorem, we have |
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| Thus, |
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| Step 2: |
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| If we want to minimize Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle {\text{dim Nul }}A,} we need to maximize Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle {\text{dim Col }}A.} |
| To do this, we need to find out the maximum number of pivots in |
| Since is a Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle 7\times 5} matrix, the maximum number of pivots in is 5. |
| Hence, the smallest possible value for Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle {\text{dim Nul }}A} is |
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Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle {\begin{array}{rcl}\displaystyle {{\text{dim Nul }}A}&=&\displaystyle {5-{\text{dim Col }}A}\\&&\\&\geq &\displaystyle {5-5}\\&&\\&\geq &\displaystyle {0.}\end{array}}} |
| Final Answer: |
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| (a) Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle {\text{dim Col }}A=4} and Failed to parse (Conversion error. Server ("https://wikimedia.org/api/rest_") reported: "Cannot get mml. Server problem."): {\displaystyle {\text{Col }}A\neq \mathbb {R} ^{4}} |
| (b) |