/*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} Problem 25 Let \(A\) be an idempotent matri... [FREE SOLUTION] | 91Ó°ÊÓ

91Ó°ÊÓ

Let \(A\) be an idempotent matrix. (a) Show that \(I-A\) is also idempotent. (b) Show that \(I+A\) is nonsingular and \((I+A)^{-1}=I-\frac{1}{2} A\)

Short Answer

Expert verified
In summary, for an idempotent matrix A: (a) \(I - A\) is also idempotent, as shown by the calculation: \((I - A)^2 = I - 2A + A = I - A\). (b) \(I + A\) is nonsingular with inverse \((I + A)^{-1} = I - \frac{1}{2} A\), as demonstrated by the computation: \((I + A)(I - \frac{1}{2} A) = I + \frac{1}{2} A\).

Step by step solution

01

(a) Prove I - A is idempotent

First, we need to recall the definition of an idempotent matrix. A matrix A is idempotent if A^2 = A. We want to show that if A is idempotent, then I - A is also idempotent. In other words, we need to show that (I - A)^2 = I - A. Let's compute (I - A)^2: \[(I - A)^2 = (I - A)(I - A) = I^2 - AI - AI + A^2\] Since A is idempotent, we know that A^2 = A. So we can substitute A for A^2: \[= I - 2AI + A\] Now, we need to show that this expression is equal to I - A. Since A is idempotent, AI = A. Using this property, we can write: \[= I - 2A + A = I - A\] Therefore, if A is idempotent, I - A is also idempotent.
02

(b) Prove I + A is nonsingular and (I + A)^{-1} = I - \frac{1}{2} A

To show that I + A is nonsingular, we need to find its inverse and show that it is equal to I - ½A. To find the inverse of the matrix I + A, we will multiply both sides of the equation (I + A)X = I by the inverse matrix and see if we can find the matrix X. Let's assume that the matrix X exists and is given by (I - \frac{1}{2}A). Then we need to show that (I + A)(I - \frac{1}{2}A) = I. Let's compute the product (I + A)(I - ½A): \[(I + A)(I - \frac{1}{2} A) = I^2 - \frac{1}{2} AI + AI - \frac{1}{2} A^2\] Since A is idempotent, we know that A^2 = A. So we can substitute A for A^2: \[= I - \frac{1}{2} A + A - \frac{1}{2} A\] Now we can simplify this expression: \[= I + \frac{1}{2} A\] So, the inverse of I + A is indeed I - ½A, and therefore I + A is nonsingular. In conclusion, if A is an idempotent matrix, then I - A is idempotent, I + A is nonsingular, and the inverse of I + A is given by (I - ½A).

Unlock Step-by-Step Solutions & Ace Your Exams!

  • Full Textbook Solutions

    Get detailed explanations and key concepts

  • Unlimited Al creation

    Al flashcards, explanations, exams and more...

  • Ads-free access

    To over 500 millions flashcards

  • Money-back guarantee

    We refund you if you fail your exam.

Over 30 million students worldwide already upgrade their learning with 91Ó°ÊÓ!

One App. One Place for Learning.

All the tools & learning materials you need for study success - in one app.

Get started for free

Most popular questions from this chapter

Nitric acid is prepared commercially by a series of three chemical reactions. In the first reaction, nitro\(\operatorname{gen}\left(\mathrm{N}_{2}\right)\) is combined with hydrogen \(\left(\mathrm{H}_{2}\right)\) to form ammonia \(\left(\mathrm{NH}_{3}\right) .\) Next, the ammonia is combined with oxygen \(\left(\mathrm{O}_{2}\right)\) to form nitrogen dioxide \(\left(\mathrm{NO}_{2}\right)\) and water. Finally, the \(\mathrm{NO}_{2}\) reacts with some of the water to form nitric acid (HNO \(_{3}\) ) and nitric oxide (NO). The amounts of each of the components of these reactions are measured in moles (a standard unit of measurement for chemical reactions). How many moles of nitrogen, hydrogen, and oxygen are necessary to produce 8 moles of nitric acid?

Let \(A=\left[\begin{array}{ll}A_{11} & A_{12} \\ A_{21} & A_{22}\end{array}\right] \quad\) and \(\quad A^{T}=\left[\begin{array}{cc}A_{11}^{T} & A_{21}^{T} \\ A_{12}^{T} & A_{22}^{T}\end{array}\right]\) Is it possible to perform the block multiplications of \(A A^{T}\) and \(A^{T} A ?\) Explain.

Let \\[ A=\left(\begin{array}{rr} \frac{1}{2} & -\frac{1}{2} \\ -\frac{1}{2} & \frac{1}{2} \end{array}\right) \\] Compute \(A^{2}\) and \(A^{3} .\) What will \(A^{n}\) turn out to be?

The augmented matrices that follow are in reduced row echelon form. In each case, find the solution set of the corresponding linear system. (a) \(\left(\begin{array}{rrr|r}1 & 0 & 0 & -2 \\ 0 & 1 & 0 & 5 \\ 0 & 0 & 1 & 3\end{array}\right)\) (b) \(\left(\begin{array}{lll|l}1 & 4 & 0 & 2 \\ 0 & 0 & 1 & 3 \\ 0 & 0 & 0 & 1\end{array}\right)\) (c) \(\left(\begin{array}{rrr|r}1 & -3 & 0 & 2 \\ 0 & 0 & 1 & -2 \\ 0 & 0 & 0 & 0\end{array}\right)\) (d) \(\left[\begin{array}{cccc|c}1 & 2 & 0 & 1 & 5 \\ 0 & 0 & 1 & 3 & 4\end{array}\right]\) (e) \(\left(\begin{array}{cccc|c}1 & 5 & -2 & 0 & 3 \\ 0 & 0 & 0 & 1 & 6 \\ 0 & 0 & 0 & 0 & 0 \\ 0 & 0 & 0 & 0 & 0\end{array}\right)\) (f) \(\left(\begin{array}{lll|r}0 & 1 & 0 & 2 \\ 0 & 0 & 1 & -1 \\ 0 & 0 & 0 & 0\end{array}\right)\)

Let \(A=\left(\begin{array}{rr}1 & 2 \\ 1 & -2\end{array}\right)\) , \(\mathbf{b}=\left(\begin{array}{l}4 \\ 0\end{array}\right)\) \(\mathbf{c}=\left(\begin{array}{l}-3 \\ -2\end{array}\right)\) (a) Write b as a linear combination of the column vectors \(\mathbf{a}_{1}\) and \(\mathbf{a}_{2}\) (b) Use the result from part (a) to determine a solution of the linear system \(A \mathbf{x}=\mathbf{b}\). Does the system have any other solutions? Explain. (c) Write \(c\) as a linear combination of the column vectors \(\mathbf{a}_{1}\) and \(\mathbf{a}_{2}\)

See all solutions

Recommended explanations on Math Textbooks

View all explanations

What do you think about this solution?

We value your feedback to improve our textbook solutions.

Study anywhere. Anytime. Across all devices.