Find a LU factorization of the matrices in Exercises 7-16 (with L unit lower triangular). Note that MATLAB will usually produce a permuted LU factorization because it uses partial pivoting for numerical accuracy.

10. \(\left[ {\begin{array}{*{20}{c}}{ - 5}&3&4\\{10}&{ - 8}&{ - 9}\\{15}&1&2\end{array}} \right]\)

Short Answer

Expert verified

The LU factorization of the matrices is \[L = \left[ {\begin{array}{*{20}{c}}1&0&0\\{ - 2}&1&0\\{ - 3}&{ - 5}&1\end{array}} \right]\]and \[U = \left[ {\begin{array}{*{20}{c}}{ - 5}&3&4\\0&{ - 2}&{ - 1}\\0&0&9\end{array}} \right]\].

Step by step solution

01

Apply the row operation to determine matrix U

Consider the matrix \[A = \left[ {\begin{array}{*{20}{c}}{ - 5}&3&4\\{10}&{ - 8}&{ - 9}\\{15}&1&2\end{array}} \right]\].

Perform an elementary row operation to produce the row echelon form of the matrix.

Mark the pivot columns in matrix A and the row-echelon form of A.

At row two, multiply row one by 2 and add it to row two. At row three, multiply row one by 3 and add it to row three.

At row three, multiply row two by 5 and add it to row three.

Thus, \[U = \left[ {\begin{array}{*{20}{c}}{ - 5}&3&4\\0&{ - 2}&{ - 1}\\0&0&9\end{array}} \right]\].

02

Determine matrix L

The first pivot column of L is the first column of Adivided by the top pivot entry.

Divide the first column of \[\left[ {\begin{array}{*{20}{c}}{ - 5}&3&4\\{10}&{ - 8}&{ - 9}\\{15}&1&2\end{array}} \right]\]by top pivot entry \( - 5\). And at each pivot column, divide the entries by the pivot, as shown below:

\[\begin{array}{l}\left[ {\begin{array}{*{20}{c}}{ - \frac{5}{5}}\\{ - \frac{{10}}{5}}\\{ - \frac{{15}}{5}}\end{array}} \right]\,\left[ {\begin{array}{*{20}{c}}{\frac{{ - 2}}{{ - 2}}}\\{\frac{{10}}{{ - 2}}}\end{array}} \right]\left[ {\frac{9}{9}} \right]\\\,\,\, \downarrow \,\,\,\,\,\,\,\,\,\, \downarrow \,\,\,\,\,\,\,\,\,\, \downarrow \\\left[ {\begin{array}{*{20}{c}}1&{\begin{array}{*{20}{c}}{}&{}\end{array}}&{}\\{ - 2}&1&{}\\{ - 3}&{ - 5}&1\end{array}} \right]\end{array}\]

Place the result in matrix L:

\[L = \left[ {\begin{array}{*{20}{c}}1&0&0\\{ - 2}&1&0\\{ - 3}&{ - 5}&1\end{array}} \right]\]

Thus, the LU factorization of the matrices is \[L = \left[ {\begin{array}{*{20}{c}}1&0&0\\{ - 2}&1&0\\{ - 3}&{ - 5}&1\end{array}} \right]\]and \[U = \left[ {\begin{array}{*{20}{c}}{ - 5}&3&4\\0&{ - 2}&{ - 1}\\0&0&9\end{array}} \right]\].

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 Vaia!

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

A useful way to test new ideas in matrix algebra, or to make conjectures, is to make calculations with matrices selected at random. Checking a property for a few matrices does not prove that the property holds in general, but it makes the property more believable. Also, if the property is actually false, you may discover this when you make a few calculations.

36. Write the command(s) that will create a \(6 \times 4\) matrix with random entries. In what range of numbers do the entries lie? Tell how to create a \(3 \times 3\) matrix with random integer entries between \( - {\bf{9}}\) and 9. (Hint:If xis a random number such that 0 < x < 1, then \( - 9.5 < 19\left( {x - .5} \right) < 9.5\).

In Exercises 27 and 28, view vectors in \({\mathbb{R}^n}\) as \(n \times 1\) matrices. For \({\mathop{\rm u}\nolimits} \) and \({\mathop{\rm v}\nolimits} \) in \({\mathbb{R}^n}\), the matrix product \({{\mathop{\rm u}\nolimits} ^T}v\) is a \(1 \times 1\) matrix, called the scalar product, or inner product, of u and v. It is usually written as a single real number without brackets. The matrix product \({{\mathop{\rm uv}\nolimits} ^T}\) is an \(n \times n\) matrix, called the outer product of u and v. The products \({{\mathop{\rm u}\nolimits} ^T}{\mathop{\rm v}\nolimits} \) and \({{\mathop{\rm uv}\nolimits} ^T}\) will appear later in the text.

27. Let \({\mathop{\rm u}\nolimits} = \left( {\begin{aligned}{*{20}{c}}{ - 2}\\3\\{ - 4}\end{aligned}} \right)\) and \({\mathop{\rm v}\nolimits} = \left( {\begin{aligned}{*{20}{c}}a\\b\\c\end{aligned}} \right)\). Compute \({{\mathop{\rm u}\nolimits} ^T}{\mathop{\rm v}\nolimits} \), \({{\mathop{\rm v}\nolimits} ^T}{\mathop{\rm u}\nolimits} \),\({{\mathop{\rm uv}\nolimits} ^T}\), and \({\mathop{\rm v}\nolimits} {{\mathop{\rm u}\nolimits} ^T}\).

How many rows does \(B\) have if \(BC\) is a \({\bf{3}} \times {\bf{4}}\) matrix?

a. Verify that \({A^2} = I\) when \(A = \left[ {\begin{array}{*{20}{c}}1&0\\3&{ - 1}\end{array}} \right]\).

b. Use partitioned matrices to show that \({M^2} = I\) when\(M = \left[ {\begin{array}{*{20}{c}}1&0&0&0\\3&{ - 1}&0&0\\1&0&{ - 1}&0\\0&1&{ - 3}&1\end{array}} \right]\).

Suppose Tand U are linear transformations from \({\mathbb{R}^n}\) to \({\mathbb{R}^n}\) such that \(T\left( {U{\mathop{\rm x}\nolimits} } \right) = {\mathop{\rm x}\nolimits} \) for all x in \({\mathbb{R}^n}\) . Is it true that \(U\left( {T{\mathop{\rm x}\nolimits} } \right) = {\mathop{\rm x}\nolimits} \) for all x in \({\mathbb{R}^n}\)? Why or why not?

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.

Sign-up for free