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In Exercises 1-6, determine if the set of points is affinely dependent. (See Practice Problem 2.) If so, construct an affine dependence relation for the points.

3.\(\left( {\begin{aligned}{{}}1\\2\\{ - 1}\end{aligned}} \right),\left( {\begin{aligned}{{}}{ - 2}\\{ - 4}\\8\end{aligned}} \right),\left( {\begin{aligned}{{}}2\\{ - 1}\\{11}\end{aligned}} \right),\left( {\begin{aligned}{{}}0\\{15}\\{ - 9}\end{aligned}} \right)\)

Short Answer

Expert verified

The set of points are affinely independent.

Step by step solution

01

Condition for affinely dependent

The set is said to be affinely dependent, if the set \(\left\{ {{{\bf{v}}_{\bf{1}}},{{\bf{v}}_{\bf{2}}},...,{{\bf{v}}_p}} \right\}\) in the dimension\({\mathbb{R}^n}\) exists such that \({c_1},{c_2},...,{c_p}\) not all zero, and the sum must be zero \({c_1} + {c_2} + ... + {c_p} = 0\), and \({c_1}{{\bf{v}}_1} + {c_2}{{\bf{v}}_2} + ... + {c_p}{{\bf{v}}_p} = 0\).

02

Compute \({{\mathop{\rm v}\nolimits} _2} - {{\mathop{\rm v}\nolimits} _1}\), \({{\mathop{\rm v}\nolimits} _3} - {{\mathop{\rm v}\nolimits} _1}\) and \({{\mathop{\rm v}\nolimits} _4} - {{\mathop{\rm v}\nolimits} _1}\)

Let \({{\mathop{\rm v}\nolimits} _1} = \left( {\begin{aligned}{{}}1\\2\\{ - 1}\end{aligned}} \right),{{\mathop{\rm v}\nolimits} _2} = \left( {\begin{aligned}{{}}{ - 2}\\{ - 4}\\8\end{aligned}} \right),{{\mathop{\rm v}\nolimits} _3} = \left( {\begin{aligned}{{}}2\\{ - 1}\\{11}\end{aligned}} \right),{{\mathop{\rm v}\nolimits} _4} = \left( {\begin{aligned}{{}}0\\{15}\\9\end{aligned}} \right)\).

Compute \({{\mathop{\rm v}\nolimits} _2} - {{\mathop{\rm v}\nolimits} _1}\), \({{\mathop{\rm v}\nolimits} _3} - {{\mathop{\rm v}\nolimits} _1}\), and \({{\mathop{\rm v}\nolimits} _4} - {{\mathop{\rm v}\nolimits} _1}\) as shown below

\({{\mathop{\rm v}\nolimits} _2} - {{\mathop{\rm v}\nolimits} _1} = \left( {\begin{aligned}{{}}{ - 3}\\{ - 6}\\9\end{aligned}} \right)\), \({{\mathop{\rm v}\nolimits} _3} - {{\mathop{\rm v}\nolimits} _1} = \left( {\begin{aligned}{{}}1\\{ - 3}\\{12}\end{aligned}} \right)\), \({{\mathop{\rm v}\nolimits} _4} - {{\mathop{\rm v}\nolimits} _1} = \left( {\begin{aligned}{{}}{ - 1}\\{13}\\{ - 8}\end{aligned}} \right)\)

Write the augmented matrix as shown below:

\(\left( {\begin{aligned}{{}}{{{\bf{v}}_1}}&{{{\bf{v}}_2}}&{{{\bf{v}}_3}}&{{{\bf{v}}_4}}\end{aligned}} \right) \sim \left( {\begin{aligned}{{}}1&{ - 2}&2&0\\2&{ - 4}&{ - 1}&{15}\\{ - 1}&8&{11}&9\end{aligned}} \right)\)

03

Apply row operation

At row 2, multiply row 1 by 2 and subtract it from row 2.

\( \sim \left( {\begin{aligned}{{}}1&{ - 2}&2&0\\0&0&{ - 5}&{15}\\{ - 1}&8&{11}&{ - 9}\end{aligned}} \right)\)

At row 3, add row 1 and row 3

\( \sim \left( {\begin{aligned}{{}}1&{ - 2}&2&0\\0&0&{ - 5}&{15}\\0&6&{13}&{ - 9}\end{aligned}} \right)\)

Interchange row 2 and row 3

\( \sim \left( {\begin{aligned}{{}}1&{ - 2}&2&0\\0&6&{13}&{ - 9}\\0&0&{ - 5}&{15}\end{aligned}} \right)\)

At row 2, multiply row 2 by \(\frac{1}{6}\)

\( \sim \left( {\begin{aligned}{{}}1&{ - 2}&2&0\\0&6&{\frac{{13}}{6}}&{ - \frac{3}{2}}\\0&0&{ - 5}&{15}\end{aligned}} \right)\)

At row 1, multiply row 2 by 2 and add it to row 1

\( \sim \left( {\begin{aligned}{{}}1&0&{\frac{{19}}{3}}&{ - 3}\\0&6&{\frac{{13}}{6}}&{ - \frac{3}{2}}\\0&0&{ - 5}&{15}\end{aligned}} \right)\)

At row 3, multiply row 3 by \(\frac{1}{{ - 5}}\)

\( \sim \left( {\begin{aligned}{{}}1&0&{\frac{{19}}{3}}&{ - 3}\\0&6&{\frac{{13}}{6}}&{ - \frac{3}{2}}\\0&0&1&{ - 3}\end{aligned}} \right)\)

At row 1, multiply row 3 by \(\frac{{19}}{3}\) and subtract it from row 1. At row 2, multiply row 3 by \(\frac{{13}}{6}\) and remove it from row 2

\( \sim \left( {\begin{aligned}{{}}1&0&0&{16}\\0&1&0&5\\0&0&1&{ - 3}\end{aligned}} \right)\)

The columns are linearly independent because every column is a pivot column.

The solution of the matrix is \({{\mathop{\rm x}\nolimits} _1} = 16,{{\mathop{\rm x}\nolimits} _2} = 5,{{\mathop{\rm x}\nolimits} _3} = - 3\).

04

Determine whether the set of points is affinely dependent

Theorem 5states that an indexed set \(S = \left\{ {{{\mathop{\rm v}\nolimits} _1},...,{{\mathop{\rm v}\nolimits} _p}} \right\}\) in \({\mathbb{R}^n}\), with \(p \ge 2\), the following statement is equivalent. This means that either all the statements are true or all the statements are false.

  1. The set \(S\) isaffinely dependent.
  2. Each of the points in \(S\)is an affine combination of the other points in \(S\).
  3. In \({\mathbb{R}^n}\), the set \(\left\{ {{{\mathop{\rm v}\nolimits} _2} - {{\mathop{\rm v}\nolimits} _1},...,{{\mathop{\rm v}\nolimits} _p} - {{\mathop{\rm v}\nolimits} _1}} \right\}\)is linearly dependent.
  4. The set \(\left\{ {{{\bar v}_1},...,{{\bar v}_p}} \right\}\) of homogeneous forms in \({\mathbb{R}^{n + 1}}\) is linearly dependent.

If \({{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}\) are points, then the set \(\left\{ {{{\mathop{\rm v}\nolimits} _1},{{\mathop{\rm v}\nolimits} _2},{{\mathop{\rm v}\nolimits} _3}} \right\}\) is a basis for \({\mathbb{R}^3}\), and\({{\mathop{\rm v}\nolimits} _4} = 16{{\mathop{\rm v}\nolimits} _1} + 5{{\mathop{\rm v}\nolimits} _2} - 3{{\mathop{\rm v}\nolimits} _3}\). However, the weights in the linear combination do not sum to 1. The set \(S\) is affinely independent.

Thus, the set of points are affinely independent.

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Most popular questions from this chapter

Question: 24. Repeat Exercise 23 for \({v_1} = \left( \begin{array}{l}1\\2\end{array} \right)\), \({v_2} = \left( \begin{array}{l}5\\1\end{array} \right)\), \({v_3} = \left( \begin{array}{l}4\\4\end{array} \right)\) and \(p = \left( \begin{array}{l}2\\3\end{array} \right)\).

A quartic Bézier curve is determined by five control points,

\({{\bf{p}}_{\bf{o}}}{\bf{,}}\,{\rm{ }}{{\bf{p}}_{\bf{1}}}\,{\bf{,}}{\rm{ }}{{\bf{p}}_{\bf{2}}}\,{\bf{,}}{\rm{ }}{{\bf{p}}_{\bf{3}}}\)and \({{\bf{p}}_4}\):

\({\bf{x}}\left( t \right) = {\left( {1 - t} \right)^4}{{\bf{p}}_0} + 4t{\left( {1 - t} \right)^3}{{\bf{p}}_1} + 6{t^2}{\left( {1 - t} \right)^2}{{\bf{p}}_2} + 4{t^3}\left( {1 - t} \right){{\bf{p}}_3} + {t^4}{{\bf{p}}_4}\)for \(0 \le t \le 1\)

Construct the quartic basis matrix \({M_B}\) for \({\bf{x}}\left( t \right)\).

Let \({\bf{x}}\left( t \right)\) be a B-spline in Exercise 2, with control points \({{\bf{p}}_o}\), \({{\bf{p}}_1}\) , \({{\bf{p}}_2}\) , and \({{\bf{p}}_3}\).

a. Compute the tangent vector \({\bf{x}}'\left( t \right)\) and determine how the derivatives \({\bf{x}}'\left( 0 \right)\) and \({\bf{x}}'\left( 1 \right)\) are related to the control points. Give geometric descriptions of the directions of these tangent vectors. Explore what happens when both \({\bf{x}}'\left( 0 \right)\)and \({\bf{x}}'\left( 1 \right)\)equal 0. Justify your assertions.

b. Compute the second derivative and determine how and are related to the control points. Draw a figure based on Figure 10, and construct a line segment that points in the direction of . [Hint: Use \({{\bf{p}}_2}\) as the origin of the coordinate system.]

Question: Let \({\bf{p}} = \left( {\begin{array}{*{20}{c}}{\bf{1}}\\{ - {\bf{3}}}\\{\bf{1}}\\{\bf{2}}\end{array}} \right)\), \({\bf{n}} = \left( {\begin{array}{*{20}{c}}{\bf{2}}\\{\bf{1}}\\{\bf{5}}\\{ - {\bf{1}}}\end{array}} \right)\), \({{\bf{v}}_{\bf{1}}} = \left( {\begin{array}{*{20}{c}}{\bf{0}}\\{\bf{1}}\\{\bf{1}}\\{\bf{1}}\end{array}} \right)\), \({{\bf{v}}_{\bf{2}}} = \left( {\begin{array}{*{20}{c}}{ - {\bf{2}}}\\{\bf{0}}\\{\bf{1}}\\{\bf{3}}\end{array}} \right)\), and \({{\bf{v}}_{\bf{3}}} = \left( {\begin{array}{*{20}{c}}{\bf{1}}\\{\bf{4}}\\{\bf{0}}\\{\bf{4}}\end{array}} \right)\), and let H be the hyperplane in\({\mathbb{R}^{\bf{4}}}\) with normal n and passing through p. Which of the points \({{\bf{v}}_{\bf{1}}}\), \({{\bf{v}}_{\bf{2}}}\), and \({{\bf{v}}_{\bf{3}}}\) are on the same side of H as the origin, and which are not?

Question: In Exercise 7, let Hbe the hyperplane through the listed points. (a) Find a vector n that is normal to the hyperplane. (b) Find a linear functional f and a real number d such that \(H = \left( {f:d} \right)\).

7. \(\left( {\begin{array}{*{20}{c}}{\bf{1}}\\{\bf{1}}\\{\bf{3}}\end{array}} \right),\left( {\begin{array}{*{20}{c}}{\bf{2}}\\{\bf{4}}\\{\bf{1}}\end{array}} \right),\left( {\begin{array}{*{20}{c}}{ - {\bf{1}}}\\{ - {\bf{2}}}\\{\bf{5}}\end{array}} \right)\)

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