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Exercises and solutions
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Vector_Space_Examples.ipynb

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"\\end{eqnarray*}\n",
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"$$\n",
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"\n",
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"These algebraic combinations of functions satisfy all the requirements to make $C\\left[0,1\\right]$ a vector space. This space is quite different from the other examples in that it does not have a finite dimension. Any basis for $C\\left[0,1\\right]$ must contain an infinite number of functions. For this reason, we cannot easily do calculations such as those in the previous example to determine if a set of functions are linearly indpendent. We will however make use of this example in a later application. \n"
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"These algebraic combinations of functions satisfy all the requirements to make $C\\left[0,1\\right]$ a vector space. This space is quite different from the other examples in that it does not have a finite dimension. Any basis for $C\\left[0,1\\right]$ must contain an infinite number of functions. For this reason, we cannot easily do calculations such as those in the previous example to determine if a set of functions are linearly independent. We will however make use of this example in a later application. \n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Exercises"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Exercise 1:** Determine whether or not the set of polynomials $\\{p_1, p_2, p_3\\}$ is a basis for $\\mathbb{P}_2$.\n",
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"\n",
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"$$\n",
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"\\begin{eqnarray*}\n",
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"p_1 & = & 3x^2 + 2x + 1 \\\\\n",
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"p_2 & = & 2x^2 + 5x + 3 \\\\\n",
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"p_3 & = & 6x^2 + 4x +5 \n",
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"\\end{eqnarray*}\n",
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"$$"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"## Code solution here"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Exercise 2:** Find the coordinates of $p_4$ with respect to the basis $\\alpha\\ = \\{p_1, p_2, p_3\\}$. \n",
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"\n",
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"$$\n",
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"\\begin{eqnarray*}\n",
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"p_1 & = & x^2 + x + 2 \\\\\n",
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"p_2 & = & 2x^2 + 4x + 0 \\\\\n",
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"p_3 & = & 3x^2 + 2x +1 \\\\\n",
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"p_4 & = & 11x^2 + 13x + 4\n",
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"\\end{eqnarray*}\n",
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"$$"
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": []
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"source": [
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"## Code solution here"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Exercise 3:** Demonstrate that a set of four polynomials in $\\mathbb{P}_4$ cannot span $\\mathbb{P}_4$ through a computation."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"## Code solution here"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Exercise 4:** The set of matrices $\\{A, B\\}$ form a basis for a subspace of $\\mathbb{M}_{2\\times 2}$. Find a matrix which is in the subspace (but is not $A$ or $B$) and a matrix which is not in the subspace. Verify your answer.\n",
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"\n",
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"$$\n",
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"\\begin{equation}\n",
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"A = \\left[ \\begin{array}{ccc} 1 & 0 \\\\ 2 & 0 \\end{array}\\right] \\hspace{1cm}\n",
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"B = \\left[ \\begin{array}{ccc} 4 & 0 \\\\ 5 & 0 \\end{array}\\right] \\hspace{1cm}\n",
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"\\end{equation}\n",
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"$$"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"## Code solution here"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Exercise 5:** Find the **coordinate vector** of $F$ with respect to the basis $\\beta = \\{A,B,C,D\\}$ for $\\mathbb{M}_{2\\times 2}$.\n",
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"\n",
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"$$\n",
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"\\begin{equation}\n",
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"A = \\left[ \\begin{array}{ccc} 1 & 0 \\\\ 0 & 1 \\end{array}\\right] \\hspace{1cm}\n",
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"B = \\left[ \\begin{array}{ccc} 2 & 1 \\\\ 2 & 2 \\end{array}\\right] \\hspace{1cm}\n",
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"C = \\left[ \\begin{array}{ccc} 3 & 0 \\\\ 1 & 4 \\end{array}\\right] \\hspace{1cm}\n",
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"D = \\left[ \\begin{array}{ccc} 3 & 4\\\\ 1 & 1 \\end{array}\\right] \\hspace{1cm}\n",
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"F = \\left[ \\begin{array}{ccc} 14 & 10\\\\ 7 & 11 \\end{array}\\right] \\hspace{1cm}\n",
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"\\end{equation}\n",
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"$$"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"## Code solution here"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"**Exercise 6:** Let $\\mathbb{D}_{2\\times 2}$ be the set of $ 2 \\times 2 $ diagonal matrices. \n",
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"\n",
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"($a$) Explain why $\\mathbb{D}_{2\\times 2}$ is a subspace of $\\mathbb{M}_{2\\times 2}$.\n",
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"\n",
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"($b$) Find a basis for $\\mathbb{D}_{2\\times 2}$.\n",
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"\n",
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"($c$) Determine the dimension of $\\mathbb{D}_{2\\times 2}$."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"## Code solution here"
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]
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}
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],
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"metadata": {

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