{ "cells": [ { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sympy as sy\n", "sy.init_printing() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualization of Linear Combination in $\\mathbb{R}^2$ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider two vectors $u$ and $v$ in $\\mathbb{R}^2$, they are independent of each other, i.e. not pointing to the same or opposite direction. Therefore any vector in the $\\mathbb{R}^2$ can be represented by a **linear combination** of $u$ and $v$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For instance, this is a linear combination and essentially a linear system." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "c_1\n", "\\left[\n", "\\begin{matrix}\n", "4\\\\\n", "2\n", "\\end{matrix}\n", "\\right]+\n", "c_2\n", "\\left[\n", "\\begin{matrix}\n", "-2\\\\\n", "2\n", "\\end{matrix}\n", "\\right]\n", "=\n", "\\left[\n", "\\begin{matrix}\n", "2\\\\\n", "10\n", "\\end{matrix}\n", "\\right]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solve the system in SymPy:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left( \\left[\\begin{matrix}1 & 0 & 2\\\\0 & 1 & 3\\end{matrix}\\right], \\ \\left( 0, \\ 1\\right)\\right)$" ], "text/plain": [ "⎛⎡1 0 2⎤ ⎞\n", "⎜⎢ ⎥, (0, 1)⎟\n", "⎝⎣0 1 3⎦ ⎠" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = sy.Matrix([[4, -2, 2], [2,2,10]])\n", "A.rref()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The solution is $(c_1, c_2)^T = (2, 3)^T$, which means the addition of $2$ times $\\left[\n", "\\begin{matrix}\n", "4\\\\\n", "2\n", "\\end{matrix}\n", "\\right]$ and $3$ times $\\left[\n", "\\begin{matrix}\n", "-2\\\\\n", "2\n", "\\end{matrix}\n", "\\right]$ equals $\\left[\n", "\\begin{matrix}\n", "2\\\\\n", "10\n", "\\end{matrix}\n", "\\right]$. \n", "\n", "Besides plotting the vector addition, we would like to plot the _coordinates of the basis_ spanned by $u$ and $v$. We will explain this further in a later chapter.\n", "\n", "Calculate the slope of the vectors, i.e., $\\frac{y}{x}$:\n", "$$\n", "s_1 = \\frac{y}{x} = \\frac{2}{4} = 0.5 \\\\\n", "s_2 = \\frac{y}{x} = \\frac{2}{-2} = -1\n", "$$\n", "\n", "The basis can be constructed as:\n", "$$\n", "y_1 = a + 0.5x \\\\\n", "y_2 = b - x\n", "$$\n", "where $a$ and $b$ will be set as constants with regular intervals, such as $(2.5, 5, 7.5, 10)$. \n", "\n", "The coordinates of the basis are represented as pink web-style grids, where each line segment is a unit (like $1$ in the Cartesian coordinate system) in the 'new' coordinates." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Initialize the figure and axis\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "# Define the vectors and their colors\n", "vectors = np.array([[[0, 0, 4, 2]],\n", " [[0, 0, -2, 2]],\n", " [[0, 0, 2, 10]],\n", " [[0, 0, 8, 4]], \n", " [[0, 0, -6, 6]]])\n", "colors = ['b', 'b', 'r', 'b', 'b']\n", "\n", "# Plot each vector with quiver and add annotations\n", "for i in range(vectors.shape[0]):\n", " X, Y, U, V = zip(*vectors[i, :, :])\n", " ax.quiver(X, Y, U, V, angles='xy', scale_units='xy', color=colors[i], scale=1, alpha=0.6)\n", " ax.text(x=vectors[i, 0, 2], y=vectors[i, 0, 3], s='$(%.0d, %.0d)$' % (vectors[i, 0, 2], vectors[i, 0, 3]), fontsize=16)\n", "\n", "# Highlight the linear combination lines\n", "points12 = np.array([[8, 4], [2, 10]])\n", "ax.plot(points12[:, 0], points12[:, 1], color='b', lw=3.5, alpha=0.5, ls='--')\n", "\n", "points34 = np.array([[-6, 6], [2, 10]])\n", "ax.plot(points34[:, 0], points34[:, 1], color='b', lw=3.5, alpha=0.5, ls='--')\n", "\n", "# Set axis limits and labels\n", "ax.set_xlim([-10, 10])\n", "ax.set_ylim([0, 10.5])\n", "ax.set_xlabel('x-axis', fontsize=16)\n", "ax.set_ylabel('y-axis', fontsize=16)\n", "ax.grid()\n", "\n", "# Plot the basis lines\n", "a = np.arange(-11, 20, 1)\n", "x = np.arange(-11, 20, 1)\n", "\n", "for i in a:\n", " y1 = i + 0.5 * x\n", " ax.plot(x, y1, ls='--', color='pink', lw=2)\n", " y2 = i - x\n", " ax.plot(x, y2, ls='--', color='pink', lw=2)\n", "\n", "# Add title using a raw string\n", "ax.set_title(r'Linear Combination of Two Vectors in $\\mathbf{R}^2$', size=22, x=0.5, y=1.01)\n", "\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Combination Visualization in 3D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also show that any vectors in $\\mathbb{R}^3$ can be a linear combination of a standard basis in Cartesian coordinate system. \n", "\n", "Here is the function for plotting 3D linear combination from standard basis, we just feed the _scalar multiplier_. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def linearCombo(a, b, c):\n", " '''This function is for visualizing linear combination of standard basis in 3D.\n", " Function syntax: linearCombo(a, b, c), where a, b, c are the scalar multiplier, \n", " also the elements of the vector.\n", " '''\n", " fig = plt.figure(figsize=(10,10))\n", " ax = fig.add_subplot(111, projection='3d')\n", " ######################## Standard basis and Scalar Multiplid Vectors#########################\n", " vec = np.array([[[0, 0, 0, 1, 0, 0]], # e1\n", " [[0, 0, 0, 0, 1, 0]], # e2\n", " [[0, 0, 0, 0, 0, 1]], # e3\n", " [[0, 0, 0, a, 0, 0]], # a* e1\n", " [[0, 0, 0, 0, b, 0]], # b* e2\n", " [[0, 0, 0, 0, 0, c]], # c* e3\n", " [[0, 0, 0, a, b, c]]]) # ae1 + be2 + ce3\n", " colors = ['b','b','b','r','r','r','g']\n", " for i in range(vec.shape[0]): \n", " X, Y, Z, U, V, W = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, Z, U, V, W, length=1, normalize=False, \n", " color = colors[i] ,arrow_length_ratio = .08, pivot = 'tail',\n", " linestyles = 'solid',linewidths = 3, alpha =.6)\n", " \n", " #################################Plot Rectangle Boxes##############################\n", " dlines = np.array([[[a, 0, 0],[a, b, 0]],\n", " [[0, b, 0],[a, b, 0]],\n", " [[0, 0, c],[a, b, c]],\n", " [[0, 0, c],[a, 0, c]],\n", " [[a, 0, c],[a, b, c]],\n", " [[0, 0, c],[0, b, c]],\n", " [[0, b, c],[a, b, c]],\n", " [[a, 0, 0],[a, 0, c]],\n", " [[0, b, 0],[0, b, c]],\n", " [[a, b, 0],[a, b, c]]])\n", " colors = ['k','k','g','k','k','k','k','k','k']\n", " for i in range(dlines.shape[0]):\n", " ax.plot(dlines[i,:,0], dlines[i,:,1], dlines[i,:,2], lw =3, ls = '--', color = 'black', alpha=0.5)\n", " \n", " #################################Annotation########################################\n", " ax.text(x = a, y = b, z = c, s= ' $(%0.d, %0.d, %.0d)$'% (a, b, c), size = 18)\n", " ax.text(x = a, y = 0, z = 0, s= ' $%0.d e_1 = (%0.d, 0, 0)$'% (a, a), size = 15)\n", " ax.text(x = 0, y = b, z = 0, s= ' $%0.d e_2 = (0, %0.d, 0)$'% (b, b), size = 15)\n", " ax.text(x = 0, y = 0, z = c, s= ' $%0.d e_3 = (0, 0, %0.d)$' %(c, c), size = 15)\n", " \n", " #################################Axis Setting######################################\n", " ax.grid()\n", " ax.set_xlim([0, a+1])\n", " ax.set_ylim([0, b+1])\n", " ax.set_zlim([0, c+1])\n", " \n", " ax.set_xlabel('x-axis', size = 18)\n", " ax.set_ylabel('y-axis', size = 18)\n", " ax.set_zlabel('z-axis', size = 18)\n", " \n", " ax.set_title('Vector $(%0.d, %0.d, %.0d)$ Visualization' %(a, b, c), size = 20)\n", " \n", " ax.view_init(elev=20., azim=15)\n", "\n", "if __name__ == '__main__':\n", " a = 7\n", " b = 4\n", " c = 9\n", " linearCombo(a, b, c)\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "linearCombo(3, 5, 6) # Try again" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Combination of Inconsistent System" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An inconsistent system means no unique solution exists. It might seem strange to treat a solution of an inconsistent system as a linear combination, but it essentially represents a trace of a line." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## One Free Variable Case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen how inconsistent systems can be solved in the earlier lectures. Now we will investigate what solution means from the perspective of linear combination.\n", "\n", "Consider a system\n", "\n", "$$\n", "\\left[\n", "\\begin{matrix}\n", "1 & 1 & 2\\\\\n", "-2 &0 & 1\\\\\n", "1& 1 & 2\n", "\\end{matrix}\n", "\\right]\n", "\\left[\n", "\\begin{matrix}\n", "c_1\\\\c_2\\\\c_3\n", "\\end{matrix}\n", "\\right]\n", "=\n", "\\left[\n", "\\begin{matrix}\n", "1\\\\-3\\\\1\n", "\\end{matrix}\n", "\\right]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solve in SymPy:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left( \\left[\\begin{matrix}1 & 0 & - \\frac{1}{2} & \\frac{3}{2}\\\\0 & 1 & \\frac{5}{2} & - \\frac{1}{2}\\\\0 & 0 & 0 & 0\\end{matrix}\\right], \\ \\left( 0, \\ 1\\right)\\right)$" ], "text/plain": [ "⎛⎡1 0 -1/2 3/2 ⎤ ⎞\n", "⎜⎢ ⎥ ⎟\n", "⎜⎢0 1 5/2 -1/2⎥, (0, 1)⎟\n", "⎜⎢ ⎥ ⎟\n", "⎝⎣0 0 0 0 ⎦ ⎠" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = sy.Matrix([[1,1,2,1],[-2,0,1,-3],[1,1,2,1]])\n", "A.rref()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The solution is not unique due to a free variable: " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "c_1 - \\frac{1}{2}c_3 =\\frac{3}{2}\\\\\n", "c_2 + \\frac{5}{2}c_3 = -\\frac{1}{2}\\\\\n", "c_3 = free\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let $c_3 = t$, the system can be parameterized:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "\\left[\n", "\\begin{matrix}\n", "c_1\\\\c_2\\\\c_3\n", "\\end{matrix}\n", "\\right]\n", "=\n", "\\left[\n", "\\begin{matrix}\n", "\\frac{3}{2}+\\frac{1}{2}t\\\\\n", "-\\frac{1}{2}-\\frac{5}{2}t\\\\\n", "t\n", "\\end{matrix}\n", "\\right]\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The solution is a line of infinite length, to visualize it, we set the range of $t\\in (-1, 1)$, the solution looks like:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (8,8))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "t = np.linspace(-1, 1, 10)\n", "c1 = 3/2+t/2\n", "c2 = -1/2-5/2*t\n", "\n", "ax.plot(c1, c2, t, lw = 5)\n", "\n", "ax.set_xlabel('x-axis', size = 18)\n", "ax.set_ylabel('y-axis', size = 18)\n", "ax.set_zlabel('z-axis', size = 18)\n", "\n", "ax.set_title('Solution of A Linear System with One Free Variable', size = 18)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two Free Variables Case" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the linear system:\n", "$$\n", "\\left[\n", "\\begin{matrix}\n", "1 & -3 & -2\\\\\n", "0 &0 & 0 \\\\\n", "0& 0 & 0 \n", "\\end{matrix}\n", "\\right]\n", "\\left[\n", "\\begin{matrix}\n", "x_1\\\\\n", "x_2\\\\\n", "x_3\n", "\\end{matrix}\n", "\\right]\n", "=\n", "\\left[\n", "\\begin{matrix}\n", "0\\\\0\\\\0\n", "\\end{matrix}\n", "\\right]\n", "$$\n", "The augmented matrix is\n", "$$\n", "\\left[\n", "\\begin{matrix}\n", "1 & -3 & -2 & 0\\\\\n", "0 &0 & 0 & 0\\\\\n", "0& 0 & 0 & 0\n", "\\end{matrix}\n", "\\right]\n", "$$\n", "We have two free variables\n", "$$\n", "\\begin{align}\n", "x_1 &= 3x_2+2x_3\\\\\n", "x_2 &= free\\\\\n", "x_3 &= free\n", "\\end{align}\n", "$$\n", "Rewrite the solution \n", "\n", "$$\n", "\\left[\n", "\\begin{matrix}\n", "x_1\\\\\n", "x_2\\\\\n", "x_3\n", "\\end{matrix}\n", "\\right]\n", "=\n", "\\left[\n", "\\begin{matrix}\n", "3x_2+2x_3\\\\\n", "x_2\\\\\n", "x_3\n", "\\end{matrix}\n", "\\right]\n", "=\n", "\\left[\\begin{array}{c}\n", "3 x_{2} \\\\\n", "x_{2} \\\\\n", "0\n", "\\end{array}\\right]+\\left[\\begin{array}{c}\n", "2 x_{3} \\\\\n", "0 \\\\\n", "x_{3}\n", "\\end{array}\\right]=\n", "x_{2}\\left[\\begin{array}{l}\n", "3 \\\\\n", "1 \\\\\n", "0\n", "\\end{array}\\right]+x_{3}\\left[\\begin{array}{l}\n", "2 \\\\\n", "0 \\\\\n", "1\n", "\\end{array}\\right]\n", "$$\n", "The solution is a plain spanned by two vectors $(3, 1, 0)^T$ and $(2, 0, 1)^T$. Let's draw the plane and spanning vectors.\n", "We also plot another vector $v = (2,2,1)$ which is not a linear combination of $(3, 1, 0)^T$ and $(2, 0, 1)^T$. As you pan around the view angle (in JupyterLab use ```%matplotlib widge```), it is apparent that $v$ is not in the same plane of basis vectors." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize = (8,8))\n", "ax = fig.add_subplot(projection='3d')\n", "\n", "x2 = np.linspace(-2, 2, 10)\n", "x3 = np.linspace(-2, 2, 10)\n", "X2, X3 = np.meshgrid(x2, x3)\n", "X1 = 3*X2 + 2*X3\n", "ax.plot_wireframe(X1, X2, X3, linewidth = 1.5, color = 'k', alpha = .6)\n", "\n", "vec = np.array([[[0, 0, 0, 3, 1, 0]],\n", " [[0, 0, 0, 2, 0, 1]],\n", " [[0, 0, 0, 5, 1, 1]],\n", " [[0, 0, 0, 2, 2, 1]]])\n", "colors = ['r', 'b', 'g', 'purple']\n", "for i in range(vec.shape[0]):\n", " X, Y, Z, U, V, W = zip(*vec[i,:,:])\n", " ax.quiver(X, Y, Z, U, V, W, length=1, normalize=False, color = colors[i],\n", " arrow_length_ratio = .08, pivot = 'tail',\n", " linestyles = 'solid',linewidths = 3, alpha = .6)\n", "\n", "################################Dashed Line################################\n", "\n", "point12 = np.array([[2, 0, 1],[5, 1, 1]])\n", "ax.plot(point12[:,0], point12[:,1], point12[:,2], lw =3, ls = '--', color = 'black', alpha=0.5)\n", "\n", "point34 = np.array([[3, 1, 0], [5, 1, 1]])\n", "ax.plot(point34[:,0], point34[:,1], point34[:,2], lw =3, ls = '--', color = 'black', alpha=0.5)\n", "\n", "#################################Texts#######################################\n", "ax.text(x = 3, y = 1, z = 0, s='$(3, 1, 0)$', color = 'red', size = 16)\n", "ax.text(x = 2, y = 0, z = 1, s='$(2, 0, 1)$', color = 'blue', size = 16)\n", "ax.text(x = 5, y = 1, z = 1, s='$(5, 1, 1)$', color = 'green', size = 16)\n", "ax.text(x = 2, y = 2, z = 1, s='$v$', color = 'purple', size = 16)\n", "\n", "ax.set_xlabel('x-axis', size = 18)\n", "ax.set_ylabel('y-axis', size = 18)\n", "ax.set_zlabel('z-axis', size = 18)\n", "\n", "ax.view_init(elev=-29, azim=130)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear Combination of Polynomial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a more general sense, a function or a polynomial can also be a linear combination of other functions or polynomials.\n", "\n", "Now consider a polynomial $p(x)=4 x^{3}+5 x^{2}-2 x+7$, determine if it is a linear combination of three polynomials below:\n", "$$\n", "p_{1}(x)=x^{3}+2 x^{2}-x+1\\\\\n", "p_{2}(x)=2 x^{3}+x^{2}-x+1\\\\\n", "p_{3}(x)=x^{3}-x^{2}-x-4\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "which means that we need to figure out if the equation below holds\n", "\n", "$$\n", "c_{1}\\left(x^{3}+2 x^{2}-x+1\\right)+c_{2}\\left(2 x^{3}+x^{2}-x+1\\right)+c_{3}\\left(x^{3}-x^{2}-x-4\\right)=4 x^{3}+5 x^{2}-2 x+7\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rearrange and collect terms\n", "$$\n", "\\left(c_{1}+2 c_{2}+c_{3}\\right) x^{3}+\\left(2 c_{1}+c_{2}-c_{3}\\right) x^{2}+\\left(-c_{1}-c_{2}-c_{3}\\right) x+\\left(c_{1}+c_{2}-4 c_{3}\\right)=4 x^{3}+5 x^{2}-2 x+7\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Equate the coefficients and extract the augmented matrix\n", "$$\n", "\\begin{aligned}\n", "&c_{1}+2 c_{2}+c_{3}=4\\\\\n", "&2 c_{1}+c_{2}-c_{3}=5\\\\\n", "&-c_{1}-c_{2}-c_{3}=-2\\\\\n", "&c_{1}+c_{2}-4 c_{3}=7\\\\\n", "&\\left[\\begin{array}{cccc}\n", "1 & 2 & 1 & 3 \\\\\n", "2 & 1 & -1 & 5 \\\\\n", "-1 & -1 & -1 & -2 \\\\\n", "1 & 1 & -4 & 7\n", "\\end{array}\\right]\n", "\\end{aligned}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before solving, we notice that the system has 4 equations, but 3 unknowns, this case is called **over-determined**." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\left( \\left[\\begin{matrix}1 & 0 & 0 & 1\\\\0 & 1 & 0 & 2\\\\0 & 0 & 1 & -1\\\\0 & 0 & 0 & 0\\end{matrix}\\right], \\ \\left( 0, \\ 1, \\ 2\\right)\\right)$" ], "text/plain": [ "⎛⎡1 0 0 1 ⎤ ⎞\n", "⎜⎢ ⎥ ⎟\n", "⎜⎢0 1 0 2 ⎥ ⎟\n", "⎜⎢ ⎥, (0, 1, 2)⎟\n", "⎜⎢0 0 1 -1⎥ ⎟\n", "⎜⎢ ⎥ ⎟\n", "⎝⎣0 0 0 0 ⎦ ⎠" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = sy.Matrix([[1,2,1,4],[2,1,-1,5],[-1,-1,-1,-2],[1,1,-4,7]])\n", "A.rref()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get the answer $(c_1, c_2, c_3)^T = (1, 2, -1)^T$, plug in back to equation\n", "$$\n", "\\left(x^{3}+2 x^{2}-x+1\\right)+2\\left(2 x^{3}+x^{2}-x+1\\right)-\\left(x^{3}-x^{2}-x-4\\right)=4 x^{3}+5 x^{2}-2 x+7\n", "$$\n", "Indeed we have just established a linear combination between these polynomials." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }