Skip to content

Instantly share code, notes, and snippets.

Embed
What would you like to do?
Understanding Singular Value Decomposition
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Understanding Singular Value Decomposition"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let $A\\in\\mathbb{R}^{m\\times n}$ be a matrix; and $U\\in\\mathbb{R}^{m\\times r}$, $\\Sigma \\in \\mathbb{R}^{r\\times r}$ and $V\\in\\mathbb{R}^{n\\times r}$ be matrices, such that\n",
"$$A=U \\Sigma V^T$$\n",
"\n",
"\n",
"where \n",
"\n",
"+ $\\Sigma$ is a diagonal matrix and contains ***singular values*** that are ordered in decreasing order.\n",
"\n",
"+ ***V*** contains ***right singular vectors***.\n",
"\n",
"+ ***U*** contains ***left singular vectors***.\n",
"+ ***U***, ***V***: are orthonormals hence $U^TU=I$ and $V^TV=I$\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![alt text](https://github.com/Demirrr/Fundamentals-of-Machine-Learning/blob/master/SVD/svd.png?raw=true \"Logo Title Text 1\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Three equations to use for SVD\n",
"1. $A^TA= V\\Sigma^T U^T U \\Sigma V^T= V (\\Sigma^T \\Sigma)V^T$ as U is an orthogonal matrix $U^TU=1$. Equivalently, $AA^T= U\\Sigma V^TV\\Sigma^T U^T = U (\\Sigma^T \\Sigma) U^T$ as V is an orthogonal matrix $V^TV=1$.\n",
"\n",
"2. $AV = U\\Sigma$ because $V^T$ is just moved to the left-hand side of equation.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lets calculate Singular Value Decomposition\n",
"\n",
"\n",
"\n",
"$$\n",
"A=\\left[\\begin{array}{cc} \n",
"5 & 5\\\\\n",
"-1 & 7\n",
"\\end{array}\\right]\n",
"$$ "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"+ $A^TA=V (\\Sigma^T \\Sigma)V^T$ as U is orthogonal matrix $U^TU=1$. Given A and its transpose, we have\n",
"\n",
"$$\n",
"A^TA=\\left[\\begin{array}{cc} \n",
"26 & 18\\\\\n",
"18 & 74\n",
"\\end{array}\\right]=V\\Sigma^T\\Sigma V^T\n",
"$$ \n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Finding $V$ and $\\Sigma$ through eigenvalues and eigenvectors of $A^T A$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"\n",
"#### Finding eigenvalues of $A^T A$\n",
"Eigenvalues of $A^T A$ are 20 and 80 that are simply found by $det[A^TA-\\lambda I]=0$. $\\Sigma$ is square root of eigen values along the diagonal\n",
"$$\\Sigma=\\left[\\begin{array}{cc} \n",
"\\sqrt{80} & 0\\\\\n",
"0 & \\sqrt{20}\n",
"\\end{array}\\right] = \\left[\\begin{array}{cc} \n",
"4\\sqrt{5} & 0\\\\\n",
"0 & 2\\sqrt{5}\n",
"\\end{array}\\right]\n",
".$$\n",
"\n",
"#### Finding eigenvectors of $A^T A$\n",
"\n",
"$$[A^TA - 80I] \\cdot \\left[\\begin{array}{cc} \n",
"x_1\\\\\n",
"x_2\n",
"\\end{array}\\right]\n",
"=\\left[\\begin{array}{cc} \n",
"0\\\\\n",
"0\n",
"\\end{array}\\right] \\implies V_1\n",
"$$\n",
"\n",
"$$[A^TA - 20I] \\cdot \\left[\\begin{array}{cc} \n",
"x_1\\\\\n",
"x_2\n",
"\\end{array}\\right]\n",
"=\\left[\\begin{array}{cc} \n",
"0\\\\\n",
"0\n",
"\\end{array}\\right] \\implies V_2$$\n",
"\n",
"where solution is\n",
"$$V=\\left[\\begin{array}{cc} \n",
"1/_\\sqrt{10} & ^3/_\\sqrt{10}\\\\\n",
"^3/_\\sqrt{10} & -1/_\\sqrt{10}\n",
"\\end{array}\\right].\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"A = np.array([[5, 5],[-1,7]])\n",
"sigma=np.array([[np.sqrt(80),0],\n",
" [0,np.sqrt(20)]])\n",
"\n",
"V=np.array([[1/np.sqrt(10),3/np.sqrt(10)],\n",
" [3/np.sqrt(10),-1/np.sqrt(10)]])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$A^TA=V (\\Sigma^T \\Sigma)V^T$ "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[26 18]\n",
" [18 74]]\n"
]
}
],
"source": [
"print(A.T@A)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[26. 18.]\n",
" [18. 74.]]\n"
]
}
],
"source": [
"print(V@(sigma.T@sigma)@V.T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"## Let's find $U$ via $AV = U\\Sigma$\n",
"\n",
"$$\n",
"\\left[\\begin{array}{cc} \n",
"5 & 5\\\\\n",
"-1 & 7\n",
"\\end{array}\\right]\n",
"\\left[\\begin{array}{cc} \n",
"^1/_\\sqrt{10} & ^3/_\\sqrt{10}\\\\\n",
"^3/\\sqrt{10} & ^-1/_\\sqrt{10}\n",
"\\end{array}\\right]=\\left[\\begin{array}{cc} \n",
"20/\\sqrt{10} & 10/\\sqrt{10}\\\\\n",
"20/\\sqrt{10} & -10/_\\sqrt{10}\n",
"\\end{array}\\right]\n",
"$$ \n",
"\n",
"\n",
"The entries of $U\\Sigma$ needed to be unit length.\n",
"<br>\n",
"*** In order to obtain U matrix we have to make the entries of U times Sigma unit length.***\n",
"\n",
"$$\n",
"\\left[\\begin{array}{cc} \n",
"^1/_\\sqrt{2} & ^1/_\\sqrt{2}\\\\\n",
"^1/_\\sqrt{2} & -^1/_\\sqrt{2}\n",
"\\end{array}\\right]\n",
"\\left[\\begin{array}{cc} \n",
"4\\sqrt{5} & 0\\\\\n",
"0 & 2\\sqrt{5}\n",
"\\end{array}\\right]=\\left[\\begin{array}{cc} \n",
"^1/_\\sqrt{2} & ^1/_\\sqrt{2}\\\\\n",
"^1/_\\sqrt{2} & -^1/_\\sqrt{2}\n",
"\\end{array}\\right]\n",
"$$ \n",
"\n",
"$$U=\\left[\\begin{array}{cc} \n",
"^1/_\\sqrt{2} & ^1/_\\sqrt{2}\\\\\n",
"^1/_\\sqrt{2} & -^1/_\\sqrt{2}\n",
"\\end{array}\\right]\n",
"=\\left[\\begin{array}{cc} \n",
"0.70710678 & 0.70710678\\\\\n",
"0.70710678 & -0.70710678\n",
"\\end{array}\\right]$$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.70710678, 0.70710678],\n",
" [ 0.70710678, -0.70710678]])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"U=A@V@np.linalg.inv(sigma)\n",
"U"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 5., 5.],\n",
" [-1., 7.]])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"U@sigma@V.T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## For application purposes Numpy does the trick"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 5., 5.],\n",
" [-1., 7.]])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"U, s, V_T = np.linalg.svd(A)\n",
"m, n = A.shape\n",
"D = np.concatenate((np.diag(s), np.zeros((m - len(s), n))))\n",
"np.dot(U, np.dot(D, V_T))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Singluar Value Decomposition and Applications"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pixels: 1024 * 768\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Its me and my girlfriend in Rome :)\n",
"imggray = Image.open('dv.jpg').convert('LA')\n",
"imgmat = np.array(list(imggray.getdata(band=0)), float)\n",
"imgmat.shape = (imggray.size[1], imggray.size[0])\n",
"imgmat = np.matrix(imgmat)\n",
"plt.figure(figsize=(9,6))\n",
"plt.title(\"Demir und Vani\")\n",
"plt.imshow(imgmat, cmap='gray');\n",
"\n",
"print(\"Pixels: \", imgmat.shape[0],\"*\",imgmat.shape[1])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"U, sigma, V = np.linalg.svd(imgmat)\n",
"for i in range(5, 51, 10):\n",
" reconstimg = np.matrix(U[:, :i]) * np.diag(sigma[:i]) * np.matrix(V[:i, :])\n",
" plt.imshow(reconstimg, cmap='gray')\n",
" title = \"rank = %s\" % i\n",
" plt.title(title)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Let's apply Singular Value Decomposition on Rgb image"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image\n",
"image = np.array(Image.open('dv.jpg'))\n",
"row,col,_ = image.shape"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Pixel: 1024 * 768\n"
]
}
],
"source": [
"fig = plt.figure(figsize=(9,6))\n",
"a = fig.add_subplot(1,1,1)\n",
"imgplot = plt.imshow(image)\n",
"a.set_title(\"Demir und Vani\")\n",
"plt.show()\n",
"print(\"Pixel:\",row,\"*\",col)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"image = image /250 # Selecting Colors RED, Green and Blue values.\n",
"image_red = image[:,:,0]\n",
"image_green = image[:,:,1]\n",
"image_blue = image[:,:,2]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"U_r, d_r, V_r = np.linalg.svd(image_red,full_matrices=True)\n",
"U_g, d_g, V_g = np.linalg.svd(image_green,full_matrices=True)\n",
"U_b, d_b, V_b = np.linalg.svd(image_blue,full_matrices=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 648x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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