{ "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", "
\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", 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