cap06/CH6EJ3-Descomposicion-en-valores-singulares.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; clear: both;\">\n",
    "<div style=\"float: left; width: 50%;\">\n",
    "<img src=\"http://www.uoc.edu/portal/_resources/common/imatges/marca_UOC/UOC_Masterbrand.jpg\" align=\"left\">\n",
    "</div>\n",
    "<div style=\"float: right; width: 50%;\">\n",
    "<p style=\"margin: 0; padding-top: 22px; text-align:right;\"><a href=\"http://www.editorialuoc.cat/mineria-de-datos\" target=\"_blank\">Minería de datos: Modelos y algoritmos</a></p>\n",
    "<p style=\"margin: 0; text-align:right;\">Estudios de Informática, Multimedia y Telecomunicación</p>\n",
    "<p style=\"margin: 0; text-align:right; padding-button: 100px;\">Universitat Oberta de Catalunya (<b>UOC</b>)</p>\n",
    "</div>\n",
    "</div>\n",
    "<div style=\"width:100%;\">&nbsp;</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CH6EJ3 Extracción Componentes Principales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Cargamos y/o instalamos las librerias necesarias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: devtools\n",
      "\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘devtools’”\n",
      "also installing the dependencies ‘xml2’, ‘roxygen2’, ‘rversions’\n",
      "\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "  There are binary versions available but the source versions are later:\n",
      "          binary source needs_compilation\n",
      "xml2       1.2.5  1.3.2              TRUE\n",
      "roxygen2   7.1.0  7.1.1              TRUE\n",
      "rversions  2.0.1  2.0.2             FALSE\n",
      "devtools   2.2.2  2.3.2             FALSE\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "installing the source packages ‘xml2’, ‘roxygen2’, ‘rversions’, ‘devtools’\n",
      "\n",
      "\n",
      "Warning message in install.packages(\"devtools\", dependencies = c(\"Depends\", \"Imports\"), :\n",
      "“installation of package ‘xml2’ had non-zero exit status”\n",
      "Warning message in install.packages(\"devtools\", dependencies = c(\"Depends\", \"Imports\"), :\n",
      "“installation of package ‘roxygen2’ had non-zero exit status”\n",
      "Warning message in install.packages(\"devtools\", dependencies = c(\"Depends\", \"Imports\"), :\n",
      "“installation of package ‘rversions’ had non-zero exit status”\n",
      "Warning message in install.packages(\"devtools\", dependencies = c(\"Depends\", \"Imports\"), :\n",
      "“installation of package ‘devtools’ had non-zero exit status”\n",
      "Loading required package: devtools\n",
      "\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘devtools’”\n",
      "Loading required package: ggbiplot\n",
      "\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘ggbiplot’”\n",
      "Warning message:\n",
      "“package ‘ggbiplot’ is not available (for R version 3.5.1)”\n",
      "Loading required package: ggbiplot\n",
      "\n",
      "Warning message in library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, :\n",
      "“there is no package called ‘ggbiplot’”\n",
      "Loading required package: scales\n",
      "\n",
      "Warning message:\n",
      "“package ‘scales’ was built under R version 3.5.2”\n",
      "Loading required package: grid\n",
      "\n",
      "Loading required package: plyr\n",
      "\n",
      "Warning message:\n",
      "“package ‘plyr’ was built under R version 3.5.2”\n"
     ]
    }
   ],
   "source": [
    "if(!require(devtools)){\n",
    "    install.packages('devtools', dependencies=c(\"Depends\", \"Imports\"), repos='http://cran.es.r-project.org')\n",
    "    require(devtools)\n",
    "}\n",
    "if(!require(ggbiplot)){\n",
    "    install.packages('ggbiplot', dependencies=c(\"Depends\", \"Imports\"), repos='http://cran.es.r-project.org')\n",
    "    require(ggbiplot)\n",
    "}\n",
    "if(!require(scales)){\n",
    "    install.packages('scales', dependencies=c(\"Depends\", \"Imports\"), repos='http://cran.es.r-project.org')\n",
    "    require(scales)\n",
    "}\n",
    "if(!require(grid)){\n",
    "    install.packages('grid', dependencies=c(\"Depends\", \"Imports\"), repos='http://cran.es.r-project.org')\n",
    "    require(grid)\n",
    "}\n",
    "if(!require(plyr)){\n",
    "    install.packages('plyr', dependencies=c(\"Depends\", \"Imports\"), repos='http://cran.es.r-project.org')\n",
    "    require(plyr)\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Cargamos los datos de un directorio local."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>G1</th><th scope=col>G2</th><th scope=col>G3</th><th scope=col>Supera</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;fct&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td> 0</td><td>11</td><td>11</td><td>Si</td></tr>\n",
       "\t<tr><th scope=row>2</th><td> 9</td><td>11</td><td>11</td><td>Si</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>12</td><td>13</td><td>12</td><td>Si</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>14</td><td>14</td><td>14</td><td>Si</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>11</td><td>13</td><td>13</td><td>Si</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>12</td><td>12</td><td>13</td><td>Si</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 4\n",
       "\\begin{tabular}{r|llll}\n",
       "  & G1 & G2 & G3 & Supera\\\\\n",
       "  & <int> & <int> & <int> & <fct>\\\\\n",
       "\\hline\n",
       "\t1 &  0 & 11 & 11 & Si\\\\\n",
       "\t2 &  9 & 11 & 11 & Si\\\\\n",
       "\t3 & 12 & 13 & 12 & Si\\\\\n",
       "\t4 & 14 & 14 & 14 & Si\\\\\n",
       "\t5 & 11 & 13 & 13 & Si\\\\\n",
       "\t6 & 12 & 12 & 13 & Si\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 4\n",
       "\n",
       "| <!--/--> | G1 &lt;int&gt; | G2 &lt;int&gt; | G3 &lt;int&gt; | Supera &lt;fct&gt; |\n",
       "|---|---|---|---|---|\n",
       "| 1 |  0 | 11 | 11 | Si |\n",
       "| 2 |  9 | 11 | 11 | Si |\n",
       "| 3 | 12 | 13 | 12 | Si |\n",
       "| 4 | 14 | 14 | 14 | Si |\n",
       "| 5 | 11 | 13 | 13 | Si |\n",
       "| 6 | 12 | 12 | 13 | Si |\n",
       "\n"
      ],
      "text/plain": [
       "  G1 G2 G3 Supera\n",
       "1  0 11 11 Si    \n",
       "2  9 11 11 Si    \n",
       "3 12 13 12 Si    \n",
       "4 14 14 14 Si    \n",
       "5 11 13 13 Si    \n",
       "6 12 12 13 Si    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Alumnos_usos_sociales <- read.csv(\"../data/B2.332_Students.csv\", comment.char=\"#\")\n",
    "\n",
    "# X contiene las variables que queremos trabajar\n",
    "R <- Alumnos_usos_sociales[,c(31:34)]\n",
    "head(R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Cálculo de la *Singular Value Decomposition* (SVD) y de los valores que lo caracterizan."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       ".list-inline {list-style: none; margin:0; padding: 0}\n",
       ".list-inline>li {display: inline-block}\n",
       ".list-inline>li:not(:last-child)::after {content: \"\\00b7\"; padding: 0 .5ex}\n",
       "</style>\n",
       "<ol class=list-inline><li>655.825635278253</li><li>51.340348436076</li><li>31.5262546830164</li></ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 655.825635278253\n",
       "\\item 51.340348436076\n",
       "\\item 31.5262546830164\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 655.825635278253\n",
       "2. 51.340348436076\n",
       "3. 31.5262546830164\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] 655.82564  51.34035  31.52625"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A matrix: 6 × 3 of type dbl</caption>\n",
       "<tbody>\n",
       "\t<tr><td>-0.01951348</td><td> 0.152524017</td><td>-0.130424010</td></tr>\n",
       "\t<tr><td>-0.02731492</td><td> 0.023673988</td><td>-0.024927705</td></tr>\n",
       "\t<tr><td>-0.03256743</td><td>-0.004733866</td><td>-0.027527862</td></tr>\n",
       "\t<tr><td>-0.03697091</td><td>-0.006311903</td><td>-0.001888831</td></tr>\n",
       "\t<tr><td>-0.03259648</td><td> 0.022772287</td><td>-0.025197538</td></tr>\n",
       "\t<tr><td>-0.03258524</td><td> 0.007779281</td><td> 0.012433138</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 6 × 3 of type dbl\n",
       "\\begin{tabular}{lll}\n",
       "\t -0.01951348 &  0.152524017 & -0.130424010\\\\\n",
       "\t -0.02731492 &  0.023673988 & -0.024927705\\\\\n",
       "\t -0.03256743 & -0.004733866 & -0.027527862\\\\\n",
       "\t -0.03697091 & -0.006311903 & -0.001888831\\\\\n",
       "\t -0.03259648 &  0.022772287 & -0.025197538\\\\\n",
       "\t -0.03258524 &  0.007779281 &  0.012433138\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 6 × 3 of type dbl\n",
       "\n",
       "| -0.01951348 |  0.152524017 | -0.130424010 |\n",
       "| -0.02731492 |  0.023673988 | -0.024927705 |\n",
       "| -0.03256743 | -0.004733866 | -0.027527862 |\n",
       "| -0.03697091 | -0.006311903 | -0.001888831 |\n",
       "| -0.03259648 |  0.022772287 | -0.025197538 |\n",
       "| -0.03258524 |  0.007779281 |  0.012433138 |\n",
       "\n"
      ],
      "text/plain": [
       "     [,1]        [,2]         [,3]        \n",
       "[1,] -0.01951348  0.152524017 -0.130424010\n",
       "[2,] -0.02731492  0.023673988 -0.024927705\n",
       "[3,] -0.03256743 -0.004733866 -0.027527862\n",
       "[4,] -0.03697091 -0.006311903 -0.001888831\n",
       "[5,] -0.03259648  0.022772287 -0.025197538\n",
       "[6,] -0.03258524  0.007779281  0.012433138"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A matrix: 3 × 3 of type dbl</caption>\n",
       "<tbody>\n",
       "\t<tr><td>-0.5684875</td><td>-0.73502282</td><td> 0.3695448</td></tr>\n",
       "\t<tr><td>-0.5758616</td><td> 0.03472334</td><td>-0.8168095</td></tr>\n",
       "\t<tr><td>-0.5875418</td><td> 0.67715267</td><td> 0.4430112</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A matrix: 3 × 3 of type dbl\n",
       "\\begin{tabular}{lll}\n",
       "\t -0.5684875 & -0.73502282 &  0.3695448\\\\\n",
       "\t -0.5758616 &  0.03472334 & -0.8168095\\\\\n",
       "\t -0.5875418 &  0.67715267 &  0.4430112\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A matrix: 3 × 3 of type dbl\n",
       "\n",
       "| -0.5684875 | -0.73502282 |  0.3695448 |\n",
       "| -0.5758616 |  0.03472334 | -0.8168095 |\n",
       "| -0.5875418 |  0.67715267 |  0.4430112 |\n",
       "\n"
      ],
      "text/plain": [
       "     [,1]       [,2]        [,3]      \n",
       "[1,] -0.5684875 -0.73502282  0.3695448\n",
       "[2,] -0.5758616  0.03472334 -0.8168095\n",
       "[3,] -0.5875418  0.67715267  0.4430112"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generamos SVD\n",
    "R.order  <- R\n",
    "R.svd <-svd(R.order[,c(1:3)])\n",
    "\n",
    "# D, U y V\n",
    "R.svd$d\n",
    "head(R.svd$u)\n",
    "R.svd$v"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Calculo de la varianza acumulada en el primer factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "738.692238397346"
      ],
      "text/latex": [
       "738.692238397346"
      ],
      "text/markdown": [
       "738.692238397346"
      ],
      "text/plain": [
       "[1] 738.6922"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "655.825635278253"
      ],
      "text/latex": [
       "655.825635278253"
      ],
      "text/markdown": [
       "655.825635278253"
      ],
      "text/plain": [
       "[1] 655.8256"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "0.8878198540452"
      ],
      "text/latex": [
       "0.8878198540452"
      ],
      "text/markdown": [
       "0.8878198540452"
      ],
      "text/plain": [
       "[1] 0.8878199"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum(R.svd$d)\n",
    "var=sum(R.svd$d[1])\n",
    "var\n",
    "var/sum(R.svd$d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Porcentaje de la varianza explicada por los svd generados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\nIECAAAECBAgQIECAAAECBAgQ2D6B/w/BV+iHDWlL2gAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(R.svd$d^2/sum(R.svd$d^2),type=\"l\",xlab=\"Singular vector\",ylab=\"Varianza explicada\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Porcentaje de la varianza acumulada explicada "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\nhAzZxZDP+gAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(cumsum(R.svd$d^2/sum(R.svd$d^2)), type=\"l\", xlab=\"Singular vector\", ylab=\"Varianza explicada acumulada\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Visualización\n",
    "\n",
    "Creamos un gráfico con el primer y segundo vector asignando colores, donde:\n",
    "- rojo indica que 'no supera'\n",
    "- verde indica que 'supera'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\naAK2ZL0baAAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Dibujamos primero todos los scores de comp2 y comp1\n",
    "Y <- R.order[,4]\n",
    "plot(R.svd$u[,1],R.svd$u[,2])\n",
    "\n",
    "# Asignamos rojo a no supera y verde a si supera\n",
    "points(R.svd$u[Y==\"No\",1],R.svd$u[Y==\"No\",2],col=\"red\")\n",
    "points(R.svd$u[Y==\"Si\",1],R.svd$u[Y==\"Si\",2],col=\"green\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Reconstrucción de la imagen de los datos a partir de los SVD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAYAAAD958/bAAAEGWlDQ1BrQ0dDb2xvclNwYWNl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\nAgQIECBAgAABAgQIECBAgAABAgdW4P8DsG0rZ18TgXgAAAAASUVORK5CYII=",
      "text/plain": [
       "Plot with title “Matriz Factor 3”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "R.recon1=R.svd$u[,1]%*%diag(R.svd$d[1],length(1),length(1))%*%t(R.svd$v[,1])\n",
    "R.recon2=R.svd$u[,2]%*%diag(R.svd$d[2],length(2),length(2))%*%t(R.svd$v[,2])\n",
    "R.recon3=R.svd$u[,3]%*%diag(R.svd$d[3],length(3),length(3))%*%t(R.svd$v[,3])\n",
    "par(mfrow=c(2,2))\n",
    "image(as.matrix(R.order[,c(1:3)]),main=\"Matriz Original\")\n",
    "image(R.recon1,main=\"Matriz Factor 1\")\n",
    "image(R.recon2,main=\"Matriz Factor 2\")\n",
    "image(R.recon3,main=\"Matriz Factor 3\")"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}