"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introducción\n",
"\n",
"Support Vector Machines está constituido por un conjunto de herramientas de tipo supervised Machine learning usados para clasificación, regresión y detección de Outliers.\n",
"\n",
"En este post no voy a entrar con detalle en la explicación técnica de este procedimiento, pero sí voy a intentar explicar la idea del mismo. Para aclarar ideas supongamos que utilizamos un sistema de clasificación lineal. De lo que se trata es de dividir los grupos mediante un hiperplano se separación. \n",
"\n",
"\n",
"\n",
"En la figura anterior, el hiperplano de separación es una línea recta, y paralelo a esa recta existen otras dos que pasan por lo denominados \"support vectors\". La separación entre un plano paralelo y el hiperplano de separación es lo que se denomina \"margin\".\n",
"\n",
"Los puntos que están a uno y otro lado de los planos de separación deberán verificar las condiciones que figuran en la siguiente imagen.\n",
"\n",
"\n",
"\n",
"A continuación mostramos otra figura que nos servirá de base perfilar un poco más este modelo.\n",
"\n",
"\n",
"\n",
"En primer lugar y hay que tener en cuenta que el vector independiente (target) va a tomar valores 1 ó -1. Además el hiperplano de separación H se define de tal manera que:\n",
"\n",
"* \\\\( wx_i+b >=+1 \\;cuando\\; y_i=+1 \\\\)\n",
"* \\\\( wx_i+b <=-1 \\;cuando\\; y_i=-1 \\\\)\n",
"\n",
"Y además \\\\( H_1 \\\\) y \\\\( H_2 \\\\) son planos que verifican\n",
"\n",
"* \\\\( H_1:wx_i+b=+1\\\\)\n",
"\n",
"* \\\\( H_2:wx_i+b=-1\\\\)\n",
"\n",
"d+ y d- tienen el mismo valor y será la distancia de los \"support vectors\" al hiperplano de separación.\n",
"\n",
"\n",
"# Métodos de clasificación \n",
"\n",
"Existen tres métodos diferentes para trabajar con esta herramienta :\n",
"* SVC\n",
"\n",
"* NuSVC\n",
"\n",
"* LinearSVC\n",
"\n",
"Los tres métodos anteriores toman como input dos numpy.arrays, uno de dimensión [n_samples, n_features] ( serían los valores de las X y las columnas serían las features), y el otro de dimensión [n_samples] (serían los valores de la y), también denominado target.\n",
"\n",
"Como en la mayor parte de los métodos utilizados por scikit-learn, la predicción se hace en tres pasos:\n",
"\n",
"* Definición del modelo ( en el ejemplo siguiente se hace con svm.SVC())\n",
"\n",
"* Ajuste del modelo ( en el ejemplo siguiente se hace con clf.fit(X, y) \n",
"\n",
"* predicción del modelo ( En el siguiente ejemplo se hace con clf.predict )\n",
"\n",
"Veamos a continuación un sencillo ejemplo:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predicción del punto [2,2] [0]\n",
"Predicción del punto [7,8] [1]\n",
"Los supports vector obtenidos son \n",
" [[2. 3.]\n",
" [5. 8.]]\n"
]
}
],
"source": [
"from sklearn import svm\n",
"import numpy as np\n",
"X = np.array([[1,2],[5,8],[2,3],[8,8],[1,0.6],[9,11],[6,0]])\n",
"\n",
"y=np.array([0,1,0,1,0,1,0])\n",
"clf = svm.SVC(kernel='linear', C = 1.0) #Defincición modelo\n",
"clf.fit(X, y) #Ajuste del modelo\n",
"print(\"Predicción del punto [2,2]\", clf.predict([[2., 2.]])) #Predicción con el modelo anterior\n",
"print(\"Predicción del punto [7,8]\",clf.predict([[7.,8.]]))\n",
"print(\"Los supports vector obtenidos son \\n\",clf.support_vectors_)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Obtención del margin\n",
"\n",
"En este apartado vamos a desarrollar algunos aspectos matemáticos que nos servirán para entender el código que se muestra en la celda siguiente.\n",
"\n",
"Una recta de forma analítica queda definida de la siguiente manera:\n",
"\n",
"\\\\[ r\\equiv Ax+By+C=0 \\\\]\n",
"\n",
"Los términos A, B y C se obtienen después de ajustar el modelo con las expresiones:\n",
"\n",
"* Inde=clf.intercept_ ( término C )\n",
"\n",
"* Param=clf.coef_ ( términos A y B)\n",
"\n",
"Si de la ecuación implícita dada en la anterior forma despejamos el término y, se tendrá la siguiente expresión:\n",
"\n",
"\\\\[ y= -\\frac{C}{B}-\\frac{A}{B}x \\\\]\n",
"\n",
"Es la anterior expresión la que se utiliza para dibujar la recta separadora en el código utilizado en la celda siguiente.\n",
"\n",
"Para calcular el valor del \"margín\", lo primero que debemos hacer es calcular la distancia que hay desde un \"support vector\" hasta la línea de separación definida como se ha indicado anteriormente. La fórmula matemática que define esa distancia es la siguiente, si se supone que las coordenadas de un punto del \"support vector\" es (p,q):\n",
"\n",
"\\\\[ d=\\frac{\\|pA+qB+C\\|}{\\sqrt{A^2+B^2}} \\\\]\n",
"\n",
"El valor de d obtenido con la fórmula anterior nos daría la mitad del valor de \"margin\". Para calcular, los planos paralelos (en este caso rectas) al plano delimitador, lo que hay que hacer es coger dos \"support vector\" (uno de cada grupo). Como estos vectores vienen en una matriz que en este caso llamamos *clf.support_vectors_*, si elegimos el primer elemento de la matriz y el último aseguramos que elegimos un \"support vector\" de cada clase. Después lo que hay que hacer es trazar rectas paralelas a la que separa las dos zonas y hacerlas pasar por esos \"support vector\".\n",
"\n",
"La recta separadora de las dos zonas, ya hemos dicho que es de la forma.\n",
"\n",
"\\\\[ r\\equiv y=ax+c \\\\]\n",
"\n",
"Supongamos que el punto ( support vector ) por el que queremos pase tenga coordenadas (p,q), entonces la recta paralela tendrá también pendiente a y por lo tanto su formato será el siguiente: \n",
"\\\\[ r^{'}\\equiv y^{'}=ax+c^{'} \\\\]\n",
"\n",
"Lo único que queda por calcular es \\\\( c^{'} \\\\)), hacemos pasar a la recta paralela por el punto (p,q), y entonces se verificará:\n",
"\n",
"\\\\[ q=ap+c^{'} \\Rightarrow c^{'}=q-ap \\\\] \n",
"\n",
"Y esta expresión será la que se utilice para calcular esas rectas paralelas. \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2.91547595]\n",
"2.91547594742265\n"
]
}
],
"source": [
"#Idea tomada de \n",
"#http://scikit-learn.org/stable/auto_examples/svm/plot_svm_margin.html\n",
"#Idea tomada de \n",
"#http://scikit-learn.org/0.17/auto_examples/svm/plot_separating_hyperplane.html\n",
"\n",
"import math\n",
"SuVec=clf.support_vectors_\n",
"Inde=clf.intercept_\n",
"Param=clf.coef_\n",
"C2=-(Inde[0]/Param[0][1])\n",
"A2=-(Param[0][0]/Param[0][1])\n",
"xx = np.linspace(0,12)\n",
"yy=C2+(A2*xx)\n",
"\n",
"A=Param[0][0]\n",
"B=Param[0][1]\n",
"C=Inde\n",
"p=SuVec[0][0]\n",
"q=SuVec[0][1]\n",
"#Calculamos distancia del punto a la recta separadora\n",
"d=(abs(p*A+q*B+C)/math.sqrt((A**2)+(B**2)))\n",
"yy2=(C2+d)+(A2*xx)\n",
"yy3=(C2-d)+(A2*xx)\n",
"#Otra forma de calcular el margin\n",
"margin = 1 / np.sqrt(np.sum(Param** 2))\n",
"print(d)\n",
"print(margin)\n",
"# Tomamos un support vector de una región\n",
"b=clf.support_vectors_[0]\n",
"yy2=A2*xx+(b[1]-A2*b[0])\n",
"#Tomamos un support vector de la otra región \n",
"b2=clf.support_vectors_[-1]\n",
"yy3=A2*xx+(b2[1]-A2*b2[0])\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.plot(xx,yy)\n",
"plt.plot(xx,yy2,'k--')\n",
"plt.plot(xx,yy3,'k--')\n",
"#Sacamos en el gráfico los support vector\n",
"plt.scatter(SuVec[:, 0], SuVec[:, 1],s=400, facecolors='none',c='black',linewidths=4,\n",
" alpha=0.2)\n",
"plt.scatter(X[:,0],X[:,1],c=y,cmap=plt.cm.Paired)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La función de decisión lo que nos va a dar son las distancias de los puntos al hiperplano separador "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-1.47058824, 1. , -1. , 1.52941176, -1.88235294,\n",
" 2.58823529, -1.17647059])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clf.decision_function(X)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se puede obtener más información, con los métodos o propiedades que a continuación se exponen:"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Suport vectors. [[ 0. 0.]\n",
" [ 1. 1.]]\n",
"Indices de Support vectors: [0 1]\n",
"Número de suport vectors en cada clase: [1 1]\n",
"Constante en función de decisión: [-0.]\n",
"Distancia de cada elementode X a cada hiperplano: [-0.63212056 0.63212056]\n",
"acuracidad media entre los datos estimados y reales 1.0\n",
"Los parámetros del estimador {'C': 1.0, 'cache_size': 200, 'class_weight': None, 'coef0': 0.0, 'decision_function_shape': None, 'degree': 3, 'gamma': 'auto', 'kernel': 'rbf', 'max_iter': -1, 'probability': False, 'random_state': None, 'shrinking': True, 'tol': 0.001, 'verbose': False}\n"
]
}
],
"source": [
"print(\"Suport vectors. \", clf.support_vectors_ )\n",
"print(\"Indices de Support vectors: \", clf.support_)\n",
"print(\"Número de suport vectors en cada clase: \", clf.n_support_)\n",
"print(\"Constante en función de decisión: \", clf.intercept_)\n",
"print(\"Distancia de cada elementode X a cada hiperplano: \",clf.decision_function(X) )\n",
"print(\"acuracidad media entre los datos estimados y reales \",clf.score(X,y) )\n",
"print(\"Los parámetros del estimador\",clf.get_params() )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para mostrar la idea que subyace a esta metodología, a continuación se muestra un ejemplo, en el que se obtiene como resultado los puntos del modelo, así como los hiperplanos de máxima separación entre los dos conjuntos de elementos de la muestra. Como puede verse esto es otra forma de obtener resultados similares a los de los apartados anteriores, pero en esta caso utilizando clf.decision_function():"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n",
"Número de support vector: [1 2]\n",
"support vector: [[ 7.27059007 -4.84225716]\n",
" [ 5.95313618 -6.82945967]\n",
" [ 7.89359985 -7.41655113]]\n",
"{'C': 1000, 'cache_size': 200, 'class_weight': None, 'coef0': 0.0, 'decision_function_shape': 'ovr', 'degree': 3, 'gamma': 'auto', 'kernel': 'linear', 'max_iter': -1, 'probability': False, 'random_state': None, 'shrinking': True, 'tol': 0.001, 'verbose': False}\n",
"[[-0.2539717 -0.83806387]]\n",
"[-3.21132826]\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import svm\n",
"from sklearn.datasets import make_blobs\n",
"\n",
"\n",
"# Creamos 40 puntos separable, para esto se utiliza la función make_blobs\n",
"X, y = make_blobs(n_samples=40, centers=2, random_state=6)\n",
"\n",
"# Ajustamos el modelo\n",
"clf = svm.SVC(kernel='linear', C=1000)\n",
"clf.fit(X, y) #Aquí hemos obtenido el modelo ajustado\n",
"print(\"Número de support vector: \",clf.n_support_)\n",
"print(\"support vector: \",clf.support_vectors_)\n",
"print(clf.get_params())\n",
"print(clf.coef_)\n",
"print(clf.intercept_)\n",
"\n",
"\n",
"plt.figure(figsize=(12,8))\n",
"plt.scatter(X[:, 0], X[:, 1], c=y, s=30, cmap=plt.cm.Paired)\n",
"\n",
"# plot decision function\n",
"ax = plt.gca()\n",
"#Con la instrucción anterior se toman los ejes para poder trabajar con ellos\n",
"xlim = ax.get_xlim()\n",
"ylim = ax.get_ylim()\n",
"\n",
"# creamos una rejilla para evaluar el modelo\n",
"xx = np.linspace(xlim[0], xlim[1], 30)\n",
"yy = np.linspace(ylim[0], ylim[1], 30)\n",
"YY, XX = np.meshgrid(yy, xx)\n",
"xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
"Z = clf.decision_function(xy).reshape(XX.shape)\n",
"\n",
"# plot decision boundary y margins\n",
"# Ojo aquí uso \"ax.contour\" entonces saca el contorno. En otros ejemplos pongo \"ax.contourf\"\n",
"#y se dibuja el interior de la zona\n",
"ax.contour(XX, YY, Z, colors='k', levels=[-1, 0, 1], alpha=0.5,\n",
" linestyles=['--', '-', '--'])\n",
"\n",
"# coloco los support vector \n",
"ax.scatter(clf.support_vectors_[:, 0], clf.support_vectors_[:, 1], s=100,\n",
" linewidth=1, facecolors='none',marker=\"X\",c=\"red\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se puede hacer también una clasificación multi clase"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Diferentes salidas con SVM #\n",
"\n",
"Con este ejemplo se pretende mostrar diferentes resultados que se pueden tener con los clasificadores lineales del clasificador SVM (suport vector machine). Para realizar el ejemplo se utiliza el dataset \"iris\", pero considerando sólo dos features:\n",
"\n",
"* Sepal length\n",
"* Sepal width\n",
"\n",
"En este ejemplo vamos a mostrar una serie de plot's en los que se va a ver que se tienen resultados diferentes al utilizar diferentes kernels.\n",
"\n",
"Como se va a poder ver los modelos lineales obtenido tanto con \" LinearSVC\" como \"SVC(kernel='linear') pueden dar diferentes áreas de respuesta. La explicación a esto puede ser por los siguientes motivos:\n",
"\n",
"* LinearSVC minimiza la función \"squared hinge loss\" minetras que SVC minimiza la función \"regular hinge loss\".\n",
"* LinearSVC uses the One-vs-All (also known as One-vs-Rest) multiclass reduction while SVC uses the One-vs-One multiclass reduction.\n",
"\n",
"\n",
"Ambos modelos lineales tienen límites de decisión lineales (hiperplanos que se intersectan), mientras que los modelos de núcleo no lineales (polinomio o RBF gaussiano) tienen límites de decisión no lineales más flexibles con formas que dependen del tipo de núcleo y sus parámetros."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n"
]
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import svm, datasets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Creamos una función de utilidad para dibujar la malla que va a servir para después dibujar las regiones."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def make_meshgrid(x, y, h=.02):\n",
" \"\"\"Para crear una malla de puntos base para dibujar las regiones\n",
"\n",
" Parametros\n",
" ----------\n",
" x: Datos que sirven de base para obtener las coordenadas x de la malla\n",
" y: Datos que sirven de base para obtener las coordenadas y de la malla\n",
" h: paso entre puntos de la malla, es optcional\n",
"\n",
" Returns\n",
" -------\n",
" xx, yy : ndarray conteniendo las coordenadas x e y de la malla.\n",
" \"\"\"\n",
" x_min, x_max = x.min() - 1, x.max() + 1 #Maximo y mínimo eje x de la malla\n",
" y_min, y_max = y.min() - 1, y.max() + 1\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
" return xx, yy #Devuelve las coordenadas de la malla"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ahora creamos la función que se encargará de crear los contornos que después serán utilizados para su representación."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def plot_contours(ax, clf, xx, yy, **params):\n",
" \"\"\"Dibujar las regiones de decisión obtenidas en el SVM.\n",
"\n",
" Parámetros\n",
" ----------\n",
" ax: Objeto de tipo axes de matplotlib \n",
" clf: un clasificador\n",
" xx: meshgrid ndarray\n",
" yy: meshgrid ndarray\n",
" params: Un diccionario de parámetros que se pasa a la función contourf, optional\n",
" \"\"\"\n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()]) #Para cada elemento de la malla obtengo la predicción \n",
" Z = Z.reshape(xx.shape)\n",
" out = ax.contourf(xx, yy, Z, **params) \n",
" #contourf vrea el contorno. Ver el enlace https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.contourf.html\n",
" return out"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names'])\n",
"Iris Plants Database\n",
"====================\n",
"\n",
"Notes\n",
"-----\n",
"Data Set Characteristics:\n",
" :Number of Instances: 150 (50 in each of three classes)\n",
" :Number of Attributes: 4 numeric, predictive attributes and the class\n",
" :Attribute Information:\n",
" - sepal length in cm\n",
" - sepal width in cm\n",
" - petal length in cm\n",
" - petal width in cm\n",
" - class:\n",
" - Iris-Setosa\n",
" - Iris-Versicolour\n",
" - Iris-Virginica\n",
" :Summary Statistics:\n",
"\n",
" ============== ==== ==== ======= ===== ====================\n",
" Min Max Mean SD Class Correlation\n",
" ============== ==== ==== ======= ===== ====================\n",
" sepal length: 4.3 7.9 5.84 0.83 0.7826\n",
" sepal width: 2.0 4.4 3.05 0.43 -0.4194\n",
" petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n",
" petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n",
" ============== ==== ==== ======= ===== ====================\n",
"\n",
" :Missing Attribute Values: None\n",
" :Class Distribution: 33.3% for each of 3 classes.\n",
" :Creator: R.A. Fisher\n",
" :Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n",
" :Date: July, 1988\n",
"\n",
"This is a copy of UCI ML iris datasets.\n",
"http://archive.ics.uci.edu/ml/datasets/Iris\n",
"\n",
"The famous Iris database, first used by Sir R.A Fisher\n",
"\n",
"This is perhaps the best known database to be found in the\n",
"pattern recognition literature. Fisher's paper is a classic in the field and\n",
"is referenced frequently to this day. (See Duda & Hart, for example.) The\n",
"data set contains 3 classes of 50 instances each, where each class refers to a\n",
"type of iris plant. One class is linearly separable from the other 2; the\n",
"latter are NOT linearly separable from each other.\n",
"\n",
"References\n",
"----------\n",
" - Fisher,R.A. \"The use of multiple measurements in taxonomic problems\"\n",
" Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n",
" Mathematical Statistics\" (John Wiley, NY, 1950).\n",
" - Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.\n",
" (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n",
" - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n",
" Structure and Classification Rule for Recognition in Partially Exposed\n",
" Environments\". IEEE Transactions on Pattern Analysis and Machine\n",
" Intelligence, Vol. PAMI-2, No. 1, 67-71.\n",
" - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n",
" on Information Theory, May 1972, 431-433.\n",
" - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n",
" conceptual clustering system finds 3 classes in the data.\n",
" - Many, many more ...\n",
"\n"
]
}
],
"source": [
"# importo los datos con los que se va a trabajar\n",
"iris = datasets.load_iris()\n",
"print(iris.keys()) #Imprimo las claves del diccionario\n",
"print(iris.DESCR) #Imprimo la descripción\n",
"# Se selecciona sólo las dos primeras features.\n",
"X = iris.data[:, :2]\n",
"y = iris.target\n",
"\n",
"# Creamos una instancia de SVM y ajustamos los datos. No escalamos nuestros datos\n",
"# Ya que queremos trazar los vectores de soporte.\n",
"C = 1.0 # SVM regularization parameter\n",
"models = (svm.SVC(kernel='linear', C=C),\n",
" svm.LinearSVC(C=C),\n",
" svm.SVC(kernel='rbf', gamma=0.7, C=C),\n",
" svm.SVC(kernel='poly', degree=3, C=C))\n",
"models = (clf.fit(X, y) for clf in models)\n",
"\n",
"# title for the plots\n",
"titles = ('SVC con linear kernel',\n",
" 'LinearSVC (linear kernel)',\n",
" 'SVC con RBF kernel',\n",
" 'SVC con polynomial (degree 3) kernel')\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"clase de \"fig\": \n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# definimos una red 2x2 para dibujar\n",
"\n",
"fig, sub = plt.subplots(2, 2) #crean subplots de tamaño 2x2 \n",
"fig.set_size_inches(15,15)\n",
"plt.subplots_adjust(wspace=0.4, hspace=0.4)\n",
"\n",
"\n",
"X0, X1 = X[:, 0], X[:, 1] #selecciona las dos primeras columnas de los datos\n",
"xx, yy = make_meshgrid(X0, X1)\n",
"\n",
"print(\"clase de \\\"fig\\\": %s\" % type(fig))\n",
"\n",
"for clf, title, ax in zip(models, titles, sub.flatten()):\n",
" #Como sus es de la clase np.array sub.flatten crea una copia estendida de sub\n",
" #Es similar a ravel tambien de numpy\n",
" plot_contours(ax, clf, xx, yy,\n",
" cmap=plt.cm.coolwarm, alpha=0.8)\n",
" ax.scatter(X0, X1, c=y, cmap=plt.cm.coolwarm, s=20, edgecolors='k')\n",
" ax.set_xlim(xx.min(), xx.max())\n",
" ax.set_ylim(yy.min(), yy.max())\n",
" ax.set_xlabel('Sepal length')\n",
" ax.set_ylabel('Sepal width')\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())\n",
" ax.set_title(title)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# Clasificación para más de una clase ##\n",
"\n",
"Para este tipo de clasificación los métodos \"SVC\" y \"NuSVC\" implementan el sistema \"one-against-one\" (Knerr et al., 1990). De esta manera si n_class representa el número de clases a obtener, en tonces se construirán un total de $\\binom{n\\_class}{2}=(n\\_class)*(n\\_class-1)/2$ clasificadores.\n",
"El parámetro \"decision_function_shape\", permite obtener los resultados de la función de decisión de dos forma distintas:\n",
"* Si el valor es 'ovo', se obtiene la función de decisión original que tendrá una dimensión de (n_samples, n_classes * (n_classes - 1) / 2).\n",
"* Si el valor es 'ovr' (valor por defecto), devuelve un función de decisión 'one-vs-rest' que tiene una dimensión de (n_samples, n_classes).\n",
"Veamos un sencillo ejemplo que aclare estos conceptos."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 6)\n",
"6\n",
"[[-0.63212056 0. 0.3495638 0.63212056 0.98168436 0.3495638 ]]\n",
"(1, 4)\n",
"4\n",
"[[ 1.9370957 3.5 0.9370957 -0.37419139]]\n",
"Clasificación en cada una de las clases: [0 1 2 3]\n"
]
}
],
"source": [
"from sklearn import svm\n",
"\n",
"X = [[0], [1], [2], [3]] #Variable independeiente\n",
"Y = [0, 1, 2, 3] #Variable dependiente con cuatro categorías\n",
"clf = svm.SVC(decision_function_shape='ovo') #función decisión one-vs-one \n",
"#shape=n_clases*(n_clases-1)/2\n",
"clf.fit(X, Y) \n",
"\n",
"#Recordar que con decision_funcion se obtiene la distancia de cada punto \n",
"#a los hiperpalnos de separación\n",
"\n",
"\n",
"dec = clf.decision_function([[1]])\n",
"print(dec.shape)\n",
"print(dec.shape[1]) # 4 classes: 4*3/2 = 6\n",
"print(dec)\n",
"\n",
"clf.decision_function_shape = \"ovr\"\n",
"dec = clf.decision_function([[1]])\n",
"print(dec.shape)\n",
"print(dec.shape[1]) # 4 classes\n",
"print(dec)\n",
"\n",
"print(\"Clasificación en cada una de las clases:\",clf.predict(X))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sin embargo con el método LinearSVC, se utiliza una estrategia del tipo 'one-vs-the-rest'. Siguiendo con el ejemplo visto anteriormente, a continuación vemos los resultados obtenidos con esta estrategia."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 4)\n",
"Clasificación en cada una de las clases [0 1 3 3]\n"
]
}
],
"source": [
"lin_clf = svm.LinearSVC()\n",
"lin_clf.fit(X, Y) \n",
"\n",
"dec = lin_clf.decision_function([[1]])\n",
"print(dec.shape)\n",
"dec.shape[1]\n",
"print('Clasificación en cada una de las clases ',lin_clf.predict(X))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Datos no balanceados #\n",
"\n",
"Existen situaciones donde interesa dar diferentes pesos a cada una de las clases o a cada uno de los elementos de la muestra, en estos casos se pueden asignar pesos diferentes mediante las palabras claves ** class_weight ** y ** sample_weight **.\n",
"\n",
"SVC implementa la palabra clave class_weight ( no así NuSVC)en el método 'fit'. Los pesos se indicarán mediante un diccionario que tiene el formato {class_label :value }\n",
"\n",
"\n",
"\n",
"SVC, NuSVC, SVR, NuSVR y OneClassSVM implementan también pesos para cada uno de los elementos de la muestra mediante la palabra clave 'sample_weight' del método 'fit'.\n",
"\n",
"A continuación vamos a ver un ejemplo ** donde se asigna diferente pesos a los puntos muestrales (filas de X) **. En la representación los puntos tienen un radio proporcional al peso de los mismos. \n",
"\n",
"Con este sistema de pesos, se reescala el parámetro C del modelo, lo que se tarduce en que el clasificador pone más énfasis sobre los puntos asignados correctamente. Como puede verse en este ejemplo, mediante este sistema de pesos, las funciones de decisión cambian considerablemente\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n",
"Valores de la X: [[ 2.76405235 1.40015721]\n",
" [ 1.97873798 3.2408932 ]\n",
" [ 2.86755799 0.02272212]\n",
" [ 1.95008842 0.84864279]\n",
" [ 0.89678115 1.4105985 ]\n",
" [ 1.14404357 2.45427351]\n",
" [ 1.76103773 1.12167502]\n",
" [ 1.44386323 1.33367433]\n",
" [ 2.49407907 0.79484174]\n",
" [ 1.3130677 0.14590426]\n",
" [-2.55298982 0.6536186 ]\n",
" [ 0.8644362 -0.74216502]\n",
" [ 2.26975462 -1.45436567]\n",
" [ 0.04575852 -0.18718385]\n",
" [ 1.53277921 1.46935877]\n",
" [ 0.15494743 0.37816252]\n",
" [-0.88778575 -1.98079647]\n",
" [-0.34791215 0.15634897]\n",
" [ 1.23029068 1.20237985]\n",
" [-0.38732682 -0.30230275]]\n",
"Valores de la y [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1]\n"
]
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import svm\n",
"\n",
"#Definimos la función que se encargará de dibujar las funciones de decisión\n",
"def plot_decision_function(classifier, sample_weight, axis, title):\n",
" # dibujamos decision function\n",
" xx, yy = np.meshgrid(np.linspace(-4, 5, 500), np.linspace(-4, 5, 500))\n",
"\n",
" Z = classifier.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
" Z = Z.reshape(xx.shape)\n",
"\n",
" \n",
" #Dibujamos los contronos\n",
" axis.contourf(xx, yy, Z, alpha=0.75, cmap=plt.cm.bone) \n",
" # Dibujamos los puntos\n",
" axis.scatter(X[:, 0], X[:, 1], c=y, s=100 * sample_weight, alpha=0.9,\n",
" cmap=plt.cm.bone, edgecolors='black')\n",
"\n",
" axis.axis('off')\n",
" axis.set_title(title)\n",
"\n",
"\n",
"# Generamos 20 puntos\n",
"np.random.seed(0) #establecemos una semilla fija\n",
"#Generamos los valores de la X, una matriz (20,2) obtenida de una distribución normal\n",
"#Los 10 primeros son una N(1,2) y los 10 últimos una N(0,1)\n",
"X = np.r_[np.random.randn(10, 2) + [1, 1], np.random.randn(10, 2)] \n",
"print(\"Valores de la X: \", X)\n",
"y = [1] * 10 + [-1] * 10 \n",
"print(\"Valores de la y \",y)\n",
"#Establecemos los pesos aleatorios (deben ser >0) para cada fila de la X\n",
"sample_weight_last_ten = abs(np.random.randn(len(X)))\n",
"#Todos los pesos igual a 1\n",
"sample_weight_constant = np.ones(len(X))\n",
"# y pesos más grandes a algunos valores atípicos.\n",
"#a los últimos elementos de la muestra se les asigna un peso elevado\n",
"sample_weight_last_ten[15:] *= 5\n",
"sample_weight_last_ten[9] *= 15\n",
"\n",
"# Para referencia, primer ajuste sin pesos de clase.\n",
"\n",
"# Ajuste del modelo\n",
"\n",
"clf_weights = svm.SVC()\n",
"# Al método fit se le asigna el parámetro sample_weight que es el array que contiene \n",
"#los pesos indicados anteriormente e introducidos en la variable sample_weight_last_ten\n",
"clf_weights.fit(X, y, sample_weight=sample_weight_last_ten)\n",
"\n",
"clf_no_weights = svm.SVC()\n",
"#Ajustamos el modelo sin pesos\n",
"clf_no_weights.fit(X, y)\n",
"\n",
"# **** para cambiar el tamaño del gráfico se utiliza el parámetro \"figsize\"\n",
"fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
"plot_decision_function(clf_no_weights, sample_weight_constant, axes[0],\n",
" \"Constant weights\")\n",
"plot_decision_function(clf_weights, sample_weight_last_ten, axes[1],\n",
" \"Modified weights\")\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ahora se va a mostrar otro ejemplo en el que ** se asigna diferentes pesos a las clases **. Observar que en este caso el peso se asigna con el parámetro 'class_weight' de la función svm.SVC, y según este criterio a la clase identifica con 1 se le asigna un peso de 10."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"No handles with labels found to put in legend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import svm\n",
"\n",
"# creamos clusters with 1000 and 100 puntos\n",
"rng = np.random.RandomState(0)\n",
"n_samples_1 = 1000\n",
"n_samples_2 = 100 #Esta es la clase 1 que tiene muchos menos elemento que la clase cero\n",
"X = np.r_[1.5 * rng.randn(n_samples_1, 2),\n",
" 0.5 * rng.randn(n_samples_2, 2) + [2, 2]]\n",
"y = [0] * (n_samples_1) + [1] * (n_samples_2)\n",
"\n",
"# Ajuste del modelo y obtención del hiperplano de separación.\n",
"clf = svm.SVC(kernel='linear', C=1.0)\n",
"clf.fit(X, y)\n",
"\n",
"# Ajuste del modelo y obtención plano de separación usando pesos.\n",
"wclf = svm.SVC(kernel='linear', class_weight={1: 10}) # Aquí se indica el peso de la clase\n",
"wclf.fit(X, y)\n",
"\n",
"# Gráfico hiperplanos separación y muestras\n",
"plt.figure(figsize=(12,8))\n",
"plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired, edgecolors='k')\n",
"plt.legend()\n",
"\n",
"# Dibujando función de decisión para ambos clasificadores\n",
"ax = plt.gca() #Se obtiene el elemento axis\n",
"xlim = ax.get_xlim()\n",
"ylim = ax.get_ylim()\n",
"\n",
"# generamos la red de puntos\n",
"xx = np.linspace(xlim[0], xlim[1], 30)\n",
"yy = np.linspace(ylim[0], ylim[1], 30)\n",
"YY, XX = np.meshgrid(yy, xx)\n",
"xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
"\n",
"# Obtención del hiperplano de sepparación \n",
"Z = clf.decision_function(xy).reshape(XX.shape)\n",
"\n",
"# Dibujo del gráfico de las bandas de decisión y los margins\n",
"a = ax.contour(XX, YY, Z, colors='k', levels=[0], alpha=0.5, linestyles=['-'])\n",
"\n",
"# Obención del hiperpalno de separación para clases con pesos\n",
"Z = wclf.decision_function(xy).reshape(XX.shape)\n",
"\n",
"# Trazado del límite de decisión y los márgenes para las clases ponderadas.\n",
"b = ax.contour(XX, YY, Z, colors='r', levels=[0], alpha=0.5, linestyles=['-'])\n",
"\n",
"plt.legend([a.collections[0], b.collections[0]], [\"non weighted\", \"weighted\"],\n",
" loc=\"upper right\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ejemplo de SVM no lineal ##\n",
"\n",
"A continuación se muestra un ejemplo de SVM no lineal"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"D:\\programas\\Anaconda\\lib\\site-packages\\matplotlib\\contour.py:960: UserWarning: The following kwargs were not used by contour: 'linetypes'\n",
" s)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import svm\n",
"\n",
"# Aquí generamos la malla donde se calcula la función de decisión\n",
"xx, yy = np.meshgrid(np.linspace(-3, 3, 500),\n",
" np.linspace(-3, 3, 500))\n",
"np.random.seed(0)\n",
"X = np.random.randn(300, 2)\n",
"Y = np.logical_xor(X[:, 0] > 0, X[:, 1] > 0) \n",
"# con el anterior comando se generan T y F dependiendo si el valor es positivo o negativo\n",
"\n",
"# Ajuste del modelo\n",
"clf = svm.NuSVC() #Aquí se indica un modelo no lineal\n",
"clf.fit(X, Y) #ajuste del modelo\n",
"\n",
"# Dibujo de la función de decisión para cada punto de la malla.\n",
"Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
"Z = Z.reshape(xx.shape)\n",
"\n",
"plt.figure(figsize=(12,8))\n",
"plt.imshow(Z, interpolation='nearest',\n",
" extent=(xx.min(), xx.max(), yy.min(), yy.max()), aspect='auto',\n",
" origin='lower', cmap=plt.cm.PuOr_r)\n",
"contours = plt.contour(xx, yy, Z, levels=[0], linewidths=2,\n",
" linetypes='--')\n",
"plt.scatter(X[:, 0], X[:, 1], s=30, c=Y, cmap=plt.cm.Paired,\n",
" edgecolors='k')\n",
"plt.xticks(())\n",
"plt.yticks(())\n",
"plt.axis([-3, 3, -3, 3])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Regresión con SVM #\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Los métodos de Support Vector Classification vistos en apartados anteriores pueden ser extendidos y aplicados para resolver problemas de regresión, estos métodos se denominan Support Vector Regression . Hay que tener en cuenta, que al igual que en el caso de support vector classification, el modelo obtenido con Support Vector Regression depende sólo de un subconjunto de datos de la muestra.\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"Existen tres métodos de implementación del modelo Support Vector Regression: SVR, NuSVR and LinearSVR. LinearSVR provides a faster implementation than SVR but only considers linear kernels, while NuSVR implements a slightly different formulation than SVR and LinearSVR. \n",
"\n",
"Como en los modelos de clasificación, existe una matriz X conteniendo las \"features\" y otra matriz y, conteniendo las respuestas pero en este caso, el vector y contiene valores reales, no enteros como era en el caso de la clasificación.\n",
"\n",
"A continuación se muestra un ejemplo de este método:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"from sklearn.svm import SVR\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# #############################################################################\n",
"# Generamos los datos\n",
"X = np.sort(5 * np.random.rand(40, 1), axis=0)\n",
"y = np.sin(X).ravel()\n",
"\n",
"# #############################################################################\n",
"# Añadimos ruido al target\n",
"y[::5] += 3 * (0.5 - np.random.rand(8))\n",
"plt.figure(figsize=(12,8))\n",
"# #############################################################################\n",
"# Ajuste del modelo de regresión\n",
"svr_rbf = SVR(kernel='rbf', C=1e3, gamma=0.1)\n",
"svr_lin = SVR(kernel='linear', C=1e3)\n",
"svr_poly = SVR(kernel='poly', C=1e3, degree=2)\n",
"y_rbf = svr_rbf.fit(X, y).predict(X) # Aquí tendriamos los valores estimados del modelo\n",
"y_lin = svr_lin.fit(X, y).predict(X)\n",
"y_poly = svr_poly.fit(X, y).predict(X)\n",
"\n",
"# #############################################################################\n",
"# Mostrando los resultados\n",
"lw = 2\n",
"plt.scatter(X, y, color='darkorange', label='data') #el label sirve para ponerlo después en la leyenda\n",
"plt.plot(X, y_rbf, color='navy', lw=lw, label='RBF model')\n",
"plt.plot(X, y_lin, color='c', lw=lw, label='Linear model')\n",
"plt.plot(X, y_poly, color='cornflowerblue', lw=lw, label='Polynomial model')\n",
"plt.xlabel('data')\n",
"plt.ylabel('target')\n",
"plt.title('Support Vector Regression')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Novelty detection #\n",
"\n",
"Por \"Novelty detection\" se entiende la técnica que consiste en los siguiente: dado un conjunto de datos, ver si otros provienen o no de la misma distribución.\n",
"\n",
"Para más aclaraciones, ver la siguiente dirección web http://scikit-learn.org/stable/modules/outlier_detection.html#outlier-detection"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n",
"Dimensión matriz X: (100, 2)\n",
"[[1.63461845 1.90851091]\n",
" [2.30868065 1.9783139 ]\n",
" [1.81980273 2.46567295]\n",
" [2.08607135 1.30382172]]\n",
"--------------------------------------------------------------------------------\n",
"[[-2.36538155 -2.09148909]\n",
" [-1.69131935 -2.0216861 ]\n",
" [-2.18019727 -1.53432705]\n",
" [-1.91392865 -2.69617828]]\n",
"--------------------------------------------------------------------------------\n",
"[[1.63461845 1.90851091]\n",
" [2.30868065 1.9783139 ]\n",
" [1.81980273 2.46567295]\n",
" [2.08607135 1.30382172]]\n",
"--------------------------------------------------------------------------------\n",
"[[-2.36538155 -2.09148909]\n",
" [-1.69131935 -2.0216861 ]\n",
" [-2.18019727 -1.53432705]\n",
" [-1.91392865 -2.69617828]]\n",
"(200, 2)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.font_manager\n",
"from sklearn import svm\n",
"\n",
"plt.figure(figsize=(12,8))\n",
"xx, yy = np.meshgrid(np.linspace(-5, 5, 500), np.linspace(-5, 5, 500))\n",
"# Generate train data\n",
"X = 0.3 * np.random.randn(100, 2)\n",
"print(\"Dimensión matriz X:\",X.shape)\n",
"#X es una matriz de una distribución normal de media 0.3 y varianza 1\n",
"X_train = np.r_[X + 2, X - 2]\n",
"print((X+2)[0:4,:])\n",
"print(80*'-')\n",
"print((X-2)[0:4,:])\n",
"print(80*'-')\n",
"print(X_train[0:4,:])\n",
"print(80*'-')\n",
"print(X_train[100:104,:])\n",
"\n",
"print(X_train.shape)\n",
"#como puede verse por los resultados que se obtienen con las anteriores instrucciones:\n",
"# 1.- Se obtiene la matriz X+2 (a cada elemento de X se le suma 2)\n",
"# 2.- Se obtiene la matriz X-2\n",
"# 3.- Se ponen los elementos de la matriz X+2 y debajo los de la matriz X-2\n",
"\n",
"#Con lo anterior he generado el training, es decir los datos que sirven para hacer el modelo\n",
"# A continuación saco los datos del test, es decir los datos para probar si son o no del modelo\n",
"\n",
"# Generamos nuevas observaciones\n",
"X = 0.3 * np.random.randn(20, 2)\n",
"X_test = np.r_[X + 2, X - 2]\n",
"#Los datos anteriores son construidos siguiendo el mismo modelo que los del train, luego deberían\n",
"#dar en la prueba que siguen el mismo modelo\n",
"# Generamos alguna nueva observación anormal de una distribución U entre -4 y 4\n",
"X_outliers = np.random.uniform(low=-4, high=4, size=(20, 2))\n",
"#Los datos anteriores deberían dar que siguen modelo diferente\n",
"\n",
"# Ajuste del modelo, ***se utiliza OneClassSVM para problemas de novelty detection\n",
"clf = svm.OneClassSVM(nu=0.1, kernel=\"rbf\", gamma=0.1)\n",
"clf.fit(X_train)\n",
"y_pred_train = clf.predict(X_train)\n",
"y_pred_test = clf.predict(X_test)\n",
"y_pred_outliers = clf.predict(X_outliers)\n",
"n_error_train = y_pred_train[y_pred_train == -1].size\n",
"n_error_test = y_pred_test[y_pred_test == -1].size\n",
"n_error_outliers = y_pred_outliers[y_pred_outliers == 1].size\n",
"\n",
"# plot the line, the points, and the nearest vectors to the plane\n",
"Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n",
"Z = Z.reshape(xx.shape)\n",
"\n",
"plt.title(\"Novelty Detection\")\n",
"plt.contourf(xx, yy, Z, levels=np.linspace(Z.min(), 0, 7), cmap=plt.cm.PuBu)\n",
"a = plt.contour(xx, yy, Z, levels=[0], linewidths=2, colors='darkred')\n",
"plt.contourf(xx, yy, Z, levels=[0, Z.max()], colors='palevioletred')\n",
"\n",
"s = 40\n",
"b1 = plt.scatter(X_train[:, 0], X_train[:, 1], c='white', s=s, edgecolors='k')\n",
"#Con lo anterior coloco lo puntos X-train, color=blanco\n",
"b2 = plt.scatter(X_test[:, 0], X_test[:, 1], c='blueviolet', s=s,\n",
" edgecolors='k')\n",
"#Con lo anterior coloco los puntos X_test, de color blueviolet\n",
"c = plt.scatter(X_outliers[:, 0], X_outliers[:, 1], c='gold', s=s,\n",
" edgecolors='k')\n",
"#Con lo anterior coloco los puntos outliers de color 'gold'\n",
"plt.axis('tight')\n",
"plt.xlim((-5, 5))\n",
"plt.ylim((-5, 5))\n",
"plt.legend([a.collections[0], b1, b2, c],\n",
" [\"learned frontier\", \"training observations\",\n",
" \"new regular observations\", \"new abnormal observations\"],\n",
" loc=\"upper left\",\n",
" prop=matplotlib.font_manager.FontProperties(size=11))\n",
"plt.xlabel(\n",
" \"error train: %d/200 ; errors novel regular: %d/40 ; \"\n",
" \"errors novel abnormal: %d/40\"\n",
" % (n_error_train, n_error_test, n_error_outliers))\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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