"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Introducción \n",
"\n",
"La idea principal del procedimiento KNN ( K-Nearest-Neighbors) se basa en elegir k puntos más cercanos (el cercano en sentido de una métrica con la que se trabaja)al que se quiere clasificar. Después se elige la clase más frecuente de entre lo k vecinos más próximos. La cuestión teórica se puede ver en los siguientes enlaces:\n",
"\n",
"* http://wwwae.ciemat.es/~cardenas/docs/curso_MD/knn.pdf\n",
"* http://www.oldemarrodriguez.com/yahoo_site_admin/assets/docs/Presentaci%C3%B3n_-_KNN.20085205.pdf\n",
"* http://www.sc.ehu.es/ccwbayes/docencia/mmcc/docs/t9knn.pdf\n",
"\n",
"En scikit learn se define de la siguiente manera:\n",
"\n",
"\"_Neighbors-based classification is a type of instance-based learning or non-generalizing learning: it does not attempt to construct a general internal model, but simply stores instances of the training data. Classification is computed from a simple majority vote of the nearest neighbors of each point: a query point is assigned the data class which has the most representatives within the nearest neighbors of the point_\".\n",
"\n",
"Scikit-learn implementa dos tipo diferentes de clasificadores basados en los vecinos más próximos:\n",
"\n",
"1.- El método _KNeighborsClassifier_ basado en el voto mayoritario de los k vecinos más próximos.\n",
"\n",
"2.- El método _RadiusNeighborsClassifier_ basado en el voto de los k vecinos que se encuentran dentro de un círculo de de redio r, donde r es un valor de punto flotante especificado por el usuario.\n",
"\n",
"Por defecto, los métodos que se utilizan para este tipo de clasificación, emplean peso igual para todos los puntos, de esta manera el valor que se le asigna al punto que se va a clasificar se obtiene mediante voto mayoritario de los vecinos más próximos. **En ocasiones es más fiable asignar peso diferente** a cada uno de los vecinos que intervienen en la clasificación, y así por ejemplo se podría dar un peso mayor a los vecinos más próximos al elemento que se quiere clasificar, y que por lo tanto contribuiría más en el ajuste del modelo. El sistema de asignación de pesos se obtiene utilizando el parámetro \"weights\", siendo el valor que tiene por defecto \"wights='uniform'\", sin embargo otra posibilidad es \"wights='distance'\", dando pesos inversamente proporcional a la distancia que hay al punto que se quiere clasificar. Alternativamente, también se puede definir una función \"hac hop\" para definir esos pesos. \n",
"\n",
"Estos métodos así como otros que se basan en métodos diferentes, tienen una fuerte dependencia de la métrica utilizada. Scikit-learn puede trabajar con muchas métricas, todas ellas [se pueden encontrar en este enlace](http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.DistanceMetric.html){:target=\"_blank\"}.\n",
"\n",
"A continuación se muestra un ejemplo sobre su utilización:\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically created module for IPython interactive environment\n",
"Primeros elementos de X [[5.1 3.5]\n",
" [4.9 3. ]\n",
" [4.7 3.2]\n",
" [4.6 3.1]\n",
" [5. 3.6]\n",
" [5.4 3.9]\n",
" [4.6 3.4]]\n",
"Primeros elementos de y [0 0 0 0 0 0 0]\n",
"Valores únicos de y [0 1 2]\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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 matplotlib.colors import ListedColormap\n",
"from sklearn import neighbors, datasets\n",
"\n",
"n_neighbors = 15 # Este sería el valor de K=15; se cuentan los 15 vecinos más próximo\n",
"\n",
"# importamos el conjunto datos Iris\n",
"iris = datasets.load_iris()\n",
"\n",
"X = iris.data[:, :2] #Nos quedamos sólo con las dos primeras columnas o features\n",
"y = iris.target #Serían las clasificaciones que se hacen\n",
"\n",
"print(\"Primeros elementos de X \",X[0:7,:])\n",
"print(\"Primeros elementos de y \",y[0:7])\n",
"print(\"Valores únicos de y \",np.unique(y))\n",
"\n",
"h = .02 # paso dado a la regilla\n",
"\n",
"# Creando un color maps\n",
"cmap_light = ListedColormap(['#FFAAAA', '#AAFFAA', '#AAAAFF'])\n",
"#Lo anterior, para definir los colores de las regiones\n",
"cmap_bold = ListedColormap(['#FF0000', '#00FF00', '#0000FF'])\n",
"#Lo anterior para definir los colores de los puntos\n",
"\n",
"for weights in ['uniform', 'distance']:\n",
" # Creamos una instancia del clasificador y ajustamos los datos.\n",
" clf = neighbors.KNeighborsClassifier(n_neighbors, weights=weights)\n",
" #lo anterior para definir el modelo de clasificación\n",
" clf.fit(X, y) #Se ajusta el modelo\n",
"\n",
" # Creamos los puntos de la rejilla para luego crear\n",
" # las zons de decisión\n",
" x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
" y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
" Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
" #Lo anterior para calcular la predicción de cada elemento de la red\n",
"\n",
" # Ponemos los resultados en un plot de color\n",
" Z = Z.reshape(xx.shape)\n",
" plt.figure()\n",
" plt.pcolormesh(xx, yy, Z, cmap=cmap_light)\n",
" # con cmap=cmap_light se elige el color de la región\n",
"\n",
" # Dibujamos también los puntos trining\n",
" plt.scatter(X[:, 0], X[:, 1], c=y, cmap=cmap_bold,\n",
" edgecolor='k', s=20)\n",
" plt.xlim(xx.min(), xx.max())\n",
" plt.ylim(yy.min(), yy.max())\n",
" plt.title(\"3-Class clasificacion (k = %i, weights = '%s')\"\n",
" % (n_neighbors, weights))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nearest Neighbors no supervisado \n",
"\n",
"También se pueden utilizar métodos no supervisados, mediante el método \"_NearestNeighbors_\". La búsqueda de los vecinos más próximos, se puede hacer mediante el parámetro 'algorithm' que puede utilizar uno de los siguientes valores:\n",
"\n",
"- 'auto'\n",
"- 'ball_tree'\n",
"- 'kd_tree'\n",
"- 'brute'\n",
"\n",
"A continuación vemos un ejemplo sobre uso de este algoritmo"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Puntos más cercanos: [[0 1]\n",
" [1 0]\n",
" [2 1]\n",
" [3 4]\n",
" [4 3]\n",
" [5 4]]\n",
"[[0. 1. ]\n",
" [0. 1. ]\n",
" [0. 1.41421356]\n",
" [0. 1. ]\n",
" [0. 1. ]\n",
" [0. 1.41421356]]\n",
"[[1. 1. 0. 0. 0. 0.]\n",
" [1. 1. 0. 0. 0. 0.]\n",
" [0. 1. 1. 0. 0. 0.]\n",
" [0. 0. 0. 1. 1. 0.]\n",
" [0. 0. 0. 1. 1. 0.]\n",
" [0. 0. 0. 0. 1. 1.]]\n"
]
}
],
"source": [
"from sklearn.neighbors import NearestNeighbors\n",
"import numpy as np\n",
"X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])\n",
"nbrs = NearestNeighbors(n_neighbors=2, algorithm='ball_tree').fit(X)\n",
"distances, indices = nbrs.kneighbors(X)\n",
"print(\"Puntos más cercanos: \",indices) \n",
"#Con la anterior, se obtiene para cada punto, cual es el otro más cercano,\n",
"#Por ejemplo el punto más cercano al cero sería el uno, y el más cercano al uno el cero\n",
"print(distances)\n",
"#lo anterior nos da la distancia a cada punto más cercana\n",
"print(nbrs.kneighbors_graph(X).toarray())\n",
"#Con lo anterior sacamos información similar a la obtenida en \"distances\", pero en forma matricial\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alternativamente al método anterior se pueden utilizar las clases ** \"KDTree\" o \"BallTree\" ** de una forma directa para obtener los vecinos más próximos. Veamos esto con el siguiente ejemplo:\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0, 1],\n",
" [1, 0],\n",
" [2, 1],\n",
" [3, 4],\n",
" [4, 3],\n",
" [5, 4]], dtype=int64)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.neighbors import KDTree\n",
"import numpy as np\n",
"X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])\n",
"kdt = KDTree(X, leaf_size=30, metric='euclidean')\n",
"kdt.query(X, k=2, return_distance=False) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nearest Neighbors Regression \n",
"\n",
"En el caso de que la variable independiente (target) tome valores continuos y no discretos, se pueden emplear métodos de regresión. En este caso el valor asignado a cada punto es asignado en base al valor medio de los k-puntos más cercanos.\n",
"\n",
"Para estos procedimientos scikit-learn utiliza dos métodos diferentes:\n",
"\n",
"1.- El método \"_KNeighborsRegressor_\" ,que se basa en la utilización de los k-vecinos más próximos.\n",
"\n",
"2.- El método \"_ RadiusNeighborsRegressor_\" , ques se basa en los vecinos que están dentro de un determinado radio r a determinar por el usuario.\n",
"\n",
"En este método también se pueden utilizar diferentes pesos para los puntos más cercanos. El parámetro a utilizar para ello es 'weights', cuyo valor por defecto es \" weights = 'uniform'\", aunque también se puede utilizar \"weights = 'distance'\", e igualmente una función \"had hoc\" definida por el usuario.\n",
"\n",
"A continuación se muestra un ejemplo sobre el uso de este método:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"print(__doc__)\n",
"\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import neighbors\n",
"# Generando una muestra de datos\n",
"np.random.seed(0)\n",
"X = np.sort(5 * np.random.rand(40, 1), axis=0)\n",
"T = np.linspace(0, 5, 500)[:, np.newaxis]\n",
"y = np.sin(X).ravel()\n",
"\n",
"# Añadimos ruido al target\n",
"y[::5] += 1 * (0.5 - np.random.rand(8))\n",
"\n",
"# #############################################################################\n",
"# Ajustamos un modelo de regresión \n",
"n_neighbors = 5\n",
"\n",
"for i, weights in enumerate(['uniform', 'distance']):\n",
" knn = neighbors.KNeighborsRegressor(n_neighbors, weights=weights)\n",
" y_ = knn.fit(X, y).predict(T)\n",
" plt.figure(figsize=(10,10))\n",
" plt.subplot(2, 1, i + 1)\n",
" plt.scatter(X, y, c='k', label='data')\n",
" plt.plot(T, y_, c='g', label='prediction')\n",
" plt.axis('tight')\n",
" plt.legend()\n",
" plt.title(\"KNeighborsRegressor (k = %i, weights = '%s')\" % (n_neighbors,\n",
" weights))\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El uso de multi-output neares neigbors para regresión se muestra en el siguiente ejemplo. El valor de los inputs (X) serían los pixeles de la parte superior de la cara, mientras que los outputs (Y) serían los pixeles de la parte inferior de la cara.\n"
]
},
{
"cell_type": "code",
"execution_count": 17,
"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",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.datasets import fetch_olivetti_faces\n",
"from sklearn.utils.validation import check_random_state\n",
"\n",
"from sklearn.ensemble import ExtraTreesRegressor\n",
"from sklearn.neighbors import KNeighborsRegressor\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.linear_model import RidgeCV\n",
"\n",
"# Cargando el conjunto de caras\n",
"data = fetch_olivetti_faces()\n",
"targets = data.target\n",
"\n",
"data = data.images.reshape((len(data.images), -1))\n",
"train = data[targets < 30]\n",
"test = data[targets >= 30] # Test on independent people\n",
"\n",
"# Test sobre n subconjunto de personas\n",
"n_faces = 5\n",
"rng = check_random_state(4)\n",
"face_ids = rng.randint(test.shape[0], size=(n_faces, ))\n",
"test = test[face_ids, :]\n",
"\n",
"n_pixels = data.shape[1]\n",
"# Upper half of the faces\n",
"X_train = train[:, :(n_pixels + 1) // 2]\n",
"# Lower half of the faces\n",
"y_train = train[:, n_pixels // 2:]\n",
"X_test = test[:, :(n_pixels + 1) // 2]\n",
"y_test = test[:, n_pixels // 2:]\n",
"\n",
"# Ajustando estimadores\n",
"ESTIMATORS = {\n",
" \"Extra trees\": ExtraTreesRegressor(n_estimators=10, max_features=32,\n",
" random_state=0),\n",
" \"K-nn\": KNeighborsRegressor(),\n",
" \"Linear regression\": LinearRegression(),\n",
" \"Ridge\": RidgeCV(),\n",
"}\n",
"\n",
"y_test_predict = dict()\n",
"for name, estimator in ESTIMATORS.items():\n",
" estimator.fit(X_train, y_train)\n",
" y_test_predict[name] = estimator.predict(X_test)\n",
"\n",
"# Dibujando las caras completas\n",
"image_shape = (64, 64)\n",
"\n",
"n_cols = 1 + len(ESTIMATORS)\n",
"plt.figure(figsize=(2. * n_cols, 2.26 * n_faces))\n",
"plt.suptitle(\"Completado de carass con multi-output estimadores\", size=16)\n",
"\n",
"for i in range(n_faces):\n",
" true_face = np.hstack((X_test[i], y_test[i]))\n",
"\n",
" if i:\n",
" sub = plt.subplot(n_faces, n_cols, i * n_cols + 1)\n",
" else:\n",
" sub = plt.subplot(n_faces, n_cols, i * n_cols + 1,\n",
" title=\"true faces\")\n",
"\n",
" sub.axis(\"off\")\n",
" sub.imshow(true_face.reshape(image_shape),\n",
" cmap=plt.cm.gray,\n",
" interpolation=\"nearest\")\n",
"\n",
" for j, est in enumerate(sorted(ESTIMATORS)):\n",
" completed_face = np.hstack((X_test[i], y_test_predict[est][i]))\n",
"\n",
" if i:\n",
" sub = plt.subplot(n_faces, n_cols, i * n_cols + 2 + j)\n",
"\n",
" else:\n",
" sub = plt.subplot(n_faces, n_cols, i * n_cols + 2 + j,\n",
" title=est)\n",
"\n",
" sub.axis(\"off\")\n",
" sub.imshow(completed_face.reshape(image_shape),\n",
" cmap=plt.cm.gray,\n",
" interpolation=\"nearest\")\n",
"\n",
"plt.show()"
]
}
],
"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": "3.6.5"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Tabla de contenidos",
"title_sidebar": "Contenidos",
"toc_cell": true,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}