{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 4.3 示例案例" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3.1 调用示例" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (1)多层神经网络" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "D:\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:564: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", " % self.max_iter, ConvergenceWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.datasets import make_moons, make_circles, make_classification\n", "from sklearn.neural_network import MLPClassifier\n", "\n", "h = .02 # step size in the mesh\n", "\n", "alphas = np.logspace(-5, 3, 5)\n", "names = []\n", "for i in alphas:\n", " names.append('alpha ' + str(i))\n", "\n", "classifiers = []\n", "for i in alphas:\n", " classifiers.append(MLPClassifier(alpha=i, random_state=1))\n", "\n", "X, y = make_classification(n_features=2, n_redundant=0, n_informative=2,\n", " random_state=0, n_clusters_per_class=1)\n", "rng = np.random.RandomState(2)\n", "X += 2 * rng.uniform(size=X.shape)\n", "linearly_separable = (X, y)\n", "\n", "datasets = [make_moons(noise=0.3, random_state=0),\n", " make_circles(noise=0.2, factor=0.5, random_state=1),\n", " linearly_separable]\n", "\n", "figure = plt.figure(figsize=(17, 9))\n", "i = 1\n", "# iterate over datasets\n", "for X, y in datasets:\n", " # preprocess dataset, split into training and test part\n", " X = StandardScaler().fit_transform(X)\n", " X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.4)\n", "\n", " x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n", " y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n", " xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "\n", " # just plot the dataset first\n", " cm = plt.cm.RdBu\n", " cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", " ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n", " # Plot the training points\n", " ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)\n", " # and testing points\n", " ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6)\n", " ax.set_xlim(xx.min(), xx.max())\n", " ax.set_ylim(yy.min(), yy.max())\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " i += 1\n", "\n", " # iterate over classifiers\n", " for name, clf in zip(names, classifiers):\n", " ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n", " clf.fit(X_train, y_train)\n", " score = clf.score(X_test, y_test)\n", "\n", " # Plot the decision boundary. For that, we will assign a color to each\n", " # point in the mesh [x_min, x_max]x[y_min, y_max].\n", " if hasattr(clf, \"decision_function\"):\n", " Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n", " else:\n", " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", "\n", " # Put the result into a color plot\n", " Z = Z.reshape(xx.shape)\n", " ax.contourf(xx, yy, Z, cmap=cm, alpha=.8)\n", "\n", " # Plot also the training points\n", " ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright,\n", " edgecolors='black', s=25)\n", " # and testing points\n", " ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright,\n", " alpha=0.6, edgecolors='black', s=25)\n", "\n", " ax.set_xlim(xx.min(), xx.max())\n", " ax.set_ylim(yy.min(), yy.max())\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " ax.set_title(name)\n", " ax.text(xx.max() - .3, yy.min() + .3, ('%.2f' % score).lstrip('0'),\n", " size=15, horizontalalignment='right')\n", " i += 1\n", "\n", "figure.subplots_adjust(left=.02, right=.98)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (2)支持向量机" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import svm, datasets\n", "\n", "\n", "def make_meshgrid(x, y, h=.02):\n", " \"\"\"Create a mesh of points to plot in\n", "\n", " Parameters\n", " ----------\n", " x: data to base x-axis meshgrid on\n", " y: data to base y-axis meshgrid on\n", " h: stepsize for meshgrid, optional\n", "\n", " Returns\n", " -------\n", " xx, yy : ndarray\n", " \"\"\"\n", " x_min, x_max = x.min() - 1, x.max() + 1\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\n", "\n", "\n", "def plot_contours(ax, clf, xx, yy, **params):\n", " \"\"\"Plot the decision boundaries for a classifier.\n", "\n", " Parameters\n", " ----------\n", " ax: matplotlib axes object\n", " clf: a classifier\n", " xx: meshgrid ndarray\n", " yy: meshgrid ndarray\n", " params: dictionary of params to pass to contourf, optional\n", " \"\"\"\n", " Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n", " Z = Z.reshape(xx.shape)\n", " out = ax.contourf(xx, yy, Z, **params)\n", " return out\n", "\n", "\n", "# import some data to play with\n", "iris = datasets.load_iris()\n", "# Take the first two features. We could avoid this by using a two-dim dataset\n", "X = iris.data[:, :2]\n", "y = iris.target\n", "\n", "# we create an instance of SVM and fit out data. We do not scale our\n", "# data since we want to plot the support vectors\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 with linear kernel',\n", " 'LinearSVC (linear kernel)',\n", " 'SVC with RBF kernel',\n", " 'SVC with polynomial (degree 3) kernel')\n", "\n", "# Set-up 2x2 grid for plotting.\n", "fig, sub = plt.subplots(2, 2)\n", "plt.subplots_adjust(wspace=0.4, hspace=0.4)\n", "\n", "X0, X1 = X[:, 0], X[:, 1]\n", "xx, yy = make_meshgrid(X0, X1)\n", "\n", "for clf, title, ax in zip(models, titles, sub.flatten()):\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()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4.3.2 分析示例" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (1) 多层神经网络的特征变换过程(Relu)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "score = 0.982\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn import datasets\n", "from sklearn.neural_network import MLPClassifier\n", "from matplotlib.animation import FuncAnimation\n", "\n", "def MaxMinNormalization(x): \n", " x = (x - np.min(x)) / (np.max(x) - np.min(x)) \n", " return x\n", "\n", "def datasetC(n):\n", " np.random.seed(0)\n", " x,y= datasets.make_circles(n_samples=n, factor=0.05, noise=.2)\n", " X=255*MaxMinNormalization(x)\n", " Y=y;Y[Y==0]=-1\n", " return X,Y\n", "\n", "def meshgrid():\n", " a = np.linspace(0,255,256);b = np.linspace(0,255,256)\n", " [Xa,Yb] = np.meshgrid(a,b)\n", " points = [point for point in zip(Xa.flat,Yb.flat)]; np.random.shuffle(points)\n", " P=np.array(points)\n", " return P\n", "\n", "cm_bright = ListedColormap(['Blue', 'Orange'])\n", "\n", "if __name__ == '__main__':\n", " f, axs = plt.subplots(1,2,figsize=(8,4))\n", " plt.subplot(121)\n", " X,Y=datasetC(500)\n", " plt.scatter(X[:,0], X[:,1], s=10, c=Y, cmap=cm_bright)\n", " plt.xticks();plt.yticks()\n", " #plt.savefig('D:\\VisualNN\\Cdataset.png',format='png',transparent=True,dpi=300);plt.close()\n", " \n", " plt.subplot(122)\n", " X=X-128\n", " P=meshgrid();P=P-128;t=0.02;P=np.array(P);P=P[0:int(t*65536)]\n", " clf =MLPClassifier(hidden_layer_sizes=(3,2),activation='relu',solver='lbfgs',learning_rate_init=0.3,max_iter=2000)\n", " clf.fit(X, Y);print('score = ',clf.score(X, Y))\n", " pd=clf.predict(P)\n", " w=clf.coefs_\n", " b=clf.intercepts_\n", " plt.scatter(P[:,0], P[:,1], s=10, c=pd, cmap=cm_bright)\n", " plt.xticks();plt.yticks()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ " ip1=np.dot( P,w[0])+b[0]; op1=ip1.copy();op1[op1<0]=0;\n", " ip2=np.dot(op1,w[1])+b[1]; op2=ip2.copy();op2[op2<0]=0;\n", " ip3=np.dot(op2,w[2])+b[2]; op3=ip3.copy();op3[op3<0]=0;" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " fig = plt.figure(figsize=(4, 4))\n", " def update(i):\n", " ax = Axes3D(fig, elev=15, azim=i)\n", " ax.scatter(ip1[:,0],ip1[:,1],ip1[:,2], s=5, c=pd, cmap=ListedColormap(['Blue', 'Orange']))\n", " return ax\n", " i=np.hstack((range(0,90,5),range(90,0,-5)))\n", " animation = FuncAnimation(fig, update, i, interval=100)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " fig = plt.figure(figsize=(4, 4))\n", " def update(i):\n", " ax = Axes3D(fig, elev=15, azim=i)\n", " ax.scatter(op1[:,0],op1[:,1],op1[:,2], s=5, c=pd, cmap=ListedColormap(['Blue', 'Orange']))\n", " return ax\n", " i=np.hstack((range(0,90,5),range(90,0,-5)))\n", " animation = FuncAnimation(fig, update, i, interval=100)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-1200, 390)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " f, axs = plt.subplots(1,2,figsize=(8,4))\n", " fig = plt.subplot(121)\n", " plt.scatter(ip2[:,0], ip2[:,1], s=5, c=pd, cmap=ListedColormap(['Blue', 'Orange']))\n", " \n", " fig = plt.subplot(122)\n", " plt.scatter(op2[:,0], op2[:,1], s=5, c=pd, cmap=ListedColormap(['Blue', 'Orange']))\n", " plt.ylim(-1200,390)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " f, axs = plt.subplots(1,2,figsize=(8,4))\n", " fig = plt.subplot(121)\n", " plt.scatter(ip3[:,0], ip3[:,0], s=5, c=pd, cmap=ListedColormap(['Blue', 'Orange']))\n", " \n", " fig = plt.subplot(122)\n", " plt.scatter(op3[:,0], op3[:,0], s=5, c=pd, cmap=ListedColormap(['Blue', 'Orange']))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### (2)SVM的分类过程(高斯核函数)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn import datasets\n", "import math\n", "def MaxMinNormalization(x): \n", " x = (x - np.min(x)) / (np.max(x) - np.min(x)); \n", " return x;\n", "def datasetM(n):\n", " np.random.seed(0)\n", " x,y = datasets.make_moons(n, noise=0.10)\n", " X=255*MaxMinNormalization(x)\n", " Y=y;Y[Y==0]=-1\n", " return X,Y\n", "def datasetC(n):\n", " np.random.seed(0)\n", " x,y= datasets.make_circles(n_samples=n, factor=0.1, noise=.08, random_state=2)\n", " X=255*MaxMinNormalization(x);\n", " Y=y;Y[Y==0]=-1\n", " return X,Y\n", "def datasetB(n):\n", " np.random.seed(0)\n", " x,y=datasets.make_blobs(n_samples=n, centers=2, n_features=2, cluster_std=.8, random_state=2)\n", " X=255*MaxMinNormalization(x)\n", " Y=y;Y[Y==0]=-1 \n", " return X,Y\n", "def meshgrid():\n", " a = np.linspace(0,255,256);b = np.linspace(0,255,256)\n", " [Xa,Yb] = np.meshgrid(a,b)\n", " points = [point for point in zip(Xa.flat,Yb.flat)]; np.random.shuffle(points)\n", " P=np.array(points)\n", " return P\n", "def scatterD(X,Y):\n", " cm_bright = ListedColormap(['Blue', 'Orange']);\n", " plt.scatter(X[:,0], X[:,1], s=15, c=Y, cmap=cm_bright)\n", " plt.xlim(0,255);plt.ylim(0,255)\n", " #plt.xticks(());plt.yticks(())\n", "def scatterC(P,pd):\n", " cm = plt.cm.get_cmap('RdBu_r')\n", " sc=plt.scatter(P[:,0], P[:,1], s=1, c=pd, cmap=cm)\n", " return sc\n", "def rbfK(X,y,sig):\n", " Kear=[];\n", " for i in range(len(X)):\n", " Xx=X[i][0]; Xy=X[i][1]\n", " deltx=Xx-y[0]; delty=Xy-y[1];\n", " fenmu=math.pow(deltx,2)+math.pow(delty,2)\n", " fenzi=-2*math.pow(sig,2)\n", " tempK=math.exp(fenmu/fenzi)\n", " Kear.append(tempK)\n", " return Kear;\n", "def precomputedK(X,y,sig):\n", " Kear=[];\n", " for i in range(len(X)):\n", " Xx=X[i][0]; Xy=X[i][1] \n", " deltx=Xx-y[0]; delty=Xy-y[1];\n", " fenmu=math.sqrt(math.pow(deltx,2)+math.pow(delty,2))\n", " fenzi=-sig\n", " tempK=math.exp(fenmu/fenzi)\n", " Kear.append(tempK)\n", " return Kear;\n", "def npmax(x,y):\n", " z=[]\n", " for i in range(len(x)):\n", " if x[i]>y[i]:\n", " z.append(x[i])\n", " else:\n", " z.append(y[i])\n", " return z\n", "\n", "plt.figure(figsize=(8,4));P=meshgrid()\n", "X,Y=datasetC(n=1000);P=P[0:int(1*65536)]\n", "plt.subplot(121);scatterD(X,Y)\n", "from sklearn import svm\n", "clf=svm.SVC(kernel='rbf',gamma=0.0001);\n", "clf.fit(X,Y);\n", "ps=clf.predict(P);\n", "plt.subplot(122);scatterD(P,ps)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sv=clf.support_vectors_;svi=clf.support_\n", "svy=clf.predict(sv);\n", "plt.figure(figsize=(4,4));\n", "scatterD(sv,svy)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a=clf.dual_coef_.T\n", "b=clf.intercept_ \n", "for i in range(len(a)):\n", " ps[svi[i]]=a[i]\n", "s=np.zeros((len(P),))\n", "\n", "plt.figure(figsize=(4,4));\n", "for i in range(len(sv)):\n", " K=rbfK(P,sv[i],20)*ps+b\n", " s=K+s\n", " scatterC(P,s)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }