利用k-近邻分类器来进行手写识别系统的构造： 这里构造器只能识别数字0-9，需要识别的数字已经被处理成文本格式。
目录trainingDigits中包含大约2000个例子，每个数字大约有200个样本；目录testDigits中包含大约900个测试数据。 使用目录trainingDigits中的数据训练分类器，使用目录testDigits中的数据测试分类器的效果。
trainingDigits 和 testDigits testDigits目录，共946个文件 trainingDigits，共1934个文件 数字的文本格式：
1、将图像转换为测试向量
def img2vector(filename): returnVect = zeros((1,1024)) fr = open(filename) for i in range(32): lineStr = fr.readline() for j in range(32): returnVect[0,32*i+j] = int(lineStr[j]) return returnVect2、手写数字识别系统的测试代码
def handwritingClassTest(): hwLabels = [] trainingFileList = listdir('trainingDigits') #load the training set m = len(trainingFileList) trainingMat = zeros((m,1024)) for i in range(m): fileNameStr = trainingFileList[i] fileStr = fileNameStr.split('.')[0] #take off .txt classNumStr = int(fileStr.split('_')[0]) hwLabels.append(classNumStr) trainingMat[i,:] = img2vector('trainingDigits/%s' % fileNameStr) testFileList = listdir('testDigits') #iterate through the test set errorCount = 0.0 mTest = len(testFileList) for i in range(mTest): fileNameStr = testFileList[i] fileStr = fileNameStr.split('.')[0] #take off .txt classNumStr = int(fileStr.split('_')[0]) vectorUnderTest = img2vector('testDigits/%s' % fileNameStr) classifierResult = classify0(vectorUnderTest, trainingMat, hwLabels, 3) print "the classifier came back with: %d, the real answer is: %d" % (classifierResult, classNumStr) if (classifierResult != classNumStr): errorCount += 1.0 print "\nthe total number of errors is: %d" % errorCount print "\nthe total error rate is: %f" % (errorCount/float(mTest))3、完整运行代码
from numpy import * import operator from os import listdir #欧式距离计算相似度 def classify0(inX, dataSet, labels, k): dataSetSize = dataSet.shape[0] diffMat = tile(inX, (dataSetSize,1)) - dataSet sqDiffMat = diffMat**2 sqDistances = sqDiffMat.sum(axis=1) distances = sqDistances**0.5 sortedDistIndicies = distances.argsort() classCount={} for i in range(k): voteIlabel = labels[sortedDistIndicies[i]] classCount[voteIlabel] = classCount.get(voteIlabel,0) + 1 sortedClassCount = sorted(classCount.iteritems(), key=operator.itemgetter(1), reverse=True) return sortedClassCount[0][0] #将图像转换成向量 def img2vector(filename): returnVect = zeros((1,1024)) fr = open(filename) for i in range(32): lineStr = fr.readline() for j in range(32): returnVect[0,32*i+j] = int(lineStr[j]) return returnVect #手写数字识别系统的测试代码 def handwritingClassTest(): hwLabels = [] trainingFileList = listdir('trainingDigits') #load the training set m = len(trainingFileList) trainingMat = zeros((m,1024)) for i in range(m): fileNameStr = trainingFileList[i] fileStr = fileNameStr.split('.')[0] #take off .txt classNumStr = int(fileStr.split('_')[0]) hwLabels.append(classNumStr) trainingMat[i,:] = img2vector('trainingDigits/%s' % fileNameStr) testFileList = listdir('testDigits') #iterate through the test set errorCount = 0.0 mTest = len(testFileList) for i in range(mTest): fileNameStr = testFileList[i] fileStr = fileNameStr.split('.')[0] #take off .txt classNumStr = int(fileStr.split('_')[0]) vectorUnderTest = img2vector('testDigits/%s' % fileNameStr) classifierResult = classify0(vectorUnderTest, trainingMat, hwLabels, 3) print "the classifier came back with: %d, the real answer is: %d" % (classifierResult, classNumStr) if (classifierResult != classNumStr): errorCount += 1.0 print "\nthe total number of errors is: %d" % errorCount print "\nthe total error rate is: %f" % (errorCount/float(mTest)) handwritingClassTest()#运行代码4、运行结果
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came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 6, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 3, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 1, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 1, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 8, 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with: 8, the real answer is: 8 the classifier came back with: 8, the real answer is: 8 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 1, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 7, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the classifier came back with: 9, the real answer is: 9 the total number of errors is: 11 the total error rate is: 0.011628