机器学习各类工具weka、scikit-learn等各项指标的对比

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1、机器学习各类工具weka、scikit-learn等各项指标的对比分类： 机器学习2012-05-2002:29 7557人阅读 评论(3) 收藏 举报工具vectortypesoutputimagefloat以下表格摘自：http://www.shogun-toolbox.org/另推荐机器学习软件汇总网站 http://mloss.org/software/featureshogunwekakernlabdlibniemeorangejava-mlpyMLmlpypybraintorch3scikit-learnGener

2、alFeaturesGraphicalUserInterface OneClassClassification Classification Multiclassclassification Regression StructuredOutputLearning Pre-Processing Built-inModelSelectionStrategies Visualization TestFramework LargeScaleLearning Semi-supervisedLearning MultitaskLearni

3、ng DomainAdaptation Serialization ParallelizedCode PerformanceMeasures(auROCetc) ImageProcessingSupportedOperatingSystemsLinux Windows MacOSX OtherUnixLanguageBindingsPython R Matlab Octave C/C++ CommandLine Java C# Lua RubySVMSolversSVMLight LibSVM SVMOcas LibLinea

4、r BMRM LaRank SVMPegasos SVMSGD otherRegressionKernelRidgeRegression SupportVectorRegression GaussianProcesses RelevanceVectorMachineMultipleKernelLearningMKL q-normMKLClassifiersNaiveBayes BayesianNetworks MultiLayerPerceptron RBFNetworks LogisticRegression LASSO D

5、ecisionTrees k-NNLinearClassifiersLinearProgrammingMachine LDADistributionsMarkovChains HiddenMarkovModelsKernelsLinear Gaussian Polynomial StringKernels SigmoidKernel KernelNormalizerFeatureSelectionForward Wrappermethods RecursiveFeatureSelectionMissingFeaturesMea

6、nvalueimputation EM-based/modelbasedimputationClusteringHierarchicalClustering k-meansBFGSOptimization conjugategradient gradientdescent bindingstoCPLEX bindingstoMosek bindingstoothersolverSupportedFileFormatsBinary Arff HDF5 CSV libSVM/SVMLightformat ExcelSupporte

7、dDataTypesSparseDataRepresentation DenseMatrices Strings Supportfornative(e.g.C)types(char,signedandunsignedint8,int16,int32,int64,float,double,longdouble)