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KMeans

来源 1 浏览 475 扫码 打印 2019-12-19 21:12:05
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(https://en.wikipedia.org/wiki/K-means_clustering)

Code

Results

Prediction
  2. 0   0        0 0 0     1
  3. 2   2  0.2,0.2,0.2     1
  5. 4   4  9.1 9.1 9.1     0
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  • Association rule
    • FpGrowth(batch)
    • PrefixSpan(batch)
  • Classification
    • DecisionTreeClassifier
    • DecisionTreeClassifierPredict(batch)
    • DecisionTreeClassifierPredict(stream)
    • DecisionTreeClassifierTrain(batch)
    • GbdtClassifier
    • GbdtClassifierPredict(batch)
    • GbdtClassifierPredict(stream)
    • GbdtClassifierTrain(batch)
    • LinearSvm
    • LinearSvmPredict(batch)
    • LinearSvmPredict(stream)
    • LinearSvmTrain(batch)
    • LogisticRegression
    • LogisticRegressionPredict(batch)
    • LogisticRegressionPredict(stream)
    • LogisticRegressionTrain(batch)
    • MultilayerPerceptronClassifier
    • MultilayerPerceptronClassifierPredict(batch)
    • MultilayerPerceptronClassifierPredict(stream)
    • MultilayerPerceptronClassifierTrain(batch)
    • NaiveBayes
    • NaiveBayesPredict(batch)
    • NaiveBayesPredict(stream)
    • NaiveBayesTrain(batch)
    • OneVsRest
    • RandomForestClassifier
    • RandomForestClassifierPredict(batch)
    • RandomForestClassifierPredict(stream)
    • RandomForestClassifierTrain(batch)
    • Softmax
    • SoftmaxPredict(batch)
    • SoftmaxPredict(stream)
    • SoftmaxTrain(batch)
  • Clustering
    • BisectingKMeans
    • BisectingKMeansPredict(batch)
    • BisectingKmeansPredict(stream)
    • BisectingKmeansTrain(batch)
    • GaussianMixture
    • GaussianMixturePredict(batch)
    • GaussianMixturePredict(stream)
    • GaussianMixtureTrain(batch)
    • KMeans
    • KMeansPredict(batch)
    • KMeansPredict(stream)
    • KMeansTrain(batch)
    • Lda
    • LdaPredict(batch)
    • LdaTrain(batch)
  • Collaborative filtering
    • ALS
    • ALSRatingPredict(batch)
    • ALSPredict(stream)
    • ALSTopKPredict(batch)
    • ALSTrain(batch)
  • Data Sink
    • Sink To CSV(batch)
    • Sink To CSV(stream)
    • kafka sink(stream)
    • libsvm sink(batch)
    • libsvm sink(stream)
    • mysql sink(batch)
    • mysql sink(stream)
    • text line sink(batch)
    • text line sink(stream)
  • Data Source
    • CSV source(batch)
    • CSV source (stream)
    • kafka source(stream)
    • libsvm source(batch)
    • libsvm source(stream)
    • mysql source(batch)
    • mysql source(stream)
    • text line source(batch)
    • text line source(stream)
  • Data Processing
    • AppendId(batch)
    • DCT
    • DCT(batch)
    • DCT(stream)
    • Imputer
    • ImputerPredict(batch)
    • ImputerPredict(stream)
    • ImputerTrain(batch)
    • IndexToString
    • IndexToStringPredict(batch)
    • IndexToStringPredic(stream)
    • JsonValue(batch)
    • JsonValue(stream)
    • MaxAbsScaler
    • MaxAbsScalerPredict(batch)
    • MaxAbsScalerPredict(stream)
    • MaxAbsScalerTrain(batch)
    • MinMaxScaler
    • MinMaxScalerPredict(batch)
    • MinMaxScalerPredict(stream)
    • MinMaxScalerTrain(batch)
    • MultiColStringIndexer
    • MultiColStringIndexerPredict(batch)
    • MultiColStringIndexerPredict(stream)
    • MultiColStringIndexerTrain(batch)
    • Sampling(batch)
    • Sampling(stream)
    • SamplingSize(batch)
    • StandardScaler
    • StandardScalerPredict(batch)
    • StandardScalerPredict(stream)
    • StandardScalerTrain(batch)
    • StringIndexer
    • StringIndexerPredict(batch)
    • StringIndexerPredict(stream)
    • StringIndexerTrain(batch)
    • UDF(batch)
    • UDF(stream)
    • UDTF(batch)
    • UDTF(stream)
    • VectorAssembler
    • VectorAssembler(batch)
    • VectorAssembler(stream)
    • vectorElementwiseProduct
    • VectorElementwiseProduct(batch)
    • VectorElementwiseProduct(stream)
    • VectorImputer
    • VectorImputerPredict(batch)
    • VectorImputerPredict(stream)
    • VectorImputerTrain(batch)
    • Vectorinteraction
    • VectorInteraction(batch)
    • VectorInteraction(stream)
    • VectorMaxAbsScaler
    • VectorMaxAbsScalerPredict(batch)
    • VectorMaxAbsScalerPredict(stream)
    • VectorMaxAbsScalerTrain(batch)
    • VectorMinmaxScaler
    • VectorMinmaxScalerPredict(batch)
    • VectorMinmaxScalerPredict(stream)
    • VectorMinmaxScalerTrain
    • VectorNormalizer(batch)
    • vectorNormalizer
    • VectorNormalizer(stream)
    • VectorPolynomialExpand
    • VectorPolynomialExpand(batch)
    • VectorPolynomialExpand(stream)
    • VectorSizeHint
    • VectorSizeHint(batch)
    • VectorSizeHint(stream)
    • VectorSlicer(batch)
    • VectorSlicer
    • VectorSlicer(stream)
    • VectorStandardScalerPredict
    • VectorStandardScalerPredict(batch)
    • VectorStandardScalerPredict(stream)
    • VectorStandardScalerTrain
    • VectorToColumns
    • VectorToColumns(batch)
    • VectorToColumns(steam)
  • Abnormal Detection - SOS(batch)
  • Evaluation
    • EvalBinaryClass(batch)
    • EvalBinaryClass(stream)
    • EvalCluster(batch)
    • EvalMultiClass(batch)
    • EvalMultiClass(stream)
    • EvalRegression(batch)
  • Feature engineering
    • Binarizer
    • Binarizer(batch)
    • Binarizer(stream)
    • Bucketizer
    • Bucketizer(batch)
    • Bucketizer(stream)
    • ChiSqSelector(batch)
    • FeatureHasher
    • FeatureHasher(batch)
    • FeatureHasher(stream)
    • OneHotEncoder
    • OneHotEncoderPredict(batch)
    • OneHotEncoderPredict(stream)
    • OneHotEncoderTrain(batch)
    • PCA
    • PCAPredict(batch)
    • PCAPredict(stream)
    • PCATrain(batch)
    • QuantileDiscretizer
    • QuantileDiscretizerPredict(batch)
    • QuantileDiscretizerPredict(stream)
    • QuantileDiscretizerTrain(batch)
  • Model Tuning
    • GridSearchCV
    • GridSearchTVSplit
  • Online Learning
    • FtrlPredict(stream)
    • FtrlTrain(stream)
  • Regression
    • AftSurvivalRegressionPredict(batch)
    • AftSurvivalRegressionPredict(stream)
    • AftSurvivalRegression
    • AftSurvivalRegressionTrain(batch)
    • DecisionTreeRegressorPredict(batch)
    • DecisionTreeRegressorPredict(stream)
    • DecisionTreeRegressor
    • DecisionTreeRegressorTrain(batch)
    • GbdtRegressorPredict(batch)
    • GbdtRegressorPredict(stream)
    • GbdtRegressor
    • GbdtRegressorTrain(batch)
    • GeneralizedLinearRegression
    • GeneralizedLinearRegressionEvaluation(batch)
    • GeneralizedLinearRegressionPredict(batch)
    • GeneralizedLinearRegressionPredict(stream)
    • GeneralizedLinearRegressionTrain(batch)
    • IsotonicRegressionPredict(batch)
    • IsotonicRegressionPredict(stream)
    • IsotonicRegression
    • IsotonicRegressionTrain(batch)
    • LassoRegressionPredict(batch)
    • LassoRegressionPredict(stream)
    • LassoRegression
    • LassoRegressionTrain(batch)
    • LinearRegressionPredict(batch)
    • LinearRegressionPredict(stream)
    • LinearRegression
    • LinearRegressionTrain(batch)
    • RandomForestRegressorPredict(batch)
    • RandomForestRegressorPredict(stream)
    • RandomForestRegressor
    • RandomForestRegressorTrain(batch)
    • RidgeRegressionPredict(batch)
    • RidgeRegressionPredict(stream)
    • RidgeRegression
    • RidgeRegressionTrain
  • Similarity
    • ApproxVectorSimilarityJoin(batch)
    • ApproxVectorSimiliartyTopN(batch)
  • SQL
    • as(batch)
    • as(stream)
    • distinct(batch)
    • filter(batch)
    • filter(stream)
    • fullouterjoin(batch)
    • groupby(batch)
    • intersectall(batch)
    • intersect(batch)
    • join(batch)
    • leftouterjoin(batch)
    • minusall(batch)
    • minus(batch)
    • orderby(batch)
    • rightouterjoin(batch)
    • select(batch)
    • select(stream)
    • split(batch)
    • split(stream)
    • unionall(batch)
    • unionall(stream)
    • union(batch)
    • where(batch)
    • where(stream)
  • Statistical Analysis
    • ChiSquareTest(batch)
    • Correlation(batch)
    • Summarizer(batch)
  • Text
    • DocCountVectorizer
    • DocCountVectorizerPredict(batch)
    • DocCountVectorizerPredict(stream)
    • DocCountVectorizerTrain(batch)
    • DocHashCountVectorizer
    • DocHashCountVectorizerPredict(batch)
    • DocHashCountVectorizerPredict(stream)
    • DocHashCountVectorizerTrain(batch)
    • NGram
    • NGram(batch)
    • NGram(stream)
    • RegexTokenizer
    • RegexTokenizer(batch)
    • RegexTokenizer(stream)
    • Segment
    • Segment(batch)
    • Segment(stream)
    • StopwordsRemover
    • StopWordsRemover(batch)
    • StopWordsRemover(stream)
    • Tokenizer
    • Tokenizer(batch)
    • Tokenizer(stream)
    • Word2Vec
    • Word2VecPredict(batch)
    • Word2VecPredict(stream)
    • Word2VecTrain(batch)
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