Hierarchy For All Packages

Package Hierarchies:

• smile.anomaly,
• smile.association,
• smile.base.cart,
• smile.base.mlp,
• smile.base.rbf,
• smile.base.svm,
• smile.classification,
• smile.clustering,
• smile.clustering.linkage,
• smile.data,
• smile.data.formula,
• smile.data.measure,
• smile.data.transform,
• smile.data.type,
• smile.data.vector,
• smile.datasets,
• smile.deep,
• smile.deep.activation,
• smile.deep.layer,
• smile.deep.metric,
• smile.deep.tensor,
• smile.feature.extraction,
• smile.feature.importance,
• smile.feature.imputation,
• smile.feature.selection,
• smile.feature.transform,
• smile.gap,
• smile.glm,
• smile.glm.model,
• smile.graph,
• smile.hash,
• smile.hpo,
• smile.ica,
• smile.interpolation,
• smile.interpolation.variogram,
• smile.io,
• smile.llm,
• smile.llm.llama,
• smile.llm.tokenizer,
• smile.manifold,
• smile.math,
• smile.math.blas,
• smile.math.blas.openblas,
• smile.math.distance,
• smile.math.kernel,
• smile.math.matrix,
• smile.math.matrix.fp32,
• smile.math.random,
• smile.math.rbf,
• smile.math.special,
• smile.neighbor,
• smile.neighbor.lsh,
• smile.nlp,
• smile.nlp.collocation,
• smile.nlp.dictionary,
• smile.nlp.embedding,
• smile.nlp.keyword,
• smile.nlp.normalizer,
• smile.nlp.pos,
• smile.nlp.relevance,
• smile.nlp.stemmer,
• smile.nlp.tokenizer,
• smile.plot.swing,
• smile.plot.vega,
• smile.regression,
• smile.sequence,
• smile.sort,
• smile.stat,
• smile.stat.distribution,
• smile.stat.hypothesis,
• smile.swing,
• smile.swing.table,
• smile.swing.text,
• smile.taxonomy,
• smile.timeseries,
• smile.util,
• smile.util.function,
• smile.validation,
• smile.validation.metric,
• smile.vision,
• smile.vision.layer,
• smile.vision.transform,
• smile.vq,
• smile.vq.hebb,
• smile.wavelet

Class Hierarchy

• java.lang.Object
  • javax.swing.AbstractAction (implements javax.swing.Action, java.lang.Cloneable, java.io.Serializable)
    • smile.plot.swing.Scene.PrintAction
    • smile.plot.swing.Scene.SaveAction
  • smile.data.formula.AbstractBiFunction (implements smile.data.formula.Term)
    • smile.data.formula.Operator
      • smile.data.formula.Add
      • smile.data.formula.Div
      • smile.data.formula.Mul
      • smile.data.formula.Sub
  • javax.swing.AbstractCellEditor (implements javax.swing.CellEditor, java.io.Serializable)
    • smile.swing.table.ButtonCellRenderer (implements java.awt.event.ActionListener, java.awt.event.MouseListener, javax.swing.table.TableCellEditor, javax.swing.table.TableCellRenderer)
    • smile.swing.table.ColorCellEditor (implements java.awt.event.ActionListener, javax.swing.table.TableCellEditor)
    • javax.swing.DefaultCellEditor (implements javax.swing.table.TableCellEditor, javax.swing.tree.TreeCellEditor)
      • smile.swing.table.DateCellEditor
      • smile.swing.table.DoubleArrayCellEditor
      • smile.swing.table.DoubleCellEditor
      • smile.swing.table.IntegerArrayCellEditor
      • smile.swing.table.IntegerCellEditor
    • smile.swing.table.FontCellEditor (implements java.awt.event.ActionListener, javax.swing.table.TableCellEditor)
  • smile.classification.AbstractClassifier<T> (implements smile.classification.Classifier<T>)
    • smile.classification.AdaBoost (implements smile.classification.DataFrameClassifier, smile.feature.importance.TreeSHAP)
    • smile.classification.DiscreteNaiveBayes
    • smile.classification.FLD
    • smile.classification.GradientTreeBoost (implements smile.classification.DataFrameClassifier, smile.feature.importance.SHAP<T>)
    • smile.classification.KNN<T>
    • smile.classification.LDA
    • smile.classification.LogisticRegression
      • smile.classification.LogisticRegression.Binomial
      • smile.classification.LogisticRegression.Multinomial
    • smile.classification.Maxent
      • smile.classification.Maxent.Binomial
      • smile.classification.Maxent.Multinomial
    • smile.classification.NaiveBayes
    • smile.classification.OneVersusOne<T>
    • smile.classification.OneVersusRest<T>
    • smile.classification.QDA
      • smile.classification.RDA
    • smile.classification.RandomForest (implements smile.classification.DataFrameClassifier, smile.feature.importance.TreeSHAP)
    • smile.classification.RBFNetwork<T>
    • smile.classification.SparseLogisticRegression
      • smile.classification.SparseLogisticRegression.Binomial
      • smile.classification.SparseLogisticRegression.Multinomial
  • smile.data.formula.AbstractFunction (implements smile.data.formula.Term)
    • smile.data.formula.Abs
    • smile.data.formula.DoubleFunction
    • smile.data.formula.IntFunction
    • smile.data.formula.Round
  • smile.interpolation.AbstractInterpolation (implements smile.interpolation.Interpolation)
    • smile.interpolation.CubicSplineInterpolation1D
    • smile.interpolation.LinearInterpolation
  • javax.swing.table.AbstractTableModel (implements java.io.Serializable, javax.swing.table.TableModel)
    • smile.swing.table.PageTableModel
  • smile.data.AbstractTuple (implements smile.data.Tuple)
  • smile.data.vector.AbstractVector (implements smile.data.vector.ValueVector)
    • smile.data.vector.NullablePrimitiveVector
      • smile.data.vector.NullableBooleanVector
      • smile.data.vector.NullableByteVector
      • smile.data.vector.NullableCharVector
      • smile.data.vector.NullableDoubleVector
      • smile.data.vector.NullableFloatVector
      • smile.data.vector.NullableIntVector
      • smile.data.vector.NullableLongVector
      • smile.data.vector.NullableShortVector
    • smile.data.vector.ObjectVector<T>
      • smile.data.vector.NumberVector<T>
      • smile.data.vector.StringVector
    • smile.data.vector.PrimitiveVector
      • smile.data.vector.BooleanVector
      • smile.data.vector.ByteVector
      • smile.data.vector.CharVector
      • smile.data.vector.DoubleVector
      • smile.data.vector.FloatVector
      • smile.data.vector.IntVector
      • smile.data.vector.LongVector
      • smile.data.vector.ShortVector
  • smile.deep.metric.Accuracy (implements smile.deep.metric.Metric)
  • smile.validation.metric.Accuracy (implements smile.validation.metric.ClassificationMetric)
  • smile.deep.activation.ActivationFunction (implements smile.deep.layer.Layer, java.io.Serializable)
    • smile.deep.activation.GELU
    • smile.deep.activation.GLU
    • smile.deep.activation.HardShrink
    • smile.deep.activation.LeakyReLU
    • smile.deep.activation.LogSigmoid
    • smile.deep.activation.LogSoftmax
    • smile.deep.activation.ReLU
    • smile.deep.activation.Sigmoid
    • smile.deep.activation.SiLU
    • smile.deep.activation.Softmax
    • smile.deep.activation.SoftShrink
    • smile.deep.activation.Tanh
    • smile.deep.activation.TanhShrink
  • smile.deep.layer.AdaptiveAvgPool2dLayer (implements smile.deep.layer.Layer)
  • smile.validation.metric.AdjustedMutualInformation (implements smile.validation.metric.ClusteringMetric)
  • smile.validation.metric.AdjustedRandIndex (implements smile.validation.metric.ClusteringMetric)
  • smile.timeseries.AR (implements java.io.Serializable)
  • smile.io.Arff (implements java.lang.AutoCloseable)
  • smile.association.ARM (implements java.lang.Iterable<T>)
  • smile.timeseries.ARMA (implements java.io.Serializable)
  • smile.math.matrix.ARPACK
  • smile.math.matrix.fp32.ARPACK
  • smile.util.Array2D
  • smile.data.type.ArrayType (implements smile.data.type.DataType)
  • smile.io.Arrow
  • smile.llm.llama.Attention
  • smile.validation.metric.AUC (implements smile.validation.metric.ProbabilisticClassificationMetric)
  • smile.util.AutoScope (implements java.lang.AutoCloseable)
  • smile.deep.layer.AvgPool2dLayer (implements smile.deep.layer.Layer)
  • smile.io.Avro
  • smile.plot.swing.Axis
  • smile.plot.vega.Axis
  • smile.plot.vega.Background
  • smile.feature.extraction.BagOfWords (implements smile.data.transform.Transform)
  • smile.math.matrix.BandMatrix.Cholesky (implements java.io.Serializable)
  • smile.math.matrix.fp32.BandMatrix.Cholesky (implements java.io.Serializable)
  • smile.math.matrix.BandMatrix.LU (implements java.io.Serializable)
  • smile.math.matrix.fp32.BandMatrix.LU (implements java.io.Serializable)
  • smile.plot.swing.Base
  • smile.deep.layer.BatchNorm1dLayer (implements smile.deep.layer.Layer)
  • smile.deep.layer.BatchNorm2dLayer (implements smile.deep.layer.Layer)
  • smile.clustering.BBDTree
  • smile.math.special.Beta
  • smile.stat.distribution.BetaDistribution (implements smile.stat.distribution.ExponentialFamily)
  • smile.math.BFGS
  • smile.interpolation.BicubicInterpolation (implements smile.interpolation.Interpolation2D)
  • smile.math.matrix.BigMatrix.Cholesky (implements java.io.Serializable)
  • smile.math.matrix.BigMatrix.EVD (implements java.io.Serializable)
  • smile.math.matrix.BigMatrix.LU (implements java.io.Serializable)
  • smile.math.matrix.BigMatrix.QR (implements java.io.Serializable)
  • smile.math.matrix.BigMatrix.SVD (implements java.io.Serializable)
  • smile.nlp.Bigram
    • smile.nlp.collocation.Bigram (implements java.lang.Comparable<T>)
  • smile.interpolation.BilinearInterpolation (implements smile.interpolation.Interpolation2D)
  • smile.feature.extraction.BinaryEncoder (implements java.util.function.Function<T,R>)
  • smile.math.kernel.BinarySparseLinearKernel (implements smile.math.kernel.DotProductKernel, smile.math.kernel.MercerKernel<T>)
  • smile.plot.vega.BinParams
  • smile.vq.BIRCH (implements smile.vq.VectorQuantizer)
  • smile.gap.BitString (implements smile.gap.Chromosome<T>)
  • smile.neighbor.BKTree<K,V> (implements smile.neighbor.RNNSearch<K,V>, java.io.Serializable)
  • smile.nlp.relevance.BM25 (implements smile.nlp.relevance.RelevanceRanker)
  • smile.timeseries.BoxTest
  • smile.nlp.tokenizer.BreakIteratorSentenceSplitter (implements smile.nlp.tokenizer.SentenceSplitter)
  • smile.nlp.tokenizer.BreakIteratorTokenizer (implements smile.nlp.tokenizer.Tokenizer)
  • smile.neighbor.lsh.Bucket (implements java.io.Serializable)
  • smile.base.cart.CART (implements java.io.Serializable, smile.feature.importance.SHAP<T>)
    • smile.classification.DecisionTree (implements smile.classification.Classifier<T>, smile.classification.DataFrameClassifier)
    • smile.regression.RegressionTree (implements smile.regression.DataFrameRegression)
  • smile.data.measure.CategoricalMeasure (implements smile.data.measure.Measure)
    • smile.data.measure.NominalScale
    • smile.data.measure.OrdinalScale
  • smile.math.distance.ChebyshevDistance (implements smile.math.distance.Metric<T>)
  • smile.stat.distribution.ChiSquareDistribution (implements smile.stat.distribution.ExponentialFamily)
  • smile.classification.ClassLabels (implements java.io.Serializable)
  • smile.data.transform.ColumnTransform (implements smile.data.transform.Transform)
    • smile.data.transform.InvertibleColumnTransform (implements smile.data.transform.InvertibleTransform)
  • smile.math.Complex.Array
  • java.awt.Component (implements java.awt.image.ImageObserver, java.awt.MenuContainer, java.io.Serializable)
    • java.awt.Container
      • javax.swing.JComponent (implements java.io.Serializable)
        • javax.swing.AbstractButton (implements java.awt.ItemSelectable, javax.swing.SwingConstants)
          • javax.swing.JButton (implements javax.accessibility.Accessible)
            • smile.swing.Button
        • smile.plot.swing.Canvas (implements java.awt.event.ComponentListener, java.awt.event.MouseListener, java.awt.event.MouseMotionListener, java.awt.event.MouseWheelListener, smile.plot.swing.Scene)
        • smile.swing.FontChooser
        • javax.swing.JFileChooser (implements javax.accessibility.Accessible)
          • smile.swing.FileChooser
        • javax.swing.JInternalFrame (implements javax.accessibility.Accessible, javax.swing.RootPaneContainer, javax.swing.WindowConstants)
          • smile.plot.swing.Headless
        • javax.swing.JLabel (implements javax.accessibility.Accessible, javax.swing.SwingConstants)
          • javax.swing.table.DefaultTableCellRenderer (implements java.io.Serializable, javax.swing.table.TableCellRenderer)
            • smile.swing.table.ByteArrayCellRenderer
            • smile.swing.table.ColorCellRenderer
            • smile.swing.table.DateCellRenderer
            • smile.swing.table.DefaultTableHeaderCellRenderer
              • smile.swing.table.MultiColumnSortTableHeaderCellRenderer
            • smile.swing.table.DoubleArrayCellRenderer
            • smile.swing.table.FloatArrayCellRenderer
            • smile.swing.table.FontCellRenderer
            • smile.swing.table.IntegerArrayCellRenderer
            • smile.swing.table.LongArrayCellRenderer
            • smile.swing.table.NumberCellRenderer
            • smile.swing.table.ShortArrayCellRenderer
        • javax.swing.JPanel (implements javax.accessibility.Accessible)
          • smile.plot.swing.FigurePane
          • smile.plot.swing.MultiFigurePane (implements smile.plot.swing.Scene)
        • javax.swing.JTable (implements javax.accessibility.Accessible, javax.swing.event.CellEditorListener, javax.swing.event.ListSelectionListener, javax.swing.event.RowSorterListener, javax.swing.Scrollable, javax.swing.event.TableColumnModelListener, javax.swing.event.TableModelListener)
          • org.jdesktop.swingx.JXTable (implements org.jdesktop.swingx.event.TableColumnModelExtListener)
            • smile.swing.Table
            • smile.swing.Table.RowHeader (implements javax.swing.event.ChangeListener, java.beans.PropertyChangeListener)
  • smile.taxonomy.Concept
  • smile.plot.vega.Config
  • smile.data.formula.Constant (implements smile.data.formula.Term)
  • smile.validation.metric.ContingencyTable
  • smile.deep.layer.Conv2dLayer (implements smile.deep.layer.Layer)
  • smile.math.distance.CorrelationDistance (implements smile.math.distance.Distance<T>)
  • smile.neighbor.CoverTree<K,V> (implements smile.neighbor.KNNSearch<K,V>, smile.neighbor.RNNSearch<K,V>, java.io.Serializable)
  • smile.sequence.CRF (implements java.io.Serializable)
  • smile.sequence.CRFLabeler<T> (implements smile.sequence.SequenceLabeler<T>)
  • smile.io.CSV
  • smile.interpolation.CubicSplineInterpolation2D (implements smile.interpolation.Interpolation2D)
  • smile.plot.vega.Data
  • smile.data.formula.Date (implements smile.data.formula.Term)
  • smile.data.type.DateTimeType (implements smile.data.type.DataType)
  • smile.data.type.DateType (implements smile.data.type.DataType)
  • smile.data.type.DecimalType (implements smile.data.type.DataType)
  • smile.data.formula.Delete (implements smile.data.formula.Term)
  • smile.plot.vega.DensityTransform
  • smile.clustering.DeterministicAnnealing
  • smile.deep.tensor.Device
  • smile.stat.distribution.DiscreteDistribution (implements smile.stat.distribution.Distribution)
    • smile.stat.distribution.BernoulliDistribution
    • smile.stat.distribution.BinomialDistribution
    • smile.stat.distribution.DiscreteMixture
      • smile.stat.distribution.DiscreteExponentialFamilyMixture
    • smile.stat.distribution.EmpiricalDistribution
    • smile.stat.distribution.GeometricDistribution (implements smile.stat.distribution.DiscreteExponentialFamily)
    • smile.stat.distribution.HyperGeometricDistribution
    • smile.stat.distribution.NegativeBinomialDistribution
    • smile.stat.distribution.PoissonDistribution (implements smile.stat.distribution.DiscreteExponentialFamily)
    • smile.stat.distribution.ShiftedGeometricDistribution (implements smile.stat.distribution.DiscreteExponentialFamily)
  • smile.data.formula.Dot (implements smile.data.formula.Term)
  • smile.util.DoubleArrayList (implements java.io.Serializable)
  • smile.sort.DoubleHeapSelect
  • smile.deep.layer.DropoutLayer (implements smile.deep.layer.Layer)
  • smile.math.distance.DynamicTimeWarping<T> (implements smile.math.distance.Distance<T>)
  • smile.vq.hebb.Edge (implements java.io.Serializable)
  • smile.math.distance.EditDistance (implements smile.math.distance.Metric<T>)
  • smile.regression.ElasticNet
  • smile.deep.layer.EmbeddingLayer (implements smile.deep.layer.Layer)
  • smile.nlp.pos.EnglishPOSLexicon
  • smile.nlp.dictionary.EnglishPunctuations (implements smile.nlp.dictionary.Punctuations)
  • smile.math.special.Erf
  • smile.validation.metric.Error (implements smile.validation.metric.ClassificationMetric)
  • smile.math.distance.EuclideanDistance (implements smile.math.distance.Metric<T>)
  • smile.ica.Exp (implements smile.util.function.DifferentiableFunction)
  • smile.stat.distribution.ExponentialDistribution (implements smile.stat.distribution.ExponentialFamily)
  • smile.interpolation.variogram.ExponentialVariogram (implements smile.interpolation.variogram.Variogram)
  • smile.plot.vega.FacetField
  • smile.data.formula.FactorCrossing (implements smile.data.formula.Term)
  • smile.data.formula.FactorInteraction (implements smile.data.formula.Term)
  • smile.validation.metric.Fallout (implements smile.validation.metric.ClassificationMetric)
  • smile.stat.distribution.FDistribution (implements smile.stat.distribution.Distribution)
  • smile.validation.metric.FDR (implements smile.validation.metric.ClassificationMetric)
  • smile.llm.llama.FeedForward
  • smile.plot.vega.Field
  • smile.plot.swing.Figure
  • javax.swing.filechooser.FileFilter
    • smile.swing.FileChooser.SimpleFileFilter
  • smile.util.FloatArrayList (implements java.io.Serializable)
  • smile.sort.FloatHeapSelect
  • smile.plot.vega.FormatConfig
  • smile.data.formula.Formula (implements java.lang.AutoCloseable, java.io.Serializable)
  • smile.association.FPGrowth (implements java.lang.Iterable<T>)
  • smile.association.FPTree
  • smile.validation.metric.FScore (implements smile.validation.metric.ClassificationMetric)
  • smile.feature.selection.GAFE
  • smile.math.special.Gamma
  • smile.stat.distribution.GammaDistribution (implements smile.stat.distribution.ExponentialFamily)
  • smile.math.kernel.Gaussian (implements smile.math.kernel.IsotropicKernel)
    • smile.math.kernel.BinarySparseGaussianKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.GaussianKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.SparseGaussianKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.stat.distribution.GaussianDistribution (implements smile.stat.distribution.ExponentialFamily)
  • smile.regression.GaussianProcessRegression<T> (implements smile.regression.Regression<T>)
  • smile.regression.GaussianProcessRegression.JointPrediction
  • smile.math.rbf.GaussianRadialBasis (implements smile.math.rbf.RadialBasisFunction)
  • smile.interpolation.variogram.GaussianVariogram (implements smile.interpolation.variogram.Variogram)
  • smile.gap.GeneticAlgorithm<T>
  • smile.glm.GLM (implements java.io.Serializable)
  • smile.clustering.GMeans
  • smile.stat.GoodTuring
  • smile.regression.GradientTreeBoost (implements smile.regression.DataFrameRegression, smile.feature.importance.TreeSHAP)
  • smile.graph.Graph
    • smile.graph.AdjacencyList (implements java.io.Serializable)
    • smile.graph.AdjacencyMatrix (implements java.io.Serializable)
  • smile.deep.layer.GroupNormLayer (implements smile.deep.layer.Layer)
  • smile.vq.GrowingNeuralGas (implements smile.vq.VectorQuantizer)
  • smile.math.distance.HammingDistance (implements smile.math.distance.Distance<T>)
  • smile.neighbor.lsh.Hash (implements java.io.Serializable)
    • smile.neighbor.lsh.MultiProbeHash
  • smile.feature.extraction.HashEncoder (implements java.util.function.Function<T,R>)
  • smile.neighbor.lsh.HashValueParzenModel
  • smile.sort.HeapSelect<T>
  • smile.math.kernel.HellingerKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.sequence.HMM (implements java.io.Serializable)
  • smile.sequence.HMMLabeler<T> (implements smile.sequence.SequenceLabeler<T>)
  • smile.nlp.pos.HMMPOSTagger (implements smile.nlp.pos.POSTagger, java.io.Serializable)
  • smile.math.kernel.HyperbolicTangent (implements smile.math.kernel.DotProductKernel)
    • smile.math.kernel.BinarySparseHyperbolicTangentKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.HyperbolicTangentKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.SparseHyperbolicTangentKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.hpo.Hyperparameters
  • smile.vision.ImageDataset (implements smile.deep.Dataset)
  • smile.math.matrix.fp32.IMatrix (implements java.io.Serializable)
    • smile.math.matrix.fp32.BandMatrix
    • smile.math.matrix.fp32.Matrix
    • smile.math.matrix.fp32.SparseMatrix (implements java.lang.Iterable<T>)
    • smile.math.matrix.fp32.SymmMatrix
  • smile.math.matrix.IMatrix (implements java.io.Serializable)
    • smile.math.matrix.BandMatrix
    • smile.math.matrix.BigMatrix (implements java.lang.AutoCloseable)
    • smile.math.matrix.Matrix
    • smile.math.matrix.SparseMatrix (implements java.lang.Iterable<T>)
    • smile.math.matrix.SymmMatrix
  • smile.plot.vega.ImputeTransform
  • smile.deep.tensor.Index
  • smile.util.IntArray2D
  • smile.util.IntArrayList (implements java.io.Serializable)
  • smile.util.IntDoubleHashMap
  • smile.base.cart.InternalNode (implements smile.base.cart.Node)
    • smile.base.cart.NominalNode
    • smile.base.cart.OrdinalNode
  • smile.util.IntHashSet
  • smile.sort.IntHeapSelect
  • smile.util.IntSet (implements java.io.Serializable)
  • smile.math.rbf.InverseMultiquadricRadialBasis (implements smile.math.rbf.RadialBasisFunction)
  • smile.sort.IQAgent
  • smile.anomaly.IsolationForest (implements java.io.Serializable)
  • smile.anomaly.IsolationTree (implements java.io.Serializable)
  • smile.manifold.IsoMap
  • smile.classification.IsotonicRegressionScaling (implements java.io.Serializable)
  • smile.util.IterativeAlgorithmController<T> (implements java.lang.AutoCloseable)
  • smile.math.distance.JaccardDistance<T> (implements smile.math.distance.Distance<T>)
  • smile.math.distance.JensenShannonDistance (implements smile.math.distance.Metric<T>)
  • javax.swing.JFormattedTextField.AbstractFormatter (implements java.io.Serializable)
    • javax.swing.text.DefaultFormatter (implements java.lang.Cloneable, java.io.Serializable)
      • smile.swing.text.FloatArrayFormatter
      • smile.swing.text.IntegerArrayFormatter
  • smile.io.JSON
  • smile.neighbor.KDTree<E> (implements smile.neighbor.KNNSearch<K,V>, smile.neighbor.RNNSearch<K,V>, java.io.Serializable)
  • smile.stat.distribution.KernelDensity (implements smile.stat.distribution.Distribution)
  • smile.base.svm.KernelMachine<T> (implements java.io.Serializable)
    • smile.regression.KernelMachine<T> (implements smile.regression.Regression<T>)
    • smile.anomaly.SVM<T>
    • smile.classification.SVM<T> (implements smile.classification.Classifier<T>)
  • smile.clustering.KMeans
  • smile.clustering.KMedoids<T>
  • smile.feature.imputation.KMedoidsImputer (implements smile.data.transform.Transform)
  • smile.clustering.KModes
  • smile.feature.imputation.KNNImputer (implements smile.data.transform.Transform)
  • smile.manifold.KPCA<T> (implements java.util.function.Function<T,R>, java.io.Serializable)
  • smile.interpolation.KrigingInterpolation
  • smile.interpolation.KrigingInterpolation1D (implements smile.interpolation.Interpolation)
  • smile.interpolation.KrigingInterpolation2D (implements smile.interpolation.Interpolation2D)
  • smile.ica.Kurtosis (implements smile.util.function.DifferentiableFunction)
  • smile.nlp.stemmer.LancasterStemmer (implements smile.nlp.stemmer.Stemmer)
  • smile.math.matrix.Lanczos
  • smile.math.kernel.Laplacian (implements smile.math.kernel.IsotropicKernel)
    • smile.math.kernel.BinarySparseLaplacianKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.LaplacianKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.SparseLaplacianKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.manifold.LaplacianEigenmap
  • smile.regression.LASSO
  • smile.base.svm.LASVM<T> (implements java.io.Serializable)
  • smile.base.mlp.Layer (implements java.lang.AutoCloseable, java.io.Serializable)
    • smile.base.mlp.HiddenLayer
    • smile.base.mlp.InputLayer
    • smile.base.mlp.OutputLayer
  • smile.deep.layer.LayerBlock (implements smile.deep.layer.Layer)
    • smile.vision.EfficientNet
    • smile.vision.layer.FusedMBConv
    • smile.vision.layer.MBConv
    • smile.deep.layer.SequentialBlock
      • smile.vision.layer.Conv2dNormActivation
    • smile.vision.layer.SqueezeExcitation
    • smile.llm.llama.Transformer
  • smile.base.mlp.LayerBuilder
    • smile.base.mlp.HiddenLayerBuilder
    • smile.base.mlp.OutputLayerBuilder
  • smile.base.cart.LeafNode (implements smile.base.cart.Node)
    • smile.base.cart.DecisionNode
    • smile.base.cart.RegressionNode
  • smile.math.distance.LeeDistance (implements smile.math.distance.Metric<T>)
  • smile.plot.swing.Legend
  • smile.plot.vega.Legend
  • smile.math.LevenbergMarquardt
  • smile.math.kernel.LinearKernel (implements smile.math.kernel.DotProductKernel, smile.math.kernel.MercerKernel<T>)
  • smile.base.svm.LinearKernelMachine (implements java.io.Serializable)
  • smile.deep.layer.LinearLayer (implements smile.deep.layer.Layer)
  • smile.regression.LinearModel (implements smile.regression.DataFrameRegression)
  • smile.neighbor.LinearSearch<K,V> (implements smile.neighbor.KNNSearch<K,V>, smile.neighbor.RNNSearch<K,V>, java.io.Serializable)
  • smile.clustering.linkage.Linkage
    • smile.clustering.linkage.CompleteLinkage
    • smile.clustering.linkage.SingleLinkage
    • smile.clustering.linkage.UPGMALinkage
    • smile.clustering.linkage.UPGMCLinkage
    • smile.clustering.linkage.WardLinkage
    • smile.clustering.linkage.WPGMALinkage
    • smile.clustering.linkage.WPGMCLinkage
  • smile.llm.llama.Llama
  • smile.manifold.LLE
  • smile.plot.vega.LoessTransform
  • smile.ica.LogCosh (implements smile.util.function.DifferentiableFunction)
  • smile.stat.distribution.LogisticDistribution (implements smile.stat.distribution.Distribution)
  • smile.validation.metric.LogLoss (implements smile.validation.metric.ProbabilisticClassificationMetric)
  • smile.stat.distribution.LogNormalDistribution (implements smile.stat.distribution.Distribution)
  • smile.plot.vega.LookupData
  • smile.neighbor.LSH<E> (implements smile.neighbor.KNNSearch<K,V>, smile.neighbor.RNNSearch<K,V>, java.io.Serializable)
    • smile.neighbor.MPLSH<E>
    • smile.neighbor.MutableLSH<E>
  • smile.validation.metric.MAD (implements smile.validation.metric.RegressionMetric)
  • smile.math.distance.MahalanobisDistance (implements smile.math.distance.Metric<T>)
  • smile.math.distance.ManhattanDistance (implements smile.math.distance.Metric<T>)
  • smile.plot.vega.Mark
  • smile.math.kernel.Matern (implements smile.math.kernel.IsotropicKernel)
    • smile.math.kernel.BinarySparseMaternKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.MaternKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.SparseMaternKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.math.MathEx
  • smile.math.matrix.fp32.Matrix.Cholesky (implements java.io.Serializable)
  • smile.math.matrix.Matrix.Cholesky (implements java.io.Serializable)
  • smile.math.matrix.fp32.Matrix.EVD (implements java.io.Serializable)
  • smile.math.matrix.Matrix.EVD (implements java.io.Serializable)
  • smile.math.matrix.fp32.Matrix.LU (implements java.io.Serializable)
  • smile.math.matrix.Matrix.LU (implements java.io.Serializable)
  • smile.math.matrix.fp32.Matrix.QR (implements java.io.Serializable)
  • smile.math.matrix.Matrix.QR (implements java.io.Serializable)
  • smile.math.matrix.fp32.Matrix.SVD (implements java.io.Serializable)
  • smile.math.matrix.Matrix.SVD (implements java.io.Serializable)
  • smile.validation.metric.MatthewsCorrelation (implements smile.validation.metric.ClassificationMetric)
  • smile.deep.layer.MaxPool2dLayer (implements smile.deep.layer.Layer)
  • smile.math.random.MersenneTwister (implements smile.math.random.RandomNumberGenerator)
  • smile.math.random.MersenneTwister64 (implements smile.math.random.RandomNumberGenerator)
  • smile.math.distance.MinkowskiDistance (implements smile.math.distance.Metric<T>)
  • smile.stat.distribution.Mixture (implements smile.stat.distribution.Distribution)
    • smile.stat.distribution.ExponentialFamilyMixture
      • smile.stat.distribution.GaussianMixture
  • smile.deep.Model (implements java.util.function.Function<T,R>)
    • smile.vision.VisionModel
  • smile.validation.metric.MSE (implements smile.validation.metric.RegressionMetric)
  • smile.base.mlp.MultilayerPerceptron (implements java.lang.AutoCloseable, java.io.Serializable)
    • smile.classification.MLP (implements smile.classification.Classifier<T>, java.io.Serializable)
    • smile.regression.MLP (implements smile.regression.Regression<T>)
  • smile.math.rbf.MultiquadricRadialBasis (implements smile.math.rbf.RadialBasisFunction)
  • smile.stat.distribution.MultivariateGaussianDistribution (implements smile.stat.distribution.MultivariateDistribution, smile.stat.distribution.MultivariateExponentialFamily)
  • smile.stat.distribution.MultivariateMixture (implements smile.stat.distribution.MultivariateDistribution)
    • smile.stat.distribution.MultivariateExponentialFamilyMixture
      • smile.stat.distribution.MultivariateGaussianMixture
  • smile.util.MutableInt (implements java.lang.Comparable<T>)
  • smile.validation.metric.MutualInformation (implements smile.validation.metric.ClusteringMetric)
  • smile.vq.NeuralGas (implements smile.vq.VectorQuantizer)
  • smile.vq.NeuralMap (implements smile.vq.VectorQuantizer)
  • smile.vq.hebb.Neuron (implements java.lang.Comparable<T>, java.io.Serializable)
  • smile.nlp.NGram
    • smile.nlp.collocation.NGram (implements java.lang.Comparable<T>)
  • smile.validation.metric.NormalizedMutualInformation (implements smile.validation.metric.ClusteringMetric)
  • smile.feature.transform.Normalizer (implements smile.data.transform.Transform)
  • smile.data.measure.NumericalMeasure (implements smile.data.measure.Measure)
    • smile.data.measure.IntervalScale
    • smile.data.measure.RatioScale
  • smile.data.type.ObjectType (implements smile.data.type.DataType)
  • smile.base.svm.OCSVM<T>
  • smile.regression.OLS
  • smile.math.blas.openblas.OpenBLAS (implements smile.math.blas.BLAS, smile.math.blas.LAPACK)
  • smile.deep.Optimizer
  • smile.math.matrix.PageRank
  • smile.util.PairingHeap<E> (implements java.util.Queue<E>)
  • smile.util.PairingHeap.Node
  • smile.plot.swing.Palette
  • smile.io.Parquet
  • smile.clustering.Partitioning (implements java.io.Serializable)
    • smile.clustering.DBSCAN<T>
    • smile.clustering.DENCLUE
    • smile.clustering.MEC<T> (implements java.lang.Comparable<T>)
  • smile.math.kernel.PearsonKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.nlp.tokenizer.PennTreebankTokenizer (implements smile.nlp.tokenizer.Tokenizer)
  • smile.hash.PerfectHash (implements java.io.Serializable)
  • smile.hash.PerfectMap<T>
  • smile.hash.PerfectMap.Builder<T>
  • smile.plot.vega.PivotTransform
  • smile.classification.PlattScaling (implements java.io.Serializable)
  • smile.math.kernel.Polynomial (implements smile.math.kernel.DotProductKernel)
    • smile.math.kernel.BinarySparsePolynomialKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.PolynomialKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.SparsePolynomialKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.nlp.stemmer.PorterStemmer (implements smile.nlp.stemmer.Stemmer)
  • smile.llm.PositionalEncoding (implements smile.deep.layer.Layer)
  • smile.neighbor.lsh.PosterioriModel (implements java.io.Serializable)
  • smile.interpolation.variogram.PowerVariogram (implements smile.interpolation.variogram.Variogram)
  • smile.deep.metric.Precision (implements smile.deep.metric.Metric)
  • smile.validation.metric.Precision (implements smile.validation.metric.ClassificationMetric)
  • smile.plot.vega.Predicate
  • smile.data.type.PrimitiveType (implements smile.data.type.DataType)
    • smile.data.type.BooleanType
    • smile.data.type.ByteType
    • smile.data.type.CharType
    • smile.data.type.DoubleType
    • smile.data.type.FloatType
    • smile.data.type.IntType
    • smile.data.type.LongType
    • smile.data.type.ShortType
  • smile.swing.Printer
  • smile.util.PriorityQueue
  • smile.neighbor.lsh.Probe (implements java.lang.Comparable<T>)
  • smile.math.kernel.ProductKernel<T> (implements smile.math.kernel.MercerKernel<T>)
  • smile.feature.extraction.Projection (implements smile.data.transform.Transform)
    • smile.feature.extraction.GHA
    • smile.feature.extraction.KernelPCA
    • smile.feature.extraction.PCA
    • smile.feature.extraction.ProbabilisticPCA
    • smile.feature.extraction.RandomProjection
  • smile.plot.swing.Projection
  • smile.plot.vega.Projection
  • smile.plot.vega.QuantileTransform
  • smile.sort.QuickSort
  • smile.validation.metric.R2 (implements smile.validation.metric.RegressionMetric)
  • smile.validation.metric.RandIndex (implements smile.validation.metric.ClusteringMetric)
  • smile.math.Random
  • smile.regression.RandomForest (implements smile.regression.DataFrameRegression, smile.feature.importance.TreeSHAP)
  • smile.neighbor.RandomProjectionForest (implements smile.neighbor.KNNSearch<K,V>)
  • smile.neighbor.RandomProjectionTree (implements smile.neighbor.KNNSearch<K,V>)
  • smile.base.rbf.RBF<T> (implements java.io.Serializable)
  • smile.interpolation.RBFInterpolation
  • smile.interpolation.RBFInterpolation1D (implements smile.interpolation.Interpolation)
  • smile.interpolation.RBFInterpolation2D (implements smile.interpolation.Interpolation2D)
  • smile.regression.RBFNetwork<T> (implements smile.regression.Regression<T>)
  • smile.deep.metric.Recall (implements smile.deep.metric.Metric)
  • smile.validation.metric.Recall (implements smile.validation.metric.ClassificationMetric)
  • smile.plot.vega.RegressionTransform
  • smile.plot.swing.Renderer
  • smile.regression.RidgeRegression
  • smile.validation.metric.RMSE (implements smile.validation.metric.RegressionMetric)
  • smile.deep.layer.RMSNormLayer (implements smile.deep.layer.Layer)
  • smile.validation.metric.RSS (implements smile.validation.metric.RegressionMetric)
  • smile.math.Scaler (implements smile.util.function.Function)
  • smile.validation.metric.Sensitivity (implements smile.validation.metric.ClassificationMetric)
  • smile.llm.tokenizer.SentencePiece (implements smile.llm.tokenizer.Tokenizer)
  • smile.plot.swing.Shape
    • smile.plot.swing.Bar
    • smile.plot.swing.Isoline
    • smile.plot.swing.Label
    • smile.plot.swing.Line
    • smile.plot.swing.Plot
      • smile.plot.swing.BarPlot
      • smile.plot.swing.BoxPlot
      • smile.plot.swing.Contour
      • smile.plot.swing.Dendrogram
      • smile.plot.swing.Grid
      • smile.plot.swing.Heatmap
      • smile.plot.swing.Hexmap
      • smile.plot.swing.Histogram3D
      • smile.plot.swing.LinePlot
      • smile.plot.swing.QQPlot
      • smile.plot.swing.ScatterPlot
      • smile.plot.swing.ScreePlot
      • smile.plot.swing.SparseMatrixPlot
      • smile.plot.swing.StaircasePlot
      • smile.plot.swing.Surface
      • smile.plot.swing.TextPlot
      • smile.plot.swing.Wireframe
    • smile.plot.swing.Point
    • smile.plot.swing.Staircase
  • smile.interpolation.ShepardInterpolation
  • smile.interpolation.ShepardInterpolation1D (implements smile.interpolation.Interpolation)
  • smile.interpolation.ShepardInterpolation2D (implements smile.interpolation.Interpolation2D)
  • smile.clustering.SIB
  • smile.nlp.SimpleCorpus (implements smile.nlp.Corpus)
  • smile.data.SimpleDataset<D,T> (implements smile.data.Dataset<D,T>)
    • smile.data.BinarySparseDataset<T>
    • smile.data.BinarySparseSequenceDataset
    • smile.data.SparseDataset<T>
  • smile.nlp.dictionary.SimpleDictionary (implements smile.nlp.dictionary.Dictionary)
  • smile.feature.imputation.SimpleImputer (implements smile.data.transform.Transform)
  • smile.nlp.normalizer.SimpleNormalizer (implements smile.nlp.normalizer.Normalizer)
  • smile.nlp.tokenizer.SimpleParagraphSplitter (implements smile.nlp.tokenizer.ParagraphSplitter)
  • smile.nlp.tokenizer.SimpleSentenceSplitter (implements smile.nlp.tokenizer.SentenceSplitter)
  • smile.nlp.tokenizer.SimpleTokenizer (implements smile.nlp.tokenizer.Tokenizer)
  • smile.neighbor.SNLSH<K,V> (implements smile.neighbor.RNNSearch<K,V>, java.io.Serializable)
  • smile.vq.SOM (implements smile.vq.VectorQuantizer)
  • smile.util.SparseArray (implements java.lang.Iterable<T>, java.io.Serializable)
  • smile.math.distance.SparseChebyshevDistance (implements smile.math.distance.Metric<T>)
  • smile.feature.extraction.SparseEncoder (implements java.util.function.Function<T,R>)
  • smile.math.distance.SparseEuclideanDistance (implements smile.math.distance.Metric<T>)
  • smile.util.SparseIntArray (implements java.lang.Iterable<T>, java.io.Serializable)
  • smile.math.kernel.SparseLinearKernel (implements smile.math.kernel.DotProductKernel, smile.math.kernel.MercerKernel<T>)
  • smile.math.distance.SparseManhattanDistance (implements smile.math.distance.Metric<T>)
  • smile.math.matrix.fp32.SparseMatrix.Entry
  • smile.math.matrix.SparseMatrix.Entry
  • smile.math.distance.SparseMinkowskiDistance (implements smile.math.distance.Metric<T>)
  • smile.validation.metric.Specificity (implements smile.validation.metric.ClassificationMetric)
  • smile.clustering.SpectralClustering
  • smile.interpolation.variogram.SphericalVariogram (implements smile.interpolation.variogram.Variogram)
  • smile.base.cart.Split
    • smile.base.cart.NominalSplit
    • smile.base.cart.OrdinalSplit
  • smile.data.SQL (implements java.lang.AutoCloseable)
  • smile.plot.vega.StackTransform
  • smile.vision.layer.StochasticDepth (implements smile.deep.layer.Layer)
  • smile.data.type.StringType (implements smile.data.type.DataType)
  • smile.math.kernel.SumKernel<T> (implements smile.math.kernel.MercerKernel<T>)
  • smile.base.svm.SupportVector<T> (implements java.io.Serializable)
  • smile.regression.SVM
  • smile.base.svm.SVR<T>
  • smile.math.matrix.fp32.SymmMatrix.BunchKaufman (implements java.io.Serializable)
  • smile.math.matrix.SymmMatrix.BunchKaufman (implements java.io.Serializable)
  • smile.math.matrix.fp32.SymmMatrix.Cholesky (implements java.io.Serializable)
  • smile.math.matrix.SymmMatrix.Cholesky (implements java.io.Serializable)
  • smile.swing.table.TableColumnSettings (implements javax.swing.event.TableColumnModelListener)
  • smile.swing.table.TableCopyPasteAdapter (implements java.awt.event.ActionListener)
  • smile.taxonomy.TaxonomicDistance (implements smile.math.distance.Distance<T>)
  • smile.taxonomy.Taxonomy
  • smile.stat.distribution.TDistribution (implements smile.stat.distribution.Distribution)
  • smile.deep.tensor.Tensor (implements java.lang.AutoCloseable)
  • smile.deep.tensor.Tensor.Options
  • smile.nlp.Text
    • smile.nlp.SimpleText (implements smile.nlp.AnchorText, smile.nlp.TextTerms)
  • smile.nlp.relevance.TFIDF (implements smile.nlp.relevance.RelevanceRanker)
  • smile.math.rbf.ThinPlateRadialBasis (implements smile.math.rbf.RadialBasisFunction)
  • smile.math.kernel.ThinPlateSpline (implements smile.math.kernel.IsotropicKernel)
    • smile.math.kernel.BinarySparseThinPlateSplineKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.SparseThinPlateSplineKernel (implements smile.math.kernel.MercerKernel<T>)
    • smile.math.kernel.ThinPlateSplineKernel (implements smile.math.kernel.MercerKernel<T>)
  • smile.llm.tokenizer.Tiktoken (implements smile.llm.tokenizer.Tokenizer)
    • smile.llm.llama.Tokenizer
  • smile.data.type.TimeType (implements smile.data.type.DataType)
  • smile.plot.vega.Transform
  • smile.llm.llama.TransformerBlock
  • smile.nlp.Trie<K,V>
  • smile.nlp.Trie.Node
  • smile.manifold.UMAP
  • smile.math.random.UniversalGenerator (implements smile.math.random.RandomNumberGenerator)
  • smile.plot.vega.VegaLite
    • smile.plot.vega.Concat (implements smile.plot.vega.ViewLayoutComposition)
    • smile.plot.vega.Facet (implements smile.plot.vega.ViewLayoutComposition)
    • smile.plot.vega.Repeat (implements smile.plot.vega.ViewLayoutComposition)
    • smile.plot.vega.View
      • smile.plot.vega.Layer (implements smile.plot.vega.ViewComposition)
  • smile.plot.vega.ViewConfig
  • smile.wavelet.Wavelet
    • smile.wavelet.BestLocalizedWavelet
    • smile.wavelet.CoifletWavelet
    • smile.wavelet.D4Wavelet
    • smile.wavelet.DaubechiesWavelet
    • smile.wavelet.HaarWavelet
    • smile.wavelet.SymletWavelet
  • smile.stat.distribution.WeibullDistribution (implements smile.stat.distribution.Distribution)
  • smile.plot.vega.WindowTransform
  • smile.nlp.embedding.Word2Vec
  • smile.clustering.XMeans

Interface Hierarchy

• smile.nlp.AnchorText
• smile.util.function.ArrayElementConsumer
• smile.util.function.ArrayElementFunction
• java.lang.AutoCloseable
  • smile.deep.Dataset (also extends java.lang.Iterable<T>)
• smile.glm.model.Bernoulli
• java.util.function.BiFunction<T,U,R>
  • smile.deep.Loss
• smile.glm.model.Binomial
• smile.math.blas.BLAS
• smile.validation.Bootstrap
• smile.io.CacheFiles
• smile.classification.Classifier.Trainer<T,M>
• smile.clustering.Clustering
• smile.data.Collectors
• java.lang.Comparable<T>
  • smile.gap.Chromosome<T>
    • smile.gap.LamarckianChromosome<T>
• smile.nlp.keyword.CooccurrenceKeywords
• smile.nlp.Corpus
• smile.validation.metric.CrossEntropy
• smile.validation.CrossValidation
• smile.deep.CUDA
• smile.classification.DataFrameClassifier.Trainer<M>
• smile.regression.DataFrameRegression.Trainer<M>
• smile.data.type.DataTypes
• smile.util.Dates
• smile.nlp.dictionary.Dictionary
  • smile.nlp.dictionary.Abbreviations
  • smile.nlp.dictionary.Punctuations
  • smile.nlp.dictionary.StopWords
• smile.stat.distribution.DiscreteExponentialFamily
• smile.math.matrix.DoubleConsumer
• smile.data.formula.Feature
• smile.gap.Fitness<T>
• smile.math.matrix.fp32.FloatConsumer
• java.util.function.Function<T,R>
  • smile.deep.layer.Layer
  • smile.nlp.stemmer.Stemmer
  • smile.nlp.tokenizer.Tokenizer
  • smile.data.transform.Transform (also extends java.io.Serializable)
    • smile.data.transform.InvertibleTransform
• smile.nlp.embedding.GloVe
• smile.io.HadoopInput
• smile.sort.HeapSort
• smile.plot.swing.Hexmap.Tooltip
• smile.math.Histogram
• smile.plot.swing.Histogram
• smile.stat.Hypothesis
• smile.stat.Hypothesis.chisq
• smile.stat.Hypothesis.cor
• smile.stat.Hypothesis.F
• smile.stat.Hypothesis.KS
• smile.stat.Hypothesis.t
• smile.vision.ImageNet
• smile.math.matrix.fp32.IMatrix.Preconditioner
• smile.math.matrix.IMatrix.Preconditioner
• smile.io.Input
• smile.util.function.IntArrayElementConsumer
• smile.util.function.IntArrayElementFunction
• java.lang.Iterable<T>
  • smile.data.Dataset<D,T>
  • smile.deep.Dataset (also extends java.lang.AutoCloseable)
• smile.neighbor.KNNSearch<K,V>
• smile.math.blas.LAPACK
• smile.interpolation.LaplaceInterpolation
• smile.validation.LOOCV
• smile.base.cart.Loss
• smile.feature.transform.MaxAbsScaler
• smile.deep.metric.Metric
• smile.validation.ModelSelection
• smile.stat.distribution.MultivariateExponentialFamily
• smile.hash.MurmurHash2
• smile.hash.MurmurHash3
• smile.nlp.normalizer.Normalizer
• smile.nlp.tokenizer.ParagraphSplitter
• smile.io.Paths
• smile.glm.model.Poisson
• smile.nlp.pos.POSTagger
• java.awt.print.Printable
  • smile.plot.swing.Scene
• smile.sort.QuickSelect
• smile.math.random.RandomNumberGenerator
• smile.io.Read
• smile.util.Regex
• smile.regression.Regression.Trainer<T,M>
• smile.nlp.relevance.RelevanceRanker
• smile.neighbor.RNNSearch<K,V>
• smile.feature.transform.RobustStandardizer
• smile.llm.RotaryPositionalEncoding
• smile.stat.Sampling
• smile.io.SAS
• smile.feature.transform.Scaler
• smile.gap.Selection
• smile.nlp.tokenizer.SentenceSplitter
• java.io.Serializable
  • smile.base.mlp.ActivationFunction
  • smile.validation.metric.ClassificationMetric (also extends java.util.function.ToDoubleBiFunction<T,U>)
  • smile.classification.Classifier<T> (also extends java.util.function.ToDoubleFunction<T>, java.util.function.ToIntFunction<T>)
    • smile.classification.DataFrameClassifier
  • smile.validation.metric.ClusteringMetric
  • smile.data.type.DataType
  • smile.math.distance.Distance<T> (also extends java.util.function.ToDoubleBiFunction<T,U>)
    • smile.math.distance.Metric<T>
  • smile.stat.distribution.Distribution
    • smile.stat.distribution.ExponentialFamily
  • smile.util.function.Function
    • smile.util.function.DifferentiableFunction
    • smile.math.kernel.DotProductKernel
    • smile.math.kernel.IsotropicKernel
    • smile.math.rbf.RadialBasisFunction
    • smile.interpolation.variogram.Variogram
  • smile.util.Index
  • smile.interpolation.Interpolation
  • smile.interpolation.Interpolation2D
  • smile.util.function.IntFunction
  • smile.data.measure.Measure
  • smile.math.kernel.MercerKernel<T> (also extends java.util.function.ToDoubleBiFunction<T,U>)
  • smile.glm.model.Model
  • smile.stat.distribution.MultivariateDistribution
  • smile.util.function.MultivariateFunction (also extends java.util.function.ToDoubleFunction<T>)
    • smile.util.function.DifferentiableMultivariateFunction
  • smile.vq.Neighborhood
  • smile.base.cart.Node
  • smile.validation.metric.ProbabilisticClassificationMetric
  • smile.regression.Regression<T> (also extends java.util.function.ToDoubleFunction<T>)
    • smile.regression.DataFrameRegression
  • smile.validation.metric.RegressionMetric (also extends java.util.function.ToDoubleBiFunction<T,U>)
  • smile.sequence.SequenceLabeler<T>
  • smile.data.formula.Term
  • smile.util.function.TimeFunction
  • smile.data.transform.Transform (also extends java.util.function.Function<T,R>)
    • smile.data.transform.InvertibleTransform
  • smile.data.Tuple
  • smile.data.vector.ValueVector
  • smile.vq.VectorQuantizer
• smile.feature.importance.SHAP<T>
  • smile.feature.importance.TreeSHAP
• smile.sort.ShellSort
• smile.hash.SimHash<T>
• smile.sort.Sort
• smile.feature.transform.Standardizer
• smile.util.Strings
• smile.feature.imputation.SVDImputer
• smile.data.formula.Terms
• smile.nlp.TextTerms
• smile.timeseries.TimeSeries
• java.util.function.ToDoubleBiFunction<T,U>
  • smile.validation.metric.ClassificationMetric (also extends java.io.Serializable)
  • smile.math.distance.Distance<T> (also extends java.io.Serializable)
    • smile.math.distance.Metric<T>
  • smile.math.kernel.MercerKernel<T> (also extends java.io.Serializable)
  • smile.validation.metric.RegressionMetric (also extends java.io.Serializable)
• java.util.function.ToDoubleFunction<T>
  • smile.classification.Classifier<T> (also extends java.io.Serializable, java.util.function.ToIntFunction<T>)
    • smile.classification.DataFrameClassifier
  • smile.util.function.MultivariateFunction (also extends java.io.Serializable)
    • smile.util.function.DifferentiableMultivariateFunction
  • smile.regression.Regression<T> (also extends java.io.Serializable)
    • smile.regression.DataFrameRegression
• smile.util.function.ToFloatFunction<T>
• java.util.function.ToIntFunction<T>
  • smile.classification.Classifier<T> (also extends java.io.Serializable, java.util.function.ToDoubleFunction<T>)
    • smile.classification.DataFrameClassifier
• smile.llm.tokenizer.Tokenizer
• smile.vision.transform.Transform
• smile.graph.VertexVisitor
• smile.plot.vega.ViewComposition
  • smile.plot.vega.ViewLayoutComposition
• smile.wavelet.WaveletShrinkage
• smile.feature.transform.WinsorScaler
• smile.io.Write

Enum Class Hierarchy

• java.lang.Object
  • java.lang.Enum<E> (implements java.lang.Comparable<T>, java.lang.constant.Constable, java.io.Serializable)
    • smile.validation.metric.AdjustedMutualInformation.Method
    • smile.timeseries.AR.Method
    • smile.math.matrix.ARPACK.AsymmOption
    • smile.math.matrix.fp32.ARPACK.AsymmOption
    • smile.math.matrix.ARPACK.SymmOption
    • smile.math.matrix.fp32.ARPACK.SymmOption
    • smile.deep.metric.Averaging
    • smile.validation.metric.Averaging
    • smile.timeseries.BoxTest.Type
    • smile.data.CategoricalEncoder
    • smile.base.mlp.Cost
    • smile.gap.Crossover
    • smile.data.type.DataType.ID
    • smile.data.formula.DateFeature
    • smile.deep.tensor.DeviceType
    • smile.math.blas.Diag
    • smile.classification.DiscreteNaiveBayes.Model
    • smile.math.blas.EigenRange
    • smile.nlp.dictionary.EnglishDictionary (implements smile.nlp.dictionary.Dictionary)
    • smile.nlp.dictionary.EnglishStopWords (implements smile.nlp.dictionary.StopWords)
    • smile.math.blas.EVDJob
    • smile.llm.FinishReason
    • smile.io.JSON.Mode
    • smile.deep.tensor.Layout
    • smile.math.blas.Layout
    • smile.plot.swing.Line.Style
    • smile.base.cart.Loss.Type
    • smile.validation.metric.NormalizedMutualInformation.Method
    • smile.feature.transform.Normalizer.Norm
    • smile.regression.OLS.Method
    • smile.base.mlp.OutputFunction
    • smile.nlp.pos.PennTreebankPOS
    • smile.llm.Role
    • smile.deep.tensor.ScalarType
    • smile.math.blas.Side
    • smile.base.cart.SplitRule
    • smile.math.blas.SVDJob
    • smile.math.blas.Transpose
    • smile.math.blas.UPLO

Record Class Hierarchy

• java.lang.Object
  • java.lang.Record
    • smile.datasets.Abalone
    • smile.classification.AdaBoost.Options
    • smile.classification.AdaBoost.TrainingStatus
    • smile.datasets.Ailerons
    • smile.util.AlgoStatus
    • smile.swing.AlphaIcon (implements javax.swing.Icon)
    • smile.association.AssociationRule
    • smile.datasets.AutoMPG
    • smile.validation.Bag (implements java.io.Serializable)
    • smile.datasets.Bank32nh
    • smile.datasets.BitcoinPrice
    • smile.datasets.BostonHousing
    • smile.datasets.BreastCancer
    • smile.util.Bytes
    • smile.datasets.CalHousing
    • smile.clustering.CentroidClustering<T,U> (implements java.lang.Comparable<T>, java.io.Serializable)
    • smile.stat.hypothesis.ChiSqTest
    • smile.validation.ClassificationMetrics (implements java.io.Serializable)
    • smile.validation.ClassificationValidation<M> (implements java.io.Serializable)
    • smile.validation.ClassificationValidations<M> (implements java.io.Serializable)
    • smile.clustering.Clustering.Options
    • smile.datasets.ColonCancer
    • smile.llm.CompletionPrediction
    • smile.math.Complex (implements java.io.Serializable)
    • smile.validation.metric.ConfusionMatrix (implements java.io.Serializable)
    • smile.vision.layer.Conv2dNormActivation.Options
    • smile.stat.hypothesis.CorTest
    • smile.datasets.CPU
    • smile.sequence.CRF.Options
    • smile.data.DataFrame (implements java.lang.Iterable<T>, java.io.Serializable)
    • smile.classification.DecisionTree.Options
    • smile.datasets.Default
    • smile.clustering.DENCLUE.Options
    • smile.clustering.DeterministicAnnealing.Options
    • smile.datasets.Diabetes
    • smile.stat.distribution.DiscreteMixture.Component
    • smile.regression.ElasticNet.Options
    • smile.datasets.Eurodist
    • smile.feature.selection.FRegression (implements java.lang.Comparable<T>)
    • smile.stat.hypothesis.FTest
    • smile.datasets.GaussianMixture
    • smile.regression.GaussianProcessRegression.Options
    • smile.glm.GLM.Options
    • smile.classification.GradientTreeBoost.Options
    • smile.regression.GradientTreeBoost.Options
    • smile.classification.GradientTreeBoost.TrainingStatus
    • smile.regression.GradientTreeBoost.TrainingStatus
    • smile.graph.Graph.Edge (implements java.lang.Comparable<T>)
    • smile.clustering.HierarchicalClustering (implements java.io.Serializable)
    • smile.datasets.Hyphen
    • smile.ica.ICA (implements java.io.Serializable)
    • smile.ica.ICA.Options
    • smile.datasets.ImageSegmentation
    • smile.feature.selection.InformationValue (implements java.lang.Comparable<T>)
    • smile.data.formula.Intercept (implements smile.data.formula.Term)
    • smile.util.IntPair
    • smile.datasets.Iris
    • smile.anomaly.IsolationForest.Options
    • smile.manifold.IsoMap.Options
    • smile.manifold.IsotonicMDS
    • smile.manifold.IsotonicMDS.Options
    • smile.association.ItemSet
    • smile.datasets.Kin8nm
    • smile.manifold.KPCA.Options
    • smile.stat.hypothesis.KSTest
    • smile.manifold.LaplacianEigenmap.Options
    • smile.regression.LASSO.Options
    • smile.datasets.LibrasMovement
    • smile.manifold.LLE.Options
    • smile.classification.LogisticRegression.Options
    • smile.datasets.Longley
    • smile.classification.Maxent.Options
    • smile.vision.layer.MBConvConfig
    • smile.manifold.MDS
    • smile.manifold.MDS.Options
    • smile.clustering.MEC.Options
    • smile.llm.Message
    • smile.stat.distribution.Mixture.Component (implements java.io.Serializable)
    • smile.datasets.MNIST
    • smile.llm.llama.ModelArgs
    • smile.neighbor.lsh.MultiProbeSample
    • smile.stat.distribution.MultivariateMixture.Component (implements java.io.Serializable)
    • smile.graph.NearestNeighborGraph
    • smile.neighbor.Neighbor<K,V> (implements java.lang.Comparable<T>)
    • smile.regression.OLS.Options
    • smile.datasets.PenDigits
    • smile.datasets.Planes2D
    • smile.neighbor.lsh.PrH (implements java.lang.Comparable<T>, java.io.Serializable)
    • smile.data.type.Property
    • smile.datasets.ProstateCancer
    • smile.datasets.Protein
    • smile.neighbor.lsh.PrZ (implements java.lang.Comparable<T>)
    • smile.datasets.Puma8NH
    • smile.classification.RandomForest.Model (implements java.lang.Comparable<T>, java.io.Serializable)
    • smile.regression.RandomForest.Model (implements java.lang.Comparable<T>, java.io.Serializable)
    • smile.classification.RandomForest.Options
    • smile.regression.RandomForest.Options
    • smile.classification.RandomForest.TrainingStatus
    • smile.regression.RandomForest.TrainingStatus
    • smile.validation.RegressionMetrics (implements java.io.Serializable)
    • smile.regression.RegressionTree.Options
    • smile.validation.RegressionValidation<M> (implements java.io.Serializable)
    • smile.validation.RegressionValidations<M> (implements java.io.Serializable)
    • smile.nlp.relevance.Relevance (implements java.lang.Comparable<T>)
    • smile.regression.RidgeRegression.Options
    • smile.data.Row (implements smile.data.Tuple)
    • smile.data.RowIndex (implements java.io.Serializable)
    • smile.manifold.SammonMapping
    • smile.manifold.SammonMapping.Options
    • smile.deep.SampleBatch (implements java.lang.AutoCloseable)
    • smile.data.SampleInstance<D,T>
    • smile.feature.selection.SignalNoiseRatio (implements java.lang.Comparable<T>)
    • smile.plot.vega.SortField
    • smile.util.SparseArray.Entry (implements java.lang.Comparable<T>)
    • smile.util.SparseIntArray.Entry (implements java.lang.Comparable<T>)
    • smile.clustering.SpectralClustering.Options
    • smile.data.type.StructField (implements java.io.Serializable)
    • smile.data.type.StructType (implements smile.data.type.DataType)
    • smile.feature.selection.SumSquaresRatio (implements java.lang.Comparable<T>)
    • smile.anomaly.SVM.Options
    • smile.classification.SVM.Options
    • smile.regression.SVM.Options
    • smile.datasets.SwissRoll
    • smile.datasets.SyntheticControl
    • smile.manifold.TSNE (implements java.io.Serializable)
    • smile.manifold.TSNE.Options
    • smile.stat.hypothesis.TTest
    • smile.util.Tuple2<T1,T2>
    • smile.manifold.UMAP.Options
    • smile.datasets.USArrests
    • smile.datasets.USPS
    • smile.data.formula.Variable (implements smile.data.formula.Term)
    • smile.datasets.Weather
    • smile.datasets.WeatherNominal
    • smile.plot.vega.WindowTransformField
    • smile.datasets.WordNet