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# Serialized Form

Package fr.lip6.classifier

Class fr.lip6.classifier.DoublePegasosSVM extends java.lang.Object implements Serializable

serialVersionUID: 5289136605543751554L

Serialized Fields

### kernel

    DoubleLinear kernel

### tList

    java.util.ArrayList<E> tList

### w

    double[] w

### b

    double b

### T

    int T

### k

    int k

### lambda

    double lambda

### eps

    double eps

Class fr.lip6.classifier.EnhancedSMOSVM extends java.lang.Object implements Serializable

serialVersionUID: -3409002064617582128L

Serialized Fields

### alphay

    double[] alphay

### alpha

    double[] alpha

### ts

    java.util.ArrayList<E> ts

### size

    int size

### kernel

    Kernel<T> kernel

### kcache

    double[][] kcache

### C

    double C

### b

    double b

### eps

    double eps

### tolerance

    double tolerance

### m_bLow

    double m_bLow

  The thresholds.

### m_bUp

    double m_bUp

  The thresholds.

### m_iLow

    int m_iLow

  The indices for m_bLow and m_bUp

### m_iUp

    int m_iUp

  The indices for m_bLow and m_bUp

### m_data

    java.util.ArrayList<E> m_data

  The training data.

### m_weights

    double[] m_weights

  Weight vector for linear machine.

### m_sparseWeights

    double[] m_sparseWeights

  Variables to hold weight vector in sparse form. (To reduce storage requirements.)

### m_sparseIndices

    int[] m_sparseIndices

### m_class

    double[] m_class

  The transformed class values.

### m_errors

    double[] m_errors

  The current set of errors for all non-bound examples.

### m_I0

    java.util.TreeSet<E> m_I0

  {i: 0 < m_alpha[i] < C}

### m_I1

    java.util.TreeSet<E> m_I1

  {i: m_class[i] = 1, m_alpha[i] = 0}

### m_I2

    java.util.TreeSet<E> m_I2

  {i: m_class[i] = -1, m_alpha[i] =C}

### m_I3

    java.util.TreeSet<E> m_I3

  {i: m_class[i] = 1, m_alpha[i] = C}

### m_I4

    java.util.TreeSet<E> m_I4

  {i: m_class[i] = -1, m_alpha[i] = 0}

### m_supportVectors

    java.util.TreeSet<E> m_supportVectors

  The set of support vectors

### m_sumOfWeights

    double m_sumOfWeights

  Stores the weight of the training instances

Class fr.lip6.classifier.ParzenClassifier extends java.lang.Object implements Serializable

serialVersionUID: 5147554432765939157L

Serialized Fields

### kernel

    Kernel<T> kernel

### ts

    java.util.ArrayList<E> ts

Class fr.lip6.classifier.SimpleMKL extends java.lang.Object implements Serializable

serialVersionUID: -3075421867065481781L

Serialized Fields

### d

    java.util.Hashtable<K,V> d

### exampleWeights

    java.util.Hashtable<K,V> exampleWeights

### classifier

    SMOSVM<T> classifier

### epsilon

    double epsilon

### num_precision

    double num_precision

### delta

    double delta

Class fr.lip6.classifier.SMOSVM extends java.lang.Object implements Serializable

serialVersionUID: -1224235635423748229L

Serialized Fields

### alphay

    double[] alphay

### alpha

    double[] alpha

### ts

    java.util.ArrayList<E> ts

### size

    int size

### kernel

    Kernel<T> kernel

### kcache

    double[][] kcache

### ecache

    double[] ecache

### ran

    java.util.Random ran

### C

    double C

### b

    double b

### eps

    double eps

### tolerance

    double tolerance

Package fr.lip6.density

Class fr.lip6.density.ParzenDensity extends java.lang.Object implements Serializable

serialVersionUID: -5414922333951533146L

Serialized Fields

### kernel

    Kernel<T> kernel

### set

    java.util.ArrayList<E> set

Class fr.lip6.density.SMODensity extends java.lang.Object implements Serializable

serialVersionUID: 4738328902335184013L

Serialized Fields

### K

    Kernel<T> K

### alphas

    double[] alphas

### set

    java.util.ArrayList<E> set

### size

    int size

### epsilon

    double epsilon

### C

    double C

### tolerance

    double tolerance

### cache

    double[] cache

Package fr.lip6.kernel

Class fr.lip6.kernel.CMKernel extends Kernel<T> implements Serializable

serialVersionUID: -3074562537295803520L

Serialized Fields

### matrix

    double[][] matrix

### hash

    int hash

### kernel

    Kernel<T> kernel

Class fr.lip6.kernel.Kernel extends java.lang.Object implements Serializable

Serialized Fields

### name

    java.lang.String name

Class fr.lip6.kernel.ThreadedKernel extends Kernel<T> implements Serializable

serialVersionUID: -2193768216118832033L

Serialized Fields

### numThread

    int numThread

### k

    Kernel<T> k

Package fr.lip6.kernel.adaptative

Class fr.lip6.kernel.adaptative.ThreadedSumKernel extends Kernel<T> implements Serializable

serialVersionUID: 7780445301175174296L

Serialized Fields

### kernels

    java.util.Hashtable<K,V> kernels

### numThread

    int numThread

Class fr.lip6.kernel.adaptative.WeightedSumKernel extends Kernel<T> implements Serializable

serialVersionUID: 4590492743843223113L

Serialized Fields

### kernels

    java.util.Hashtable<K,V> kernels

Package fr.lip6.kernel.extra

Class fr.lip6.kernel.extra.PowerKernel extends Kernel<T> implements Serializable

serialVersionUID: 4913325882464601407L

Serialized Fields

### kernel

    Kernel<T> kernel

### e

    double e

Package fr.lip6.kernel.extra.bag

Class fr.lip6.kernel.extra.bag.PowerBagKernel extends Kernel<T extends java.util.ArrayList<S>> implements Serializable

serialVersionUID: 1591055803491554966L

Serialized Fields

### exp

    double exp

### kernel

    Kernel<T> kernel

Class fr.lip6.kernel.extra.bag.SimpleSubListKernel extends Kernel<T extends java.util.ArrayList<S>> implements Serializable

serialVersionUID: 1591055803491554966L

Serialized Fields

### from

    int from

### to

    int to

### kernel

    Kernel<T> kernel

Class fr.lip6.kernel.extra.bag.SubListKernel extends Kernel<T extends java.util.ArrayList<S>> implements Serializable

serialVersionUID: 1591055803491554966L

Serialized Fields

### from

    int from

### to

    int to

### kernel

    Kernel<T> kernel

Class fr.lip6.kernel.extra.bag.SubListMaxKernel extends Kernel<T extends java.util.ArrayList<S>> implements Serializable

serialVersionUID: 1591055803491554966L

Serialized Fields

### from

    int from

### to

    int to

### kernel

    Kernel<T> kernel

Class fr.lip6.kernel.extra.bag.SubListPowerKernel extends Kernel<T extends java.util.ArrayList<S>> implements Serializable

serialVersionUID: 6288142477248256663L

Serialized Fields

### from

    int from

### to

    int to

### kernel

    Kernel<T> kernel

### e

    double e

Package fr.lip6.kernel.extra.colt

Class fr.lip6.kernel.extra.colt.GeneralizedSparseDoubleLinear extends Kernel<double[]> implements Serializable

serialVersionUID: 6618610116348247480L

Serialized Fields

### M

    cern.colt.matrix.impl.SparseDoubleMatrix2D M

### size

    int size

Class fr.lip6.kernel.extra.colt.SparseDoubleGaussChi2 extends Kernel<cern.colt.matrix.impl.SparseDoubleMatrix1D> implements Serializable

Serialized Fields

### gamma

    double gamma

Class fr.lip6.kernel.extra.colt.SparseDoubleLinear extends Kernel<cern.colt.matrix.impl.SparseDoubleMatrix1D> implements Serializable

serialVersionUID: -3605052015116876466L

Class fr.lip6.kernel.extra.colt.SparseGeneralizedSparseDoubleLinear extends Kernel<cern.colt.matrix.impl.SparseDoubleMatrix1D> implements Serializable

serialVersionUID: 2492610095559764783L

Serialized Fields

### M

    cern.colt.matrix.impl.SparseDoubleMatrix2D M

### size

    int size

Package fr.lip6.kernel.typed

Class fr.lip6.kernel.typed.DoubleGaussChi1 extends Kernel<double[]> implements Serializable

serialVersionUID: -1011192915083821659L

Serialized Fields

### gamma

    double gamma

### eps

    double eps

Class fr.lip6.kernel.typed.DoubleGaussChi2 extends Kernel<double[]> implements Serializable

serialVersionUID: 1626829154456556731L

Serialized Fields

### gamma

    double gamma

### eps

    double eps

Class fr.lip6.kernel.typed.DoubleGaussL2 extends Kernel<double[]> implements Serializable

serialVersionUID: 8139656729530005699L

Serialized Fields

### gamma

    double gamma

Class fr.lip6.kernel.typed.DoubleLinear extends Kernel<double[]> implements Serializable

serialVersionUID: -8274638352733867140L

Class fr.lip6.kernel.typed.FloatGaussChi2 extends Kernel<float[]> implements Serializable

serialVersionUID: 1626829154456556731L

Serialized Fields

### gamma

    double gamma

### eps

    double eps

Class fr.lip6.kernel.typed.GeneralizedDoubleLinear extends Kernel<double[]> implements Serializable

serialVersionUID: 6618610116348247480L

Serialized Fields

### M

    double[][] M

### size

    int size

Class fr.lip6.kernel.typed.IntGaussChi1 extends Kernel<int[]> implements Serializable

serialVersionUID: -3434476346814281311L

Serialized Fields

### gamma

    double gamma

### eps

    double eps

Class fr.lip6.kernel.typed.IntGaussChi2 extends Kernel<int[]> implements Serializable

serialVersionUID: 7324980870969389374L

Serialized Fields

### gamma

    double gamma

### eps

    double eps

Class fr.lip6.kernel.typed.IntGaussL2 extends Kernel<int[]> implements Serializable

serialVersionUID: 4415295327411182596L

Serialized Fields

### gamma

    double gamma

Class fr.lip6.kernel.typed.SPDoubleGaussChi2 extends Kernel<double[]> implements Serializable

serialVersionUID: -5904034403449708216L

Serialized Fields

### gamma

    double gamma

### eps

    double eps

Package fr.lip6.kernel.typed.index

Class fr.lip6.kernel.typed.index.IndexDoubleGaussL2 extends Kernel<double[]> implements Serializable

serialVersionUID: 102467593724674738L

Serialized Fields

### gamma

    double gamma

### ind

    int ind

Class fr.lip6.kernel.typed.index.IndexDoubleLinear extends Kernel<double[]> implements Serializable

serialVersionUID: 457509780005148420L

Serialized Fields

### ind

    int ind

Package fr.lip6.type

Class fr.lip6.type.TrainingSample extends java.lang.Object implements Serializable

serialVersionUID: 874733576041102410L

Serialized Fields

### sample

    java.lang.Object sample

### label

    int label

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