Class RealInfo

java.lang.Object
org.tribuo.SkeletalVariableInfo
org.tribuo.RealInfo
All Implemented Interfaces:
Serializable, Cloneable, ProtoSerializable<org.tribuo.protos.core.VariableInfoProto>, VariableInfo
Direct Known Subclasses:
RealIDInfo
public class RealInfo extends SkeletalVariableInfo
Stores information about real valued features.

Contains sufficient statistics to model the feature as a gaussian, plus the max and min values.

Does not contain an id number, but can be transformed into RealIDInfo which does contain an id number.

See Also:

  • Field Details

    • CURRENT_VERSION

      public static final int CURRENT_VERSION
      Protobuf serialization version.
      See Also:

    • max

      protected double max
      The maximum observed feature value.

    • min

      protected double min
      The minimum observed feature value.

    • mean

      protected double mean
      The feature mean.

    • sumSquares

      protected double sumSquares
      The sum of the squared feature values (used to compute the variance).

  • Constructor Details

    • RealInfo

      public RealInfo(String name)
      Creates an empty real info with the supplied name.
      Parameters:
      name - The feature name.

    • RealInfo

      public RealInfo(String name, int count)
      Creates a real info with the supplied starting conditions.

      All observations are assumed to be of zero.

      Parameters:
      name - The feature name.
      count - The number of zeros observed.

    • RealInfo

      public RealInfo(String name, int count, double max, double min, double mean, double sumSquares)
      Creates a real info with the supplied starting conditions.
      Parameters:
      name - The feature name.
      count - The observation count.
      max - The maximum observed value.
      min - The minimum observed value.
      mean - The mean observed value.
      sumSquares - The sum of the squared values (used to calculate variance online).

    • RealInfo

      public RealInfo(RealInfo other)
      Copy constructor.
      Parameters:
      other - The info to copy.

    • RealInfo

      protected RealInfo(RealInfo other, String newName)
      Copy constructor which renames the feature. Used to redact the feature name.
      Parameters:
      other - The info to copy.
      newName - The new name.

  • Method Details

    • deserializeFromProto

      public static RealInfo deserializeFromProto(int version, String className, com.google.protobuf.Any message) throws com.google.protobuf.InvalidProtocolBufferException
      Deserialization factory.
      Parameters:
      version - The serialized object version.
      className - The class name.
      message - The serialized data.
      Returns:
      The deserialized object.
      Throws:
      com.google.protobuf.InvalidProtocolBufferException - If the protobuf could not be parsed from the message.

    • serialize

      public org.tribuo.protos.core.VariableInfoProto serialize()
      Description copied from interface: ProtoSerializable
      Serializes this object to a protobuf.
      Returns:
      The protobuf.

    • observe

      protected void observe(double value)
      Description copied from class: SkeletalVariableInfo
      Records the value.
      Overrides:
      observe in class SkeletalVariableInfo
      Parameters:
      value - The observed value.

    • getMin

      public double getMin()
      Gets the minimum observed value.
      Returns:
      The minimum value.

    • getMax

      public double getMax()
      Gets the maximum observed value.
      Returns:
      The maximum value.

    • getMean

      public double getMean()
      Gets the sample mean.
      Returns:
      The sample mean.

    • getVariance

      public double getVariance()
      Gets the sample variance.
      Returns:
      The sample variance.

    • copy

      public RealInfo copy()
      Description copied from interface: VariableInfo
      Returns a copy of this variable info.
      Returns:
      A copy.

    • makeIDInfo

      public RealIDInfo makeIDInfo(int id)
      Description copied from interface: VariableInfo
      Generates a VariableIDInfo subclass which represents the same feature.
      Parameters:
      id - The id number.
      Returns:
      A VariableInfo with the same information, plus the id.

    • rename

      public RealInfo rename(String newName)
      Description copied from interface: VariableInfo
      Rename generates a fresh VariableInfo with the new name. The name forms part of the hashcode so it's immutable in the object.
      Parameters:
      newName - The new name.
      Returns:
      A VariableInfo subclass with the new name.

    • uniformSample

      public double uniformSample(SplittableRandom rng)
      Description copied from interface: VariableInfo
      Sample a value uniformly from the range of this variable.
      Parameters:
      rng - The rng to use.
      Returns:
      A sample from this variable.

    • equals

      public boolean equals(Object o)
      Overrides:
      equals in class SkeletalVariableInfo

    • hashCode

      public int hashCode()
      Overrides:
      hashCode in class SkeletalVariableInfo

    • toString

      public String toString()
      Overrides:
      toString in class SkeletalVariableInfo