hex.gbm

Class DBinHistogram

java.lang.Object

water.Iced

hex.gbm.DHistogram<DBinHistogram>

hex.gbm.DBinHistogram

All Implemented Interfaces:

java.lang.Cloneable, Freezable

public class DBinHistogram
extends DHistogram<DBinHistogram>

A Histogram, computed in parallel over a Vec.

A DBinHistogram bins every value added to it, and computes a the vec min & max (for use in the next split), and response mean & variance for each bin. DBinHistograms are initialized with a min, max and number-of- elements to be added (all of which are generally available from a Vec). Bins run from min to max in uniform sizes. If the DBinHistogram can determine that fewer bins are needed (e.g. boolean columns run from 0 to 1, but only ever take on 2 values, so only 2 bins are needed), then fewer bins are used.

If we are successively splitting rows (e.g. in a decision tree), then a fresh DBinHistogram for each split will dynamically re-bin the data. Each successive split will logarithmically divide the data. At the first split, outliers will end up in their own bins - but perhaps some central bins may be very full. At the next split(s), the full bins will get split, and again until (with a log number of splits) each bin holds roughly the same amount of data. This dynamic binning resolves a lot of problems with picking the proper bin count or limits - generally a few more tree levels will equal any fancy but fixed-size binning strategy.

Field Summary

Fields

Modifier and Type	Field and Description
long[]	_bins
float	_bmin
float[]	_maxs
float[]	_mins
char	_nbins
float	_step

Constructor Summary

Constructors

Constructor and Description
DBinHistogram(java.lang.String name, char nbins, byte isInt, float min, float max, long nelems)

Method Summary

Methods

Modifier and Type	Method and Description
DBinHistogram	bigCopy()
long	bins(int b)
void	fini()
static DBinHistogram[]	initialHist(Frame fr, int ncols, char nbins)
boolean	isConstantResponse()
float	maxs(int b)
double	mean(int b)
float	mins(int b)
int	nbins()
DTree.Split	scoreMSE(int col)
DHistogram	smallCopy()
void	tightenMinMax()
java.lang.String	toString()
double	var(int b)

Methods inherited from class hex.gbm.DHistogram

byteSize, byteSize, byteSize, byteSize, byteSize, byteSize, byteSize, max, min, name

Methods inherited from class water.Iced

clone, frozenType, init, newInstance, read, toDocField, write, writeJSON, writeJSONFields

Methods inherited from class java.lang.Object

equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Field Detail

_step

public final float _step

_bmin

public final float _bmin

_nbins

public final char _nbins

_bins

public long[] _bins

_mins

public float[] _mins

_maxs

public float[] _maxs

Constructor Detail

DBinHistogram

public DBinHistogram(java.lang.String name,
             char nbins,
             byte isInt,
             float min,
             float max,
             long nelems)

Method Detail

smallCopy

public DHistogram smallCopy()

Overrides:

smallCopy in class DHistogram<DBinHistogram>

bigCopy

public DBinHistogram bigCopy()

Overrides:

bigCopy in class DHistogram<DBinHistogram>

nbins

public int nbins()

Overrides:

nbins in class DHistogram<DBinHistogram>

bins

public long bins(int b)

Overrides:

bins in class DHistogram<DBinHistogram>

mins

public float mins(int b)

Overrides:

mins in class DHistogram<DBinHistogram>

maxs

public float maxs(int b)

Overrides:

maxs in class DHistogram<DBinHistogram>

mean

public double mean(int b)

Overrides:

mean in class DHistogram<DBinHistogram>

var

public double var(int b)

Overrides:

var in class DHistogram<DBinHistogram>

scoreMSE

public DTree.Split scoreMSE(int col)

Overrides:

scoreMSE in class DHistogram<DBinHistogram>

fini

public void fini()

Overrides:

fini in class DHistogram<DBinHistogram>

tightenMinMax

public void tightenMinMax()

Overrides:

tightenMinMax in class DHistogram<DBinHistogram>

initialHist

public static DBinHistogram[] initialHist(Frame fr,
                          int ncols,
                          char nbins)

isConstantResponse

public boolean isConstantResponse()

toString

public java.lang.String toString()

Overrides:

toString in class java.lang.Object