de.lmu.ifi.dbs.elki.math.linearalgebra.pca
Class LimitEigenPairFilter

java.lang.Object
  de.lmu.ifi.dbs.elki.logging.AbstractLoggable
      de.lmu.ifi.dbs.elki.math.linearalgebra.pca.LimitEigenPairFilter

All Implemented Interfaces:

EigenPairFilter, Parameterizable

@Title(value="Limit-based Eigenpair Filter")
@Description(value="Filters all eigenpairs, which are lower than a given value.")
public class LimitEigenPairFilter
extends AbstractLoggable
implements EigenPairFilter, Parameterizable

The LimitEigenPairFilter marks all eigenpairs having an (absolute) eigenvalue below the specified threshold (relative or absolute) as weak eigenpairs, the others are marked as strong eigenpairs.

Author:

Elke Achtert

Field Summary

private boolean	absolute Indicates whether delta is an absolute or a relative value.
private Flag	ABSOLUTE_FLAG "absolute" Flag
static double	DEFAULT_DELTA The default value for delta.
private double	delta Threshold for strong eigenpairs, can be absolute or relative.
private DoubleParameter	DELTA_PARAM Parameter delta
static OptionID	EIGENPAIR_FILTER_ABSOLUTE OptionID for ABSOLUTE_FLAG
static OptionID	EIGENPAIR_FILTER_DELTA OptionID for DELTA_PARAM

Fields inherited from class de.lmu.ifi.dbs.elki.logging.AbstractLoggable

debug, logger

Constructor Summary

LimitEigenPairFilter(Parameterization config)
Constructor, adhering to Parameterizable

Method Summary

FilteredEigenPairs

filter(SortedEigenPairs eigenPairs) Filters the specified eigenpairs into strong and weak eigenpairs, where strong eigenpairs having high variances and weak eigenpairs having small variances.

Methods inherited from class de.lmu.ifi.dbs.elki.logging.AbstractLoggable

debugFine, debugFiner, debugFinest, exception, progress, verbose, warning

Methods inherited from class java.lang.Object

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

Field Detail

EIGENPAIR_FILTER_ABSOLUTE

public static final OptionID EIGENPAIR_FILTER_ABSOLUTE

OptionID for ABSOLUTE_FLAG

EIGENPAIR_FILTER_DELTA

public static final OptionID EIGENPAIR_FILTER_DELTA

OptionID for DELTA_PARAM

ABSOLUTE_FLAG

private final Flag ABSOLUTE_FLAG

"absolute" Flag

DEFAULT_DELTA

public static final double DEFAULT_DELTA

The default value for delta.

See Also:

Constant Field Values

DELTA_PARAM

private final DoubleParameter DELTA_PARAM

Parameter delta

delta

private double delta

Threshold for strong eigenpairs, can be absolute or relative.

absolute

private boolean absolute

Indicates whether delta is an absolute or a relative value.

Constructor Detail

LimitEigenPairFilter

public LimitEigenPairFilter(Parameterization config)

Constructor, adhering to Parameterizable

Parameters:

config - Parameterization

Method Detail

filter

public FilteredEigenPairs filter(SortedEigenPairs eigenPairs)

Description copied from interface: EigenPairFilter

Filters the specified eigenpairs into strong and weak eigenpairs, where strong eigenpairs having high variances and weak eigenpairs having small variances.

Specified by:

filter in interface EigenPairFilter

Parameters:

eigenPairs - the eigenPairs (i.e. the eigenvectors and

Returns:

the filtered eigenpairs