de.lmu.ifi.dbs.elki.algorithm.outlier.spatial

Class AbstractDistanceBasedSpatialOutlier<N,O,D extends NumberDistance<D,?>>

java.lang.Object

de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm<OutlierResult>

de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.AbstractNeighborhoodOutlier<N>

de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.AbstractDistanceBasedSpatialOutlier<N,O,D>

Type Parameters:

N - Object type for neighborhood

O - Non-spatial object type

D - Distance value type

All Implemented Interfaces:

Algorithm, OutlierAlgorithm, Parameterizable

Direct Known Subclasses:

SLOM, SOF

public abstract class AbstractDistanceBasedSpatialOutlier<N,O,D extends NumberDistance<D,?>>
extends AbstractNeighborhoodOutlier<N>

Abstract base class for distance-based spatial outlier detection methods.

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static class	AbstractDistanceBasedSpatialOutlier.Parameterizer<N,O,D extends NumberDistance<D,?>> Parameterization class.

Field Summary

Fields

Modifier and Type	Field and Description
static OptionID	NON_SPATIAL_DISTANCE_FUNCTION_ID Parameter to specify the non spatial distance function to use
private DistanceFunction<O,D>	nonSpatialDistanceFunction The distance function to use

Fields inherited from class de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.AbstractNeighborhoodOutlier

NEIGHBORHOOD_ID

Constructor Summary

Constructors

Constructor and Description
AbstractDistanceBasedSpatialOutlier(NeighborSetPredicate.Factory<N> npredf, DistanceFunction<O,D> nonSpatialDistanceFunction) Constructor.

Method Summary

Methods

Modifier and Type	Method and Description
protected DistanceFunction<O,D>	getNonSpatialDistanceFunction() Get the non-spatial relation

Methods inherited from class de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.AbstractNeighborhoodOutlier

getNeighborSetPredicateFactory

Methods inherited from class de.lmu.ifi.dbs.elki.algorithm.AbstractAlgorithm

getInputTypeRestriction, getLogger, makeParameterDistanceFunction, run

Methods inherited from class java.lang.Object

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

Methods inherited from interface de.lmu.ifi.dbs.elki.algorithm.outlier.OutlierAlgorithm

run

Methods inherited from interface de.lmu.ifi.dbs.elki.algorithm.Algorithm

getInputTypeRestriction

Field Detail

NON_SPATIAL_DISTANCE_FUNCTION_ID

public static final OptionID NON_SPATIAL_DISTANCE_FUNCTION_ID

Parameter to specify the non spatial distance function to use

nonSpatialDistanceFunction

private DistanceFunction<O,D extends NumberDistance<D,?>> nonSpatialDistanceFunction

The distance function to use

Constructor Detail

AbstractDistanceBasedSpatialOutlier

public AbstractDistanceBasedSpatialOutlier(NeighborSetPredicate.Factory<N> npredf,
                                   DistanceFunction<O,D> nonSpatialDistanceFunction)

Constructor.

Parameters:

npredf - Neighborhood predicate factory

nonSpatialDistanceFunction - Distance function to use on the non-spatial attributes.

Method Detail

getNonSpatialDistanceFunction

protected DistanceFunction<O,D> getNonSpatialDistanceFunction()

Get the non-spatial relation

Returns:

the distance function to use on the non-spatial attributes