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

Class SLOM<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>

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

Type Parameters:

N - the type the spatial neighborhood is defined over

O - the type of objects handled by the algorithm

D - the type of Distance used for non spatial attributes

All Implemented Interfaces:

Algorithm, OutlierAlgorithm, Parameterizable

@Title(value="SLOM: a new measure for local spatial outliers")
@Description(value="Spatial local outlier measure (SLOM), which captures the local behaviour of datum in their spatial neighbourhood")
@Reference(authors="Sanjay Chawla and Pei Sun",
           title="SLOM: a new measure for local spatial outliers",
           booktitle="Knowledge and Information Systems 9(4), 412-429, 2006",
           url="http://dx.doi.org/10.1007/s10115-005-0200-2")
public class SLOM<N,O,D extends NumberDistance<D,?>>
extends AbstractDistanceBasedSpatialOutlier<N,O,D>

SLOM: a new measure for local spatial outliers

Reference:
Sanjay Chawla and Pei Sun
SLOM: a new measure for local spatial outliers
in Knowledge and Information Systems 9(4), 412-429, 2006

This implementation works around some corner cases in SLOM, in particular when an object has none or a single neighbor only (albeit the results will still not be too useful then), which will result in divisions by zero.

Nested Class Summary

Nested Classes

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

Field Summary

Fields

Modifier and Type	Field and Description
private static Logging	LOG The logger for this class.

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

NON_SPATIAL_DISTANCE_FUNCTION_ID

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

NEIGHBORHOOD_ID

Constructor Summary

Constructors

Constructor and Description
SLOM(NeighborSetPredicate.Factory<N> npred, PrimitiveDistanceFunction<O,D> nonSpatialDistanceFunction) Constructor.

Method Summary

Methods

Modifier and Type	Method and Description
TypeInformation[]	getInputTypeRestriction() Get the input type restriction used for negotiating the data query.
protected Logging	getLogger() Get the (STATIC) logger for this class.
OutlierResult	run(Database database, Relation<N> spatial, Relation<O> relation)

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

getNonSpatialDistanceFunction

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

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

Field Detail

LOG

private static final Logging LOG

The logger for this class.

Constructor Detail

SLOM

public SLOM(NeighborSetPredicate.Factory<N> npred,
    PrimitiveDistanceFunction<O,D> nonSpatialDistanceFunction)

Constructor.

Parameters:

npred - Neighborhood predicate

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

Method Detail

run

public OutlierResult run(Database database,
                Relation<N> spatial,
                Relation<O> relation)

Parameters:

database - Database to process

spatial - Spatial Relation to use.

relation - Relation to use.

Returns:

Outlier detection result

getLogger

protected Logging getLogger()

Description copied from class: AbstractAlgorithm

Get the (STATIC) logger for this class.

Specified by:

getLogger in class AbstractAlgorithm<OutlierResult>

Returns:

the static logger

getInputTypeRestriction

public TypeInformation[] getInputTypeRestriction()

Description copied from class: AbstractAlgorithm

Get the input type restriction used for negotiating the data query.

Specified by:

getInputTypeRestriction in interface Algorithm

Specified by:

getInputTypeRestriction in class AbstractAlgorithm<OutlierResult>

Returns:

Type restriction