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

Type Parameters:

N - Neighborhood object type

O - Attribute object type

D - Distance type

All Implemented Interfaces:

Algorithm, OutlierAlgorithm, InspectionUtilFrequentlyScanned, Parameterizable

@Title(value="Spatial Outlier Factor")
@Reference(authors="Huang, T., Qin, X.",
           title="Detecting outliers in spatial database",
           booktitle="Proc. 3rd International Conference on Image and Graphics",
           url="http://dx.doi.org/10.1109/ICIG.2004.53")
public class SOF<N,O,D extends NumberDistance<D,?>>
extends AbstractDistanceBasedSpatialOutlier<N,O,D>

The Spatial Outlier Factor (SOF) is a spatial LOF variation. Since the "reachability distance" of LOF cannot be used canonically in the bichromatic case, this part of LOF is dropped and the exact distance is used instead.

Huang, T., Qin, X.
Detecting outliers in spatial database.
In: Proc. 3rd International Conference on Image and Graphics, Hong Kong, China.

A LOF variation simplified with reachDist(o,p) == dist(o,p).

Nested Class Summary

static class

SOF.Parameterizer<N,O,D extends NumberDistance<D,?>> Parameterization class

Field Summary

private static Logging

logger 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

SOF(NeighborSetPredicate.Factory<N> npred, PrimitiveDistanceFunction<O,D> nonSpatialDistanceFunction)
Constructor.

Method Summary

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) The main run method

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

logger

private static final Logging logger

The logger for this class.

Constructor Detail

SOF

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

Constructor.

Parameters:

npred - Neighborhood predicate

nonSpatialDistanceFunction - Distance function on non-spatial attributes

Method Detail

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

run

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

The main run method

Parameters:

database - Database to use (actually unused)

spatial - Relation for neighborhood

relation - Attributes to evaluate

Returns:

Outlier result

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