Package elki.index.preprocessed.knn

Class SpatialApproximationMaterializeKNNPreprocessor<O extends NumberVector>

java.lang.Object

elki.index.preprocessed.knn.AbstractMaterializeKNNPreprocessor<O>

elki.index.preprocessed.knn.SpatialApproximationMaterializeKNNPreprocessor<O>

Type Parameters:

O - Data type to process

All Implemented Interfaces:

Index, KNNIndex<O>

@Title("Spatial Approximation Materialize kNN Preprocessor")
@Description("Caterializes the (approximate) k nearest neighbors of objects of a database using a spatial approximation.")
public class SpatialApproximationMaterializeKNNPreprocessor<O extends NumberVector>
extends AbstractMaterializeKNNPreprocessor<O>

A preprocessor for annotation of the k nearest neighbors (and their distances) to each database object.

Used for example by LOF.

TODO correct handling of datastore events

Since:

0.2

Author:

Erich Schubert

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	SpatialApproximationMaterializeKNNPreprocessor.Factory	The actual preprocessor instance.

Field Summary

Fields

Modifier and Type	Field	Description
private static Logging	LOG	Logger to use

Fields inherited from class elki.index.preprocessed.knn.AbstractMaterializeKNNPreprocessor

distance, distanceQuery, k, relation, storage

Constructor Summary

Constructors

Constructor	Description
SpatialApproximationMaterializeKNNPreprocessor(Relation<O> relation, Distance<? super O> distance, int k)	Constructor

Method Summary

Modifier and Type	Method	Description
protected Logging	getLogger()	Get the classes static logger.
protected AbstractRStarTree<?,SpatialEntry,?>	getSpatialIndex(Relation<O> relation)
protected void	preprocess()	Perform the preprocessing step.

Methods inherited from class elki.index.preprocessed.knn.AbstractMaterializeKNNPreprocessor

createStorage, get, getDistanceQuery, getK, initialize, kNNByDBID, kNNByObject

Methods inherited from class java.lang.Object

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

Methods inherited from interface elki.index.Index

logStatistics

Field Detail

LOG

private static final Logging LOG

Logger to use

Constructor Detail

SpatialApproximationMaterializeKNNPreprocessor

public SpatialApproximationMaterializeKNNPreprocessor(Relation<O> relation,
                                                      Distance<? super O> distance,
                                                      int k)

Constructor

Parameters:

relation - Relation to preprocess

distance - the distance function to use

k - query k

Method Detail

preprocess

protected void preprocess()

Description copied from class: AbstractMaterializeKNNPreprocessor

Perform the preprocessing step.

Specified by:

preprocess in class AbstractMaterializeKNNPreprocessor<O extends NumberVector>

getSpatialIndex

protected AbstractRStarTree<?,SpatialEntry,?> getSpatialIndex(Relation<O> relation)

getLogger

protected Logging getLogger()

Description copied from class: AbstractMaterializeKNNPreprocessor

Get the classes static logger.

Specified by:

getLogger in class AbstractMaterializeKNNPreprocessor<O extends NumberVector>

Returns:

Logger