Package | Description |
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de.lmu.ifi.dbs.elki.algorithm.outlier |
Outlier detection algorithms
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de.lmu.ifi.dbs.elki.algorithm.outlier.anglebased |
Angle-based outlier detection algorithms.
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de.lmu.ifi.dbs.elki.algorithm.outlier.clustering |
Clustering based outlier detection.
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de.lmu.ifi.dbs.elki.algorithm.outlier.distance |
Distance-based outlier detection algorithms, such as DBOutlier and kNN.
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de.lmu.ifi.dbs.elki.algorithm.outlier.distance.parallel |
Parallel implementations of distance-based outlier detectors.
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de.lmu.ifi.dbs.elki.algorithm.outlier.intrinsic |
Outlier detection algorithms based on intrinsic dimensionality.
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de.lmu.ifi.dbs.elki.algorithm.outlier.lof |
LOF family of outlier detection algorithms
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de.lmu.ifi.dbs.elki.algorithm.outlier.lof.parallel |
Parallelized variants of LOF.
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de.lmu.ifi.dbs.elki.algorithm.outlier.meta |
Meta outlier detection algorithms: external scores, score rescaling
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de.lmu.ifi.dbs.elki.algorithm.outlier.spatial |
Spatial outlier detection algorithms
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de.lmu.ifi.dbs.elki.algorithm.outlier.subspace |
Subspace outlier detection methods
Methods that detect outliers in subspaces (projections) of the data set.
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de.lmu.ifi.dbs.elki.algorithm.outlier.svm |
Support-Vector-Machines for outlier detection.
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de.lmu.ifi.dbs.elki.algorithm.outlier.trivial |
Trivial outlier detection algorithms: no outliers, all outliers, label
outliers.
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tutorial.outlier |
Tutorials on implementing outlier detection methods in ELKI.
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Class and Description |
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COP
Correlation outlier probability: Outlier Detection in Arbitrarily Oriented
Subspaces
Reference:
Hans-Peter Kriegel, Peer Kröger, Erich Schubert, Arthur Zimek
Outlier Detection in Arbitrarily Oriented Subspaces Proc. |
COP.DistanceDist
Score type.
|
DWOF
Algorithm to compute dynamic-window outlier factors in a database based on a
specified parameter k, which specifies the number of the neighbors to be
considered during the calculation of the DWOF score.
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GaussianModel
Outlier detection based on the probability density of the single normal
distribution.
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GaussianUniformMixture
Outlier detection algorithm using a mixture model approach.
|
OPTICSOF
OPTICS-OF outlier detection algorithm, an algorithm to find Local Outliers in
a database based on ideas from
OPTICSTypeAlgorithm clustering. |
OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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SimpleCOP
Algorithm to compute local correlation outlier probability.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
|
Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
|
Class and Description |
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OutlierAlgorithm
Generic super interface for outlier detection algorithms.
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Copyright © 2019 ELKI Development Team. License information.