| Package | Description |
|---|---|
| de.lmu.ifi.dbs.elki |
ELKI framework "Environment for Developing KDD-Applications Supported by Index-Structures"
KDDTask is the main class of the ELKI-Framework
for command-line interaction. |
| de.lmu.ifi.dbs.elki.algorithm |
Algorithms suitable as a task for the
KDDTask main routine. |
| de.lmu.ifi.dbs.elki.algorithm.clustering |
Clustering algorithms
Clustering algorithms are supposed to implement the
Algorithm-Interface. |
| de.lmu.ifi.dbs.elki.algorithm.clustering.correlation |
Correlation clustering algorithms
|
| de.lmu.ifi.dbs.elki.algorithm.clustering.subspace |
Axis-parallel subspace clustering algorithms
The clustering algorithms in this package are instances of both, projected clustering algorithms or
subspace clustering algorithms according to the classical but somewhat obsolete classification schema
of clustering algorithms for axis-parallel subspaces.
|
| de.lmu.ifi.dbs.elki.algorithm.clustering.trivial |
Trivial clustering algorithms: all in one, no clusters, label clusterings
These methods are mostly useful for providing a reference result in evaluation.
|
| de.lmu.ifi.dbs.elki.algorithm.outlier |
Outlier detection algorithms
|
| de.lmu.ifi.dbs.elki.algorithm.outlier.meta |
Meta outlier detection algorithms: external scores, score rescaling.
|
| de.lmu.ifi.dbs.elki.algorithm.outlier.spatial |
Spatial outlier detection algorithms
|
| de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood |
Spatial outlier neighborhood classes
|
| de.lmu.ifi.dbs.elki.algorithm.outlier.spatial.neighborhood.weighted |
Weighted Neighborhood definitions.
|
| de.lmu.ifi.dbs.elki.algorithm.outlier.trivial |
Trivial outlier detection algorithms: no outliers, all outliers, label outliers.
|
| de.lmu.ifi.dbs.elki.algorithm.statistics |
Statistical analysis algorithms
The algorithms in this package perform statistical analysis of the data
(e.g. compute distributions, distance distributions etc.)
|
| de.lmu.ifi.dbs.elki.application |
Base classes for stand alone applications.
|
| de.lmu.ifi.dbs.elki.application.cache |
Utility applications for the persistence layer such as distance cache builders.
|
| de.lmu.ifi.dbs.elki.application.jsmap |
JavaScript based map client - server architecture.
|
| de.lmu.ifi.dbs.elki.application.visualization |
Visualization applications in ELKI.
|
| de.lmu.ifi.dbs.elki.data.images |
Package for processing image data (e.g. compute color histograms)
|
| de.lmu.ifi.dbs.elki.database |
ELKI database layer - loading, storing, indexing and accessing data
|
| de.lmu.ifi.dbs.elki.datasource |
Data normalization (and reconstitution) of data sets.
|
| de.lmu.ifi.dbs.elki.datasource.filter |
Data filtering, in particular for normalization and projection.
|
| de.lmu.ifi.dbs.elki.datasource.parser |
Parsers for different file formats and data types.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction |
Distance functions for use within ELKI.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.adapter |
Distance functions deriving distances from e.g. similarity measures
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.colorhistogram |
Distance functions using correlations.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.correlation |
Distance functions using correlations.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.external |
Distance functions using external data sources.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.geo |
Geographic (earth) distance functions.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.subspace |
Distance functions based on subspaces.
|
| de.lmu.ifi.dbs.elki.distance.distancefunction.timeseries |
Distance functions designed for time series.
|
| de.lmu.ifi.dbs.elki.distance.similarityfunction |
Similarity functions.
|
| de.lmu.ifi.dbs.elki.distance.similarityfunction.kernel |
Kernel functions.
|
| de.lmu.ifi.dbs.elki.evaluation.histogram |
Functionality for the evaluation of algorithms using histograms.
|
| de.lmu.ifi.dbs.elki.evaluation.outlier |
Evaluate an outlier score using a misclassification based cost model.
|
| de.lmu.ifi.dbs.elki.evaluation.paircounting |
Evaluation of clustering results via pair counting.
|
| de.lmu.ifi.dbs.elki.evaluation.roc |
Evaluation of rankings using ROC AUC (Receiver Operation Characteristics - Area Under Curve)
|
| de.lmu.ifi.dbs.elki.evaluation.similaritymatrix |
Render a distance matrix to visualize a clustering-distance-combination.
|
| de.lmu.ifi.dbs.elki.gui.configurator |
Configurator components
|
| de.lmu.ifi.dbs.elki.gui.minigui |
A very simple UI to build ELKI command lines.
|
| de.lmu.ifi.dbs.elki.gui.multistep |
Multi-step GUI for ELKI
|
| de.lmu.ifi.dbs.elki.gui.multistep.panels |
Panels for the multi-step GUI
|
| de.lmu.ifi.dbs.elki.gui.util |
Utility classes for GUIs (e.g. a class to display a logging panel)
|
| de.lmu.ifi.dbs.elki.index.preprocessed.knn |
Indexes providing KNN and rKNN data.
|
| de.lmu.ifi.dbs.elki.index.preprocessed.localpca |
Index using a preprocessed local PCA.
|
| de.lmu.ifi.dbs.elki.index.preprocessed.preference |
Indexes storing preference vectors.
|
| de.lmu.ifi.dbs.elki.index.preprocessed.snn |
Indexes providing nearest neighbor sets
|
| de.lmu.ifi.dbs.elki.index.preprocessed.subspaceproj |
Index using a preprocessed local subspaces.
|
| de.lmu.ifi.dbs.elki.index.tree |
Tree-based index structures
|
| de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants |
M-Tree and variants.
|
| de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees |
Metrical index structures based on the concepts of the M-Tree
supporting processing of reverse k nearest neighbor queries by
using the k-nn distances of the entries.
|
| de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkapp | |
| de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mktrees.mkcop | |
| de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mtree | |
| de.lmu.ifi.dbs.elki.index.tree.spatial.rstarvariants |
R*-Tree and variants.
|
| de.lmu.ifi.dbs.elki.index.tree.spatial.rstarvariants.util |
Utilities for R*-Tree and variants.
|
| de.lmu.ifi.dbs.elki.math.linearalgebra.pca |
Principal Component Analysis (PCA) and Eigenvector processing.
|
| de.lmu.ifi.dbs.elki.result |
Result types, representation and handling
|
| de.lmu.ifi.dbs.elki.utilities |
Utility and helper classes - commonly used data structures, output formatting, exceptions, ...
|
| de.lmu.ifi.dbs.elki.utilities.optionhandling |
Parameter handling and option descriptions.
|
| de.lmu.ifi.dbs.elki.utilities.optionhandling.parameterization |
Configuration managers
See the
de.lmu.ifi.dbs.elki.utilities.optionhandling package for documentation! |
| de.lmu.ifi.dbs.elki.utilities.optionhandling.parameters |
Classes for various typed parameters.
|
| de.lmu.ifi.dbs.elki.utilities.referencepoints |
Package containing strategies to obtain reference points
Shared code for various algorithms that use reference points.
|
| de.lmu.ifi.dbs.elki.utilities.scaling |
Scaling functions: linear, logarithmic, gamma, clipping, ...
|
| de.lmu.ifi.dbs.elki.utilities.scaling.outlier |
Scaling of Outlier scores, that require a statistical analysis of the occurring values
|
| de.lmu.ifi.dbs.elki.visualization |
Visualization package of ELKI.
|
| de.lmu.ifi.dbs.elki.visualization.gui |
Package to provide a visualization GUI.
|
| de.lmu.ifi.dbs.elki.visualization.projector |
Projectors are responsible for finding appropriate projections for data relations.
|
| de.lmu.ifi.dbs.elki.visualization.visualizers.vis1d |
Visualizers based on 1D projections.
|
| de.lmu.ifi.dbs.elki.visualization.visualizers.vis2d |
Visualizers based on 2D projections.
|
| de.lmu.ifi.dbs.elki.workflow |
Work flow packages, e.g. following the usual KDD model, closely related to CRISP-DM
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| ListParameterization
Parameterization handler using a List and OptionIDs, for programmatic use.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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Interface for object parameterizations.
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Interface for object parameterizations.
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Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| ListParameterization
Parameterization handler using a List and OptionIDs, for programmatic use.
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| TrackParameters
Utility wrapper to track parameters for a configuration session.
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| Class and Description |
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| SerializedParameterization
Manage a parameterization serialized as String array, e.g. from command line.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| ListParameterization
Parameterization handler using a List and OptionIDs, for programmatic use.
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| TrackParameters
Utility wrapper to track parameters for a configuration session.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| AbstractParameterization
Abstract class with shared code for parameterization handling.
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| ListParameterization
Parameterization handler using a List and OptionIDs, for programmatic use.
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| MergedParameterization
This configuration can be "rewound" to allow the same values to be consumed
multiple times, by different classes.
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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| Class and Description |
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| Parameterization
Interface for object parameterizations.
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