Package | Description |
---|---|
de.lmu.ifi.dbs.elki.algorithm |
Algorithms suitable as a task for the
KDDTask
main routine. |
de.lmu.ifi.dbs.elki.algorithm.classification |
Classification algorithms.
|
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.em |
Expectation-Maximization clustering algorithm.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.gdbscan |
Generalized DBSCAN
Generalized DBSCAN is an abstraction of the original DBSCAN idea,
that allows the use of arbitrary "neighborhood" and "core point" predicates.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical |
Hierarchical agglomerative clustering (HAC).
|
de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical.birch |
BIRCH clustering.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical.extraction |
Extraction of partitional clusterings from hierarchical results.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical.linkage |
Linkages for hierarchical clustering.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.kmeans |
K-means clustering and variations
|
de.lmu.ifi.dbs.elki.algorithm.clustering.kmeans.initialization |
Initialization strategies for k-means.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.optics |
OPTICS family of 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.itemsetmining |
Algorithms for frequent itemset mining such as APRIORI.
|
de.lmu.ifi.dbs.elki.algorithm.itemsetmining.associationrules.interest |
Association rule interestingness measures.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.anglebased |
Angle-based outlier detection algorithms.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.clustering |
Clustering based outlier detection.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.distance |
Distance-based outlier detection algorithms, such as DBOutlier and kNN.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.lof |
LOF family of outlier detection algorithms
|
de.lmu.ifi.dbs.elki.algorithm.outlier.subspace |
Subspace outlier detection methods
Methods that detect outliers in subspaces (projections) of the data set.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.trivial |
Trivial outlier detection algorithms: no outliers, all outliers, label
outliers.
|
de.lmu.ifi.dbs.elki.algorithm.projection |
Data projections (see also preprocessing filters for basic projections).
|
de.lmu.ifi.dbs.elki.algorithm.timeseries |
Algorithms for change point detection in time series.
|
de.lmu.ifi.dbs.elki.application |
Base classes for standalone applications.
|
de.lmu.ifi.dbs.elki.application.experiments |
Packaged experiments to make them easy to reproduce.
|
de.lmu.ifi.dbs.elki.data.projection.random |
Random projection families
|
de.lmu.ifi.dbs.elki.datasource |
Data normalization (and reconstitution) of data sets
|
de.lmu.ifi.dbs.elki.datasource.filter.cleaning |
Filters for data cleaning.
|
de.lmu.ifi.dbs.elki.datasource.filter.normalization.columnwise |
Normalizations operating on columns / variates; where each column is treated independently.
|
de.lmu.ifi.dbs.elki.datasource.filter.normalization.instancewise |
Instancewise normalization, where each instance is normalized independently.
|
de.lmu.ifi.dbs.elki.datasource.filter.selection |
Filters for selecting and sorting data to process.
|
de.lmu.ifi.dbs.elki.datasource.filter.transform |
Data space transformations
|
de.lmu.ifi.dbs.elki.datasource.filter.typeconversions |
Filters to perform data type conversions.
|
de.lmu.ifi.dbs.elki.datasource.parser |
Parsers for different file formats and data types
The general use-case for any parser is to create objects out of an
InputStream (e.g. by reading a data file). |
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.external |
Distance functions using external data sources
|
de.lmu.ifi.dbs.elki.distance.distancefunction.minkowski |
Minkowski space Lp norms such as the popular Euclidean and
Manhattan distances.
|
de.lmu.ifi.dbs.elki.distance.distancefunction.probabilistic |
Distance from probability theory, mostly divergences such as K-L-divergence,
J-divergence, F-divergence, χ²-divergence, etc.
|
de.lmu.ifi.dbs.elki.distance.distancefunction.set |
Distance functions for binary and set type data.
|
de.lmu.ifi.dbs.elki.distance.distancefunction.subspace |
Distance functions based on subspaces
|
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.clustering |
Evaluation of clustering results
|
de.lmu.ifi.dbs.elki.evaluation.clustering.internal |
Internal evaluation measures for clusterings.
|
de.lmu.ifi.dbs.elki.evaluation.outlier |
Evaluate an outlier score using a misclassification based cost model
|
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.index.preprocessed.knn |
Indexes providing KNN and rKNN data.
|
de.lmu.ifi.dbs.elki.index.tree.metrical.covertree |
Cover-tree variations.
|
de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.mtree | |
de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants.strategies.split |
Splitting strategies of nodes in an M-Tree (and variants)
|
de.lmu.ifi.dbs.elki.index.tree.spatial.kd |
K-d-tree and variants
|
de.lmu.ifi.dbs.elki.index.tree.spatial.rstarvariants.rstar | |
de.lmu.ifi.dbs.elki.index.tree.spatial.rstarvariants.strategies.bulk |
Packages for bulk-loading R*-Trees
|
de.lmu.ifi.dbs.elki.index.tree.spatial.rstarvariants.strategies.split |
Splitting strategies for R-Trees
|
de.lmu.ifi.dbs.elki.math.geodesy |
Functions for computing on the sphere / earth.
|
de.lmu.ifi.dbs.elki.math.statistics.dependence |
Statistical measures of dependence, such as correlation
|
de.lmu.ifi.dbs.elki.math.statistics.distribution |
Standard distributions, with random generation functionalities
|
de.lmu.ifi.dbs.elki.math.statistics.distribution.estimator |
Estimators for statistical distributions.
|
de.lmu.ifi.dbs.elki.math.statistics.distribution.estimator.meta |
Meta estimators: estimators that do not actually estimate themselves, but instead use other estimators, e.g. on a trimmed data set, or as an ensemble.
|
de.lmu.ifi.dbs.elki.math.statistics.kernelfunctions |
Kernel functions from statistics.
|
de.lmu.ifi.dbs.elki.result |
Result types, representation and handling
|
de.lmu.ifi.dbs.elki.result.textwriter |
Text serialization (CSV, Gnuplot, Console, ...)
|
de.lmu.ifi.dbs.elki.utilities |
Utility and helper classes - commonly used data structures, output
formatting, exceptions, ...
|
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.parallel3d |
3DPC: 3D parallel coordinate plot visualization for ELKI.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Priority
This annotation is used for sorting entries in the UIs.
|
Class and Description |
---|
HandlerList
Manages a list of handlers for objects.
|
Class and Description |
---|
ELKIBuilder
Builder utility class.
|
ELKIServiceRegistry.Entry
Entry in the service registry.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Class and Description |
---|
Alias
This interface defines alias names for classes.
|
Copyright © 2019 ELKI Development Team. License information.