Package | Description |
---|---|
de.lmu.ifi.dbs.elki.algorithm |
Algorithms suitable as a task for the
KDDTask main routine. |
de.lmu.ifi.dbs.elki.algorithm.benchmark |
Benchmarking pseudo algorithms.
|
de.lmu.ifi.dbs.elki.algorithm.classification |
Classification algorithms.
|
de.lmu.ifi.dbs.elki.algorithm.clustering |
Clustering algorithms.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.affinitypropagation |
Affinity Propagation (AP) clustering.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.biclustering |
Biclustering algorithms.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.correlation |
Correlation clustering algorithms
|
de.lmu.ifi.dbs.elki.algorithm.clustering.em |
Expectation-Maximization clustering algorithm.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.gdbscan |
Generalized DBSCAN.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical |
Hierarchical agglomerative clustering (HAC).
|
de.lmu.ifi.dbs.elki.algorithm.clustering.hierarchical.extraction |
Extraction of partitional clusterings from hierarchical results.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.kmeans |
K-means clustering and variations.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.kmeans.parallel |
Parallelized implementations of k-means.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.meta |
Meta clustering algorithms, that get their result from other clusterings or external sources.
|
de.lmu.ifi.dbs.elki.algorithm.clustering.onedimensional |
Clustering algorithms for one-dimensional data.
|
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.clustering.uncertain |
Clustering algorithms for uncertain data.
|
de.lmu.ifi.dbs.elki.algorithm.itemsetmining |
Algorithms for frequent itemset mining such as APRIORI.
|
de.lmu.ifi.dbs.elki.algorithm.outlier |
Outlier detection algorithms
|
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.distance.parallel |
Parallel implementations of distance-based outlier detectors.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.lof |
LOF family of outlier detection algorithms.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.lof.parallel |
Parallelized variants of LOF.
|
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.subspace |
Subspace outlier detection methods.
|
de.lmu.ifi.dbs.elki.algorithm.outlier.svm |
Support-Vector-Machines for outlier detection.
|
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.data |
Basic classes for different data types, database object types and label types.
|
de.lmu.ifi.dbs.elki.data.projection |
Data projections.
|
de.lmu.ifi.dbs.elki.data.type |
Data type information, also used for type restrictions.
|
de.lmu.ifi.dbs.elki.database |
ELKI database layer - loading, storing, indexing and accessing data
|
de.lmu.ifi.dbs.elki.database.relation |
Relations, materialized and virtual (views).
|
de.lmu.ifi.dbs.elki.datasource.bundle |
Object bundles - exchange container for multi-represented objects.
|
de.lmu.ifi.dbs.elki.datasource.filter |
Data filtering, in particular for normalization and projection.
|
de.lmu.ifi.dbs.elki.datasource.filter.normalization |
Data normalization.
|
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.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.
|
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.geo |
Geographic (earth) distance functions.
|
de.lmu.ifi.dbs.elki.distance.distancefunction.minkowski |
Minkowski space L_p 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.
|
de.lmu.ifi.dbs.elki.distance.distancefunction.set |
Distance functions for binary and set type data.
|
de.lmu.ifi.dbs.elki.distance.distancefunction.strings |
Distance functions for strings.
|
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.cluster |
Similarity measures for comparing clusters.
|
de.lmu.ifi.dbs.elki.index |
Index structure implementations
|
de.lmu.ifi.dbs.elki.index.distancematrix |
Precomputed distance matrix.
|
de.lmu.ifi.dbs.elki.index.idistance |
iDistance is a distance based indexing technique, using a reference points embedding.
|
de.lmu.ifi.dbs.elki.index.invertedlist |
Indexes using inverted lists.
|
de.lmu.ifi.dbs.elki.index.lsh |
Locality Sensitive Hashing
|
de.lmu.ifi.dbs.elki.index.lsh.hashfamilies |
Hash function families for LSH.
|
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.projected |
Projected indexes for data.
|
de.lmu.ifi.dbs.elki.index.tree.metrical.covertree |
Cover-tree variations.
|
de.lmu.ifi.dbs.elki.index.tree.metrical.mtreevariants |
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 |
R*-Tree and variants.
|
de.lmu.ifi.dbs.elki.index.vafile |
Vector Approximation File
|
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, ...
|
tutorial.clustering |
Classes from the tutorial on implementing a custom k-means variation.
|
tutorial.distancefunction |
Classes from the tutorial on implementing distance functions.
|
tutorial.outlier |
Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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VectorFieldTypeInformation
Type information to specify that a type has a fixed dimensionality.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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FieldTypeInformation
Types with a fixed dimensionality (e.g. vector fields, but also e.g. polygon
types)
TODO: implement polygon and rectangle types!
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MultivariateSeriesTypeInformation
Type information for multi-variate time series.
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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TypeInformationSerializer
Class to handle the serialization and deserialization of type information.
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VectorFieldTypeInformation
Type information to specify that a type has a fixed dimensionality.
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VectorTypeInformation
Construct a type information for vector spaces with fixed dimensionality.
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Class and Description |
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NoSupportedDataTypeException
Exception thrown when no supported data type was found.
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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VectorFieldTypeInformation
Type information to specify that a type has a fixed dimensionality.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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VectorFieldTypeInformation
Type information to specify that a type has a fixed dimensionality.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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VectorFieldTypeInformation
Type information to specify that a type has a fixed dimensionality.
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VectorTypeInformation
Construct a type information for vector spaces with fixed dimensionality.
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Class and Description |
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VectorTypeInformation
Construct a type information for vector spaces with fixed dimensionality.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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VectorFieldTypeInformation
Type information to specify that a type has a fixed dimensionality.
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Class and Description |
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NoSupportedDataTypeException
Exception thrown when no supported data type was found.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Class and Description |
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SimpleTypeInformation
Class wrapping a particular data type.
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Class and Description |
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TypeInformation
Class wrapping a particular data type.
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Copyright © 2015 ELKI Development Team, Lehr- und Forschungseinheit für Datenbanksysteme, Ludwig-Maximilians-Universität München. License information.