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rng from group de.cit-ec.ml (version 1.0.0)
This is an implementation of the Neural Gas algorithm on
distance data (Relational Neural Gas) for unsupervised clustering.
We recommend that you use the functions provided by the RelationalNeuralGas
class for your purposes. All other classes and functions are utilities which
are used by this central class. In particular, you can use RelationalNeuralGas.train()
to obtain a RNGModel (i.e. a clustering of your data), and subsequently
you can use RelationalNeuralGas.getAssignments() to obtain the resulting
cluster assignments, and RelationalNeuralGas.classify() to cluster new points
which are not part of the training data set.
The underlying scientific work is summarized nicely in the dissertation
"Topographic Mapping of Dissimilarity Datasets" by Alexander Hasenfuss
(2009).
The basic properties of an Relational Neural Gas algorithm are the following:
1.) It is relational: The data is represented only in terms of a pairwise
distance matrix.
2.) It is a clustering method: The algorithm provides a clustering model,
that is: After calculation,
each data point should be assigned to a cluster (for this package here we
only consider hard clustering, that is: each data point is assigned to
exactly one cluster).
3.) It is a vector quantization method: Each cluster corresponds to a
prototype, which is in the center of the
cluster and data points are assigned to the cluster if and only if they are
closest to this particular prototype.
4.) It is rank-based: The updates of the prototypes depend only on
the distance ranking, not on the absolute value of the distances.
Artifact rng
Group de.cit-ec.ml
Version 1.0.0
Last update 26. January 2018
Organization not specified
URL https://gitlab.ub.uni-bielefeld.de/bpaassen/relational_neural_gas
License The GNU General Public License, Version 3
Dependencies amount 0
Dependencies No dependencies
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Group de.cit-ec.ml
Version 1.0.0
Last update 26. January 2018
Organization not specified
URL https://gitlab.ub.uni-bielefeld.de/bpaassen/relational_neural_gas
License The GNU General Public License, Version 3
Dependencies amount 0
Dependencies No dependencies
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hpc-sdk from group org.ow2.xlcloud.xsa.ext.hpc (version 1.0.0)
Artifact hpc-sdk
Group org.ow2.xlcloud.xsa.ext.hpc
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 6
Dependencies ext-spi, hpc-model, rest-client, jersey-client, commons-io, commons-lang,
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Group org.ow2.xlcloud.xsa.ext.hpc
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 6
Dependencies ext-spi, hpc-model, rest-client, jersey-client, commons-io, commons-lang,
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xsa-core-sdk from group org.ow2.xlcloud.xsa (version 1.0.0)
Artifact xsa-core-sdk
Group org.ow2.xlcloud.xsa
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL http://maven.apache.org
License not specified
Dependencies amount 8
Dependencies cdi-api, jersey-client, jackson-core, jackson-databind, jackson-jaxrs-json-provider, jersey-multipart, rest-client, xsa-core-api,
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Group org.ow2.xlcloud.xsa
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL http://maven.apache.org
License not specified
Dependencies amount 8
Dependencies cdi-api, jersey-client, jackson-core, jackson-databind, jackson-jaxrs-json-provider, jersey-multipart, rest-client, xsa-core-api,
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xsa-core-impl from group org.ow2.xlcloud.xsa (version 1.0.0)
Group: org.ow2.xlcloud.xsa Artifact: xsa-core-impl
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Artifact xsa-core-impl
Group org.ow2.xlcloud.xsa
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL http://maven.apache.org
License not specified
Dependencies amount 11
Dependencies jersey-server, jersey-servlet, jackson-core, jackson-databind, jackson-annotations, jackson-module-jaxb-annotations, jackson-jaxrs-json-provider, commons-io, ext-spi, iam-utils, xsa-core-api,
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Group org.ow2.xlcloud.xsa
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL http://maven.apache.org
License not specified
Dependencies amount 11
Dependencies jersey-server, jersey-servlet, jackson-core, jackson-databind, jackson-annotations, jackson-module-jaxb-annotations, jackson-jaxrs-json-provider, commons-io, ext-spi, iam-utils, xsa-core-api,
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rr-impl from group org.ow2.xlcloud.xsa.ext.rr (version 1.0.0)
Artifact rr-impl
Group org.ow2.xlcloud.xsa.ext.rr
Version 1.0.0
Last update 12. May 2014
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URL Not specified
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Dependencies amount 3
Dependencies rr-model, ext-spi, commons-lang,
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Group org.ow2.xlcloud.xsa.ext.rr
Version 1.0.0
Last update 12. May 2014
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URL Not specified
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rr-model from group org.ow2.xlcloud.xsa.ext.rr (version 1.0.0)
Artifact rr-model
Group org.ow2.xlcloud.xsa.ext.rr
Version 1.0.0
Last update 12. May 2014
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Group org.ow2.xlcloud.xsa.ext.rr
Version 1.0.0
Last update 12. May 2014
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rr from group org.ow2.xlcloud.xsa.ext (version 1.0.0)
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Artifact rr
Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
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Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
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hpc-impl from group org.ow2.xlcloud.xsa.ext.hpc (version 1.0.0)
Artifact hpc-impl
Group org.ow2.xlcloud.xsa.ext.hpc
Version 1.0.0
Last update 12. May 2014
Organization not specified
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Dependencies amount 4
Dependencies hpc-model, ext-spi, commons-lang, lambdaj,
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Group org.ow2.xlcloud.xsa.ext.hpc
Version 1.0.0
Last update 12. May 2014
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URL Not specified
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Dependencies amount 4
Dependencies hpc-model, ext-spi, commons-lang, lambdaj,
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hpc-model from group org.ow2.xlcloud.xsa.ext.hpc (version 1.0.0)
Artifact hpc-model
Group org.ow2.xlcloud.xsa.ext.hpc
Version 1.0.0
Last update 12. May 2014
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Group org.ow2.xlcloud.xsa.ext.hpc
Version 1.0.0
Last update 12. May 2014
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hpc from group org.ow2.xlcloud.xsa.ext (version 1.0.0)
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Group org.ow2.xlcloud.xsa.ext
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Last update 12. May 2014
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Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
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