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multiLayerPerceptrons from group nz.ac.waikato.cms.weka (version 1.0.10)
This package currently contains classes for training multilayer perceptrons with one hidden layer, where the number of hidden units is user specified. MLPClassifier can be used for classification problems and MLPRegressor is the corresponding class for numeric prediction tasks. The former has as many output units as there are classes, the latter only one output unit. Both minimise a penalised squared error with a quadratic penalty on the (non-bias) weights, i.e., they implement "weight decay", where this penalised error is averaged over all training instances. The size of the penalty can be determined by the user by modifying the "ridge" parameter to control overfitting. The sum of squared weights is multiplied by this parameter before added to the squared error. Both classes use BFGS optimisation by default to find parameters that correspond to a local minimum of the error function. but optionally conjugated gradient descent is available, which can be faster for problems with many parameters. Logistic functions are used as the activation functions for all units apart from the output unit in MLPRegressor, which employs the identity function. Input attributes are standardised to zero mean and unit variance. MLPRegressor also rescales the target attribute (i.e., "class") using standardisation. All network parameters are initialised with small normally distributed random values.
Group: nz.ac.waikato.cms.weka Artifact: multiLayerPerceptrons
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Artifact multiLayerPerceptrons
Group nz.ac.waikato.cms.weka
Version 1.0.10
Last update 31. October 2016
Organization University of Waikato, Hamilton, NZ
URL http://weka.sourceforge.net/doc.packages/multiLayerPerceptrons
License GNU General Public License 3
Dependencies amount 1
Dependencies weka-dev,
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Group nz.ac.waikato.cms.weka
Version 1.0.10
Last update 31. October 2016
Organization University of Waikato, Hamilton, NZ
URL http://weka.sourceforge.net/doc.packages/multiLayerPerceptrons
License GNU General Public License 3
Dependencies amount 1
Dependencies weka-dev,
There are maybe transitive dependencies!
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
Organization not specified
URL Not specified
License not specified
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
Organization not specified
URL Not specified
License not specified
Dependencies amount 3
Dependencies rr-model, ext-spi, commons-lang,
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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
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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Group org.ow2.xlcloud.xsa.ext.rr
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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rr from group org.ow2.xlcloud.xsa.ext (version 1.0.0)
Group: org.ow2.xlcloud.xsa.ext Artifact: rr
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Artifact rr
Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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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
URL Not specified
License not specified
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
Organization not specified
URL Not specified
License not specified
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
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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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 0
Dependencies No dependencies
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hpc from group org.ow2.xlcloud.xsa.ext (version 1.0.0)
Group: org.ow2.xlcloud.xsa.ext Artifact: hpc
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Artifact hpc
Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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Group org.ow2.xlcloud.xsa.ext
Version 1.0.0
Last update 12. May 2014
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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