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SVMAttributeEval from group nz.ac.waikato.cms.weka (version 1.0.2)

Evaluates the worth of an attribute by using an SVM classifier. Attributes are ranked by the square of the weight assigned by the SVM. Attribute selection for multiclass problems is handled by ranking attributes for each class seperately using a one-vs-all method and then "dealing" from the top of each pile to give a final ranking. For more information see: I. Guyon, J. Weston, S. Barnhill, V. Vapnik (2002). Gene selection for cancer classification using support vector machines. Machine Learning. 46:389-422.

Group: nz.ac.waikato.cms.weka Artifact: SVMAttributeEval
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Artifact SVMAttributeEval
Group nz.ac.waikato.cms.weka
Version 1.0.2
Last update 26. April 2012
Organization University of Waikato, Hamilton, NZ
URL http://weka.sourceforge.net/doc.packages/SVMAttributeEval
License GNU General Public License 3
Dependencies amount 1
Dependencies weka-dev,
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winnow from group nz.ac.waikato.cms.weka (version 1.0.2)

Implements Winnow and Balanced Winnow algorithms by Littlestone. For more information, see N. Littlestone (1988). Learning quickly when irrelevant attributes are abound: A new linear threshold algorithm. Machine Learning. 2:285-318; N. Littlestone (1989). Mistake bounds and logarithmic linear-threshold learning algorithms. University of California, Santa Cruz. Does classification for problems with nominal attributes (which it converts into binary attributes)

Group: nz.ac.waikato.cms.weka Artifact: winnow
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Artifact winnow
Group nz.ac.waikato.cms.weka
Version 1.0.2
Last update 26. April 2012
Organization University of Waikato, Hamilton, NZ
URL http://weka.sourceforge.net/doc.packages/winnow
License GNU General Public License 3
Dependencies amount 1
Dependencies weka-dev,
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generalizedSequentialPatterns from group nz.ac.waikato.cms.weka (version 1.0.2)

Class implementing a GSP algorithm for discovering sequential patterns in a sequential data set. The attribute identifying the distinct data sequences contained in the set can be determined by the respective option. Furthermore, the set of output results can be restricted by specifying one or more attributes that have to be contained in each element/itemset of a sequence. For further information see: Ramakrishnan Srikant, Rakesh Agrawal (1996). Mining Sequential Patterns: Generalizations and Performance Improvements.

Group: nz.ac.waikato.cms.weka Artifact: generalizedSequentialPatterns
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Artifact generalizedSequentialPatterns
Group nz.ac.waikato.cms.weka
Version 1.0.2
Last update 26. April 2012
Organization University of Waikato, Hamilton, NZ
URL http://weka.sourceforge.net/doc.packages/generalizedSequentialPatterns
License GNU General Public License 3
Dependencies amount 1
Dependencies weka-dev,
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fastCorrBasedFS from group nz.ac.waikato.cms.weka (version 1.0.2)

Feature selection method based on correlation measureand relevance and redundancy analysis. Use in conjunction with an attribute set evaluator (SymmetricalUncertAttributeEval). For more information see: Lei Yu, Huan Liu: Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution. In: Proceedings of the Twentieth International Conference on Machine Learning, 856-863, 2003.

Group: nz.ac.waikato.cms.weka Artifact: fastCorrBasedFS
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Artifact fastCorrBasedFS
Group nz.ac.waikato.cms.weka
Version 1.0.2
Last update 26. April 2012
Organization University of Waikato, Hamilton, NZ
URL http://weka.sourceforge.net/doc.packages/fastCorrBasedFS
License GNU General Public License 3
Dependencies amount 1
Dependencies weka-dev,
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electric-distribution from group com.sun.electric (version 9.02-e)

Group: com.sun.electric Artifact: electric-distribution
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Artifact electric-distribution
Group com.sun.electric
Version 9.02-e
Last update 10. March 2012
Organization not specified
URL Not specified
License not specified
Dependencies amount 18
Dependencies electric-concurrent, electric-utils, electric-irsim-api, electric-minarea-api, electric-core, electric-3d, electric-merge, electric-movie-jmf, electric-irsim, electric-minarea-bitmapjava, electric-minarea-bitmapscala, electric-minarea-deltamerge0, electric-minarea-deltamerge1, bsh, jython, scala-library, slf4j-api, slf4j-jdk14,
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electric-merge from group com.sun.electric (version 9.02-e)

Group: com.sun.electric Artifact: electric-merge
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Artifact electric-merge
Group com.sun.electric
Version 9.02-e
Last update 10. March 2012
Organization not specified
URL Not specified
License not specified
Dependencies amount 3
Dependencies scala-library, electric-core, electric-utils,
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electric-3d from group com.sun.electric (version 9.02-e)

Group: com.sun.electric Artifact: electric-3d
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Artifact electric-3d
Group com.sun.electric
Version 9.02-e
Last update 10. March 2012
Organization not specified
URL Not specified
License not specified
Dependencies amount 3
Dependencies electric-core, j3d-core-utils, electric-movie-api,
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electric-core from group com.sun.electric (version 9.02-e)

Group: com.sun.electric Artifact: electric-core
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Artifact electric-core
Group com.sun.electric
Version 9.02-e
Last update 10. March 2012
Organization not specified
URL Not specified
License not specified
Dependencies amount 7
Dependencies electric-concurrent, electric-utils, electric-irsim-api, electric-minarea-api, AppleJavaExtensions, slf4j-api, slf4j-jdk14,
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electric-concurrent from group com.sun.electric (version 9.02-e)

Group: com.sun.electric Artifact: electric-concurrent
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Artifact electric-concurrent
Group com.sun.electric
Version 9.02-e
Last update 10. March 2012
Organization not specified
URL Not specified
License not specified
Dependencies amount 1
Dependencies electric-utils,
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electric from group com.sun.electric (version 9.02-e)

Electric is an integrated-circuit design system that offers IC layout, schematic editing, and even textual hardware-description languages. It offers a wide range of synthesis and analysis tools for working on the circuitry. It has many importers and exporters for interfacing to other EDA (Electronic Design Automation) systems. It even has a constraint system for managing chip layout. For more information about Electric, see www.staticfreesoft.com

Group: com.sun.electric Artifact: electric
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Artifact electric
Group com.sun.electric
Version 9.02-e
Last update 10. March 2012
Organization not specified
URL Not specified
License not specified
Dependencies amount 0
Dependencies No dependencies
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