KDnuggets : News : 2005 : n14 : item15 < PREVIOUS | NEXT >

Software

From: Ingo Mierswa
Date: Mon, 18 Jul 2005
Subject: Yale 3.0 released

we would like to introduce the new version 3.0 of YALE (Yet Another Learning Environment) to you:

http://yale.cs.uni-dortmund.de

The new version includes a huge number of major improvements. Some of them are listed below, the complete list of changes can be found at:

http://sourceforge.net/project/shownotes.php?release_id=341383

YALE has more than 200 operators for data mining and machine learning and allows the design of complex process chains/trees. The well known machine learning library Weka is also fully integrated.

YALE is a freely available open source software under the terms of the GNU General Public License. Since YALE is entirely written in Java, it runs on any major platform/operating system. You are welcome to use it!

New features

New operators include:

  • different feature filters
  • multiple label handling
  • data generators
  • new performance criteria
  • several discretization schemes
  • transformation into value series
  • several parameter optimization operators
  • ARFFWriter
  • JViToPlotter (additional to build in plotters)
Several new features and operator were implemented, including
  • New Weka version 3.4.5 integrated
  • New LibSVM version 2.8 integrated
  • Improved data management and statistics. Yale can handle larger data sets now
  • Undo and Redo function
  • Some operators are deprecated now. Deprecated operators provide messages during application and validation
  • New plotter concept, introducing Yale color plotter, GnuPlotPlotter for 3D plots, scatter plots, and distribution plotter (histograms)
  • JViToPlotter provides a huge amount of 2D and 3D plots for high-dimensional data and models
  • Syntax highlighting
  • stratified crossvalidation
  • Several new selection and crossover schemes for EAs
  • Many operators can now pass through their input
  • and more
For additional information, including bugfixes and new plugin versions, see

http://yale.cs.uni-dortmund.de


KDnuggets : News : 2005 : n14 : item15 < PREVIOUS | NEXT >

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