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21 - Software Packages for Graphical Models/Bayesian Networks   Directory of software tools for modeling graphs and Bayesian networks. Some have learning capabilities. http://www.ai.mit.edu/~murphyk/Software/bnsoft.html   [more pages from this URL]     22 - EM algorithm for Mixture models   Shotaro Akaho's implementation of EM algorithm for modeling Mixtures of Gaussians (Java, free). An extended version is available from the author. http://www.neurosci.aist.go.jp/~akaho/MixtureEM.html   [more pages from this URL]     23 - Bayesian Essay Test Scoring System (BETSY)   A freeware windows-based program that classifies text based on trained material. Designed for automated essay scoring, BETSY can be applied to any text classification task. http://edres.org/betsy   [more pages from this URL]     24 - SNoW   A learning architecture specifically taylored for learning in very high-dimensional feature spaces. The current release uses sparse variations of Winnow, Perceptron, and Naive Bayes. Free for personal academic and research purposes. http://l2r.cs.uiuc.edu/~danr/snow.html   [more pages from this URL]     25 - Machine Learning Packages from the CMU Artificial Intelligence Repository   Links to FTP repositories including ACCEL, CLASSWEB, FOCL, FOIL, GOLEM, INDEX, MILES, MOBAL, OC1, Occamn, PEBLS, RWM. http://www.cs.cmu.edu/afs/cs/project/ai-repository/ai/areas/learning/systems/0.html   [more pages from this URL]     26 - Bayes++   A library of C++ classes for Bayesian filtering. From the Australian Centre for Field Robotics. [C++, MIT license] http://bayesclasses.sourceforge.net   [more pages from this URL]     27 - Incremental Decision Tree Induction   An algorithm that incrementally constructs decision trees from labeled examples. [Free for individual research purposes] http://www.cs.umass.edu/~lrn/iti/index.html   [more pages from this URL]     28 - TRON   A learning computer player for the light cycles game in Tron http://dendrite.cs.brandeis.edu/tron/   [more pages from this URL]     29 - Pattern Recognition Application Programmer's Interface (PRAPI)   A C++ library for many pattern recognition tasks; main focus is on image analysis, but a general architecture and XML-based data interchange format allows it to be used for many other tasks as well. http://www.ee.oulu.fi/~topiolli/?section=cpplibs   [more pages from this URL]     30 - Tilburg Memory Based Learner (TIMBL)   A program implementing several memory-based learning techniques. These learners store representation of the training set explicitly, and classifies new cases by extrapolation from the most similar stored cases. Free for educational or non-commercial resea http://ilk.uvt.nl/software.html   [more pages from this URL]

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