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synopsisPages
mattbdunham edited this page May 31, 2010
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- summary Synopses of the main PMTK3 functions
This page lists the main folders within PMTK. Click on the link to see the list of files in that folder, with a brief description. Click on the file to see its source code, including comments on how to use it.
Most of the main PMTK functions are here. There is one folder per book chapter.
* [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Clustering.html Clustering] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Decision_theory.html Decision_theory] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Frequentist_statistics.html Frequentist_statistics] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Generative_models_for_classification_and_regression.html Generative_models_for_classification_and_regression] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Graphical_models.html Graphical_models] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Hidden_Markov_models.html Hidden_Markov_models] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Information_theory.html Information_theory] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Kernel_methods_for_supervised_learning.html Kernel_methods_for_supervised_learning] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Latent_factor_models.html Latent_factor_models] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Linear_regression.html Linear_regression] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Logistic_regression.html Logistic_regression] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Markov_models.html Markov_models] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Mathematical_background.html Mathematical_background] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Mixture_models.html Mixture_models] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Network_structure_learning.html Network_structure_learning] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Neural_networks.html Neural_networks] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Optimization.html Optimization] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Probability.html Probability] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/State_space_models.html State_space_models] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Statistics.html Statistics] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Stochastic_algorithms_for_approximate_inference.html Stochastic_algorithms_for_approximate_inference] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/Variable_selection.html Variable_selection]
Some miscellaneous functions are stored here. util are generally useful matlab functions, metatools are functions related to "meta" issues, such as automatically creating this documentation. Other misc folders are included in pmtk but are not listed here.
* [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/util.html util] * [http://pmtk3.googlecode.com/svn/trunk/docs/synopsis/metatools.html metatools]