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The WinMine Toolkit Max Chickering. Build Statistical Models From Data Dependency Networks Bayesian Networks Local Distributions –Trees Multinomial /

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Presentation on theme: "The WinMine Toolkit Max Chickering. Build Statistical Models From Data Dependency Networks Bayesian Networks Local Distributions –Trees Multinomial /"— Presentation transcript:

1 The WinMine Toolkit Max Chickering

2 Build Statistical Models From Data Dependency Networks Bayesian Networks Local Distributions –Trees Multinomial / Binary Multinomial Gaussian / Binary Gaussian Log Gaussian / Binary Log Gaussian –Complete Tables

3 Data Processing Tools DataConverter.exe (Interactive) Convert raw text or SQL data into XML format DataCheck.exe (Command-line) Extract basic statistics from data DataJoin.exe (Command-line) Perform a join between two datasets DataSplit.exe (Command-line) Split data into train/test

4 Modeling Tools PlanEditor.exe (Interactive) Specify roles (e.g. input vs output) and distributions for variables Dnet.exe (Command line) Build a dependency network or Bayesian network from data DnetBrowser.exe (Interactive) Interactively browse dependency network or Bayesian network DnetLogscore.exe (Command Line) Evaluate Prediction accuracy of models

5 Built-In Help: -help Option c:\WinMine Toolkit\Bin>datacheck -help This executable parses a data file and prints out summary statistics. If a marginal statistics file is provided with the '-marg' flag, the executable collects marginal counts for each variable and prints them to that file.

6 Built-In Help: No Arguments c:\WinMine Toolkit\Bin>datacheck Error in command line: required argument '-data' not given syntax for datacheck: Flag Type Description Optional? Default ------------------------------------------------------------- -data string Data file no -report string Report file yes -marg string Marginal counts file yes -silent bool Suppress progress output yes false -help bool Display help yes false c:\WinMine Toolkit\Bin>

7 Interactive Mode c:\WinMine Toolkit\Bin>datacheck -gui

8 WinMine Home Page: http://www.research.microsoft.com/~dmax/WinMine/Tooldoc.htm Download/Update tools No registry changes: simply copies executables Online Tutorial Steps through using all of the tools with a simple example Discussion Group


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