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The WinMine Toolkit
Max Chickering
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
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
Modeling Tools• PlanEditor.exe (Interactive)
Specify roles (e.g. input vs output) anddistributions for variables
• Dnet.exe (Command line)Build a dependency network or Bayesiannetwork from data
• DnetBrowser.exe (Interactive)Interactively browse dependency network orBayesian network
• DnetLogscore.exe (Command Line)Evaluate Prediction accuracy of models
Built-In Help: -help Option
c:\WinMine Toolkit\Bin>datacheck -helpThis executable parses a data file and prints outsummary statistics.
If a marginal statistics file is provided with the'-marg' flag, the executable collects marginal countsfor each variable and prints them to that file.
Built-In Help: No Arguments
c:\WinMine Toolkit\Bin>datacheckError in command line: required argument '-data' not givensyntax 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>
Interactive Mode
c:\WinMine Toolkit\Bin>datacheck -gui
WinMine Home Page:http://www.research.microsoft.com/~dmax/WinMine/Tooldoc.htm
• Download/Update toolsNo registry changes: simply copies executables
• Online TutorialSteps through using all of the tools with a simple example
• Discussion Group