The WinMine Toolkit Max Chickering. Build Statistical Models From Data Dependency Networks Bayesian...

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