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WEKA - Experimenter

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(sumber: WEKA Explorer user Guide for Version 3-5-5) ... Experimenter - Setup. Experiment type. Cross-validation (default): with the given number of folds ... – PowerPoint PPT presentation

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Title: WEKA - Experimenter


1
WEKA - Experimenter
  • (sumber WEKA Explorer user Guide for Version
    3-5-5)

2
Applications - Experimenter
3
Experimenter - Setup
  • The setup of experiments is divided into two
    parts
  • Standard how to setup experiments in general
  • Remote how to distribute experiments over
    several machines to speed up the execution time.
  • New experiment click New
  • Simple
  • Advanced
  • Results destination
  • ARFF file
  • CSV file
  • JDBC database

4
Experimenter - Setup
  • Experiment type
  • Cross-validation (default) with the given number
    of folds
  • Train/Test Percentage Split (data
    randomized)splits a dataset according to the
    percentage into a train and a test file, after
    the data has been randomized and stratified
  • Train/Test Percentage Split (order preserved)
  • Iteration control
  • Number of repetitions default is 10.
  • Data sets first/Algorithms first

5
Experimenter - Setup
  • Example
  • Try an experiment performs 10 runs of 10-fold
    stratified cross-validation on the Iris dataset
    using the ZeroR and J48 scheme, and save the
    result in exp1.arff file.

6
Experimenter - Run
  • To run the current experiment, click the Run tab
    at the top of the Experiment Environment window.

7
Experimenter - Analyse
  • After the experiment setup is complete, run the
    experiment. Then, to analyse the results, select
    the Analyse tab at the top of the Experiment
    Environment window.
  • Results can also be loaded from an earlier
    experiment file by clicking File and loading the
    appropriate .arff results file.
  • Click Perform Test to generate an output file.

8
Test Output
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