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Class weka.experiment.CrossValidationResultProducer
java.lang.Object
|
+----weka.experiment.CrossValidationResultProducer
- public class CrossValidationResultProducer
- extends Object
- implements ResultProducer, OptionHandler
Generates for each run, carries out an n-fold cross-validation,
using the set SplitEvaluator to generate some results. If the class
attribute is nominal, the dataset is stratified. Results for each fold
are generated, so you may wish to use this in addition with an
AveragingResultProducer to obtain averages for each run.
- Version:
- $Revision: 1.2 $
- Author:
- Len Trigg (trigg@cs.waikato.ac.nz)
-
DATASET_FIELD_NAME
-
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FOLD_FIELD_NAME
-
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RUN_FIELD_NAME
-
-
TIMESTAMP_FIELD_NAME
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CrossValidationResultProducer()
-
-
doRun(int)
- Gets the results for a specified run number.
-
getCompatibilityState()
- Gets a description of the internal settings of the result
producer, sufficient for distinguishing a ResultProducer
instance from another with different settings (ignoring
those settings set through this interface).
-
getKeyNames()
- Gets the names of each of the columns produced for a single run.
-
getKeyTypes()
- Gets the data types of each of the columns produced for a single run.
-
getNumFolds()
- Get the value of NumFolds.
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getOptions()
- Gets the current settings of the result producer.
-
getResultNames()
- Gets the names of each of the columns produced for a single run.
-
getResultTypes()
- Gets the data types of each of the columns produced for a single run.
-
getSplitEvaluator()
- Get the SplitEvaluator.
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getTimestamp()
- Gets a Double representing the current date and time.
-
listOptions()
- Returns an enumeration describing the available options.
-
main(String[])
-
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postProcess()
- Perform any postprocessing.
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preProcess()
- Prepare to generate results.
-
setInstances(Instances)
- Sets the dataset that results will be obtained for.
-
setNumFolds(int)
- Set the value of NumFolds.
-
setOptions(String[])
- Parses a given list of options.
-
setResultListener(ResultListener)
- Sets the object to send results of each run to.
-
setSplitEvaluator(SplitEvaluator)
- Set the SplitEvaluator.
-
toString()
- Gets a text descrption of the result producer.
DATASET_FIELD_NAME
public static String DATASET_FIELD_NAME
RUN_FIELD_NAME
public static String RUN_FIELD_NAME
FOLD_FIELD_NAME
public static String FOLD_FIELD_NAME
TIMESTAMP_FIELD_NAME
public static String TIMESTAMP_FIELD_NAME
CrossValidationResultProducer
public CrossValidationResultProducer()
setInstances
public void setInstances(Instances instances)
- Sets the dataset that results will be obtained for.
- Parameters:
- instances - a value of type 'Instances'.
setResultListener
public void setResultListener(ResultListener listener)
- Sets the object to send results of each run to.
- Parameters:
- listener - a value of type 'ResultListener'
getTimestamp
public static Double getTimestamp()
- Gets a Double representing the current date and time.
eg: 1:46pm on 20/5/1999 -> 19990520.1346
- Returns:
- a value of type Double
preProcess
public void preProcess() throws Exception
- Prepare to generate results.
- Throws: Exception
- if an error occurs during preprocessing.
postProcess
public void postProcess() throws Exception
- Perform any postprocessing. When this method is called, it indicates
that no more requests to generate results for the current experiment
will be sent.
- Throws: Exception
- if an error occurs
doRun
public void doRun(int run) throws Exception
- Gets the results for a specified run number. Different run
numbers correspond to different randomizations of the data. Results
produced should be sent to the current ResultListener
- Parameters:
- run - the run number to get results for.
- Throws: Exception
- if a problem occurs while getting the results
getKeyNames
public String[] getKeyNames()
- Gets the names of each of the columns produced for a single run.
This method should really be static.
- Returns:
- an array containing the name of each column
getKeyTypes
public Object[] getKeyTypes()
- Gets the data types of each of the columns produced for a single run.
This method should really be static.
- Returns:
- an array containing objects of the type of each column. The
objects should be Strings, or Doubles.
getResultNames
public String[] getResultNames()
- Gets the names of each of the columns produced for a single run.
This method should really be static.
- Returns:
- an array containing the name of each column
getResultTypes
public Object[] getResultTypes()
- Gets the data types of each of the columns produced for a single run.
This method should really be static.
- Returns:
- an array containing objects of the type of each column. The
objects should be Strings, or Doubles.
getCompatibilityState
public String getCompatibilityState()
- Gets a description of the internal settings of the result
producer, sufficient for distinguishing a ResultProducer
instance from another with different settings (ignoring
those settings set through this interface). For example,
a cross-validation ResultProducer may have a setting for the
number of folds. For a given state, the results produced should
be compatible. Typically if a ResultProducer is an OptionHandler,
this string will represent the command line arguments required
to set the ResultProducer to that state.
- Returns:
- the description of the ResultProducer state, or null
if no state is defined
getNumFolds
public int getNumFolds()
- Get the value of NumFolds.
- Returns:
- Value of NumFolds.
setNumFolds
public void setNumFolds(int newNumFolds)
- Set the value of NumFolds.
- Parameters:
- newNumFolds - Value to assign to NumFolds.
getSplitEvaluator
public SplitEvaluator getSplitEvaluator()
- Get the SplitEvaluator.
- Returns:
- the SplitEvaluator.
setSplitEvaluator
public void setSplitEvaluator(SplitEvaluator newSplitEvaluator)
- Set the SplitEvaluator.
- Parameters:
- newSplitEvaluator - new SplitEvaluator to use.
listOptions
public Enumeration listOptions()
- Returns an enumeration describing the available options.
- Returns:
- an enumeration of all the available options
setOptions
public void setOptions(String options[]) throws Exception
- Parses a given list of options. Valid options are:
-X num_folds
The number of folds to use for the cross-validation.
-W classname
Specify the full class name of the split evaluator.
All option after -- will be passed to the split evaluator.
- Parameters:
- options - the list of options as an array of strings
- Throws: Exception
- if an option is not supported
getOptions
public String[] getOptions()
- Gets the current settings of the result producer.
- Returns:
- an array of strings suitable for passing to setOptions
toString
public String toString()
- Gets a text descrption of the result producer.
- Returns:
- a text description of the result producer.
- Overrides:
- toString in class Object
main
public static void main(String args[])
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