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The Waikato Environment for Knowledge Analysis (WEKA), a machine
learning workbench. This version represents the developer version, the
"bleeding edge" of development, you could say. New functionality gets added
to this version.
{
"flow_name" : "ROC curves for two classifiers",
"steps" : [
{
"class" : "weka.knowledgeflow.steps.Loader",
"properties" : {
"loader" : {
"type" : "loader",
"class" : "weka.core.converters.ArffLoader",
"filePath" : "weka/gui/beans/templates/credit-g.arff",
"useRelativePath" : false
},
"name" : "ArffLoader"
},
"connections" : {
"dataSet" : [
"ClassAssigner"
]
},
"coordinates" : "43,335"
},
{
"class" : "weka.knowledgeflow.steps.ClassAssigner",
"properties" : {
"classColumn" : "last",
"name" : "ClassAssigner"
},
"connections" : {
"dataSet" : [
"ClassValuePicker"
]
},
"coordinates" : "43,206"
},
{
"class" : "weka.knowledgeflow.steps.CrossValidationFoldMaker",
"properties" : {
"name" : "CrossValidationFoldMaker",
"numFolds" : "10",
"preserveOrder" : false,
"seed" : "1"
},
"connections" : {
"trainingSet" : [
"Logistic",
"RandomForest"
],
"testSet" : [
"Logistic",
"RandomForest"
]
},
"coordinates" : "363,46"
},
{
"class" : "weka.knowledgeflow.steps.ClassifierPerformanceEvaluator",
"properties" : {
"errorPlotPointSizeProportionalToMargin" : false,
"evaluationMetricsToOutput" : "Correct,Incorrect,Kappa,Total cost,Average cost,KB relative,KB information,Correlation,Complexity 0,Complexity scheme,Complexity improvement,MAE,RMSE,RAE,RRSE,Coverage,Region size,TP rate,FP rate,Precision,Recall,F-measure,MCC,ROC area,PRC area",
"name" : "ClassifierPerformanceEvaluator"
},
"connections" : {
"text" : [
"TextViewer"
],
"thresholdData" : [
"ModelPerformanceChart"
]
},
"coordinates" : "683,206"
},
{
"class" : "weka.knowledgeflow.steps.TextViewer",
"properties" : {
"name" : "TextViewer"
},
"connections" : {
},
"coordinates" : "483,206"
},
{
"class" : "weka.knowledgeflow.steps.ModelPerformanceChart",
"properties" : {
"name" : "ModelPerformanceChart",
"offscreenAdditionalOpts" : "",
"offscreenHeight" : "400",
"offscreenRendererName" : "Weka Chart Renderer",
"offscreenWidth" : "500",
"offscreenXAxis" : "",
"offscreenYAxis" : ""
},
"connections" : {
},
"coordinates" : "683,375"
},
{
"class" : "weka.knowledgeflow.steps.Note",
"properties" : {
"name" : "Note",
"noteText" : "Double click to configure me\nwith your own ARFF file"
},
"connections" : {
},
"coordinates" : "22,419"
},
{
"class" : "weka.knowledgeflow.steps.Note",
"properties" : {
"name" : "Note2",
"noteText" : "Double click to\nspecify the class\nattribute"
},
"connections" : {
},
"coordinates" : "123,219"
},
{
"class" : "weka.knowledgeflow.steps.Note",
"properties" : {
"name" : "Note3",
"noteText" : "Performance results\nreported here. Right-click\nand choose \"show results\""
},
"connections" : {
},
"coordinates" : "461,149"
},
{
"class" : "weka.knowledgeflow.steps.Note",
"properties" : {
"name" : "Note4",
"noteText" : "Right-click and select \n\"show chart\" to see\nROC curves for both\nclassifiers"
},
"connections" : {
},
"coordinates" : "564,304"
},
{
"class" : "weka.knowledgeflow.steps.Classifier",
"properties" : {
"classifier" : {
"type" : "optionHandler",
"class" : "weka.classifiers.functions.Logistic",
"options" : "-R 1.0E-8 -M -1"
},
"loadClassifierFileName" : "",
"name" : "Logistic",
"resetIncrementalClassifier" : false,
"updateIncrementalClassifier" : true
},
"connections" : {
"batchClassifier" : [
"ClassifierPerformanceEvaluator2"
]
},
"coordinates" : "363,246"
},
{
"class" : "weka.knowledgeflow.steps.ClassifierPerformanceEvaluator",
"properties" : {
"errorPlotPointSizeProportionalToMargin" : false,
"evaluationMetricsToOutput" : "Correct,Incorrect,Kappa,Total cost,Average cost,KB relative,KB information,Correlation,Complexity 0,Complexity scheme,Complexity improvement,MAE,RMSE,RAE,RRSE,Coverage,Region size,TP rate,FP rate,Precision,Recall,F-measure,MCC,ROC area,PRC area",
"name" : "ClassifierPerformanceEvaluator2"
},
"connections" : {
"text" : [
"TextViewer"
],
"thresholdData" : [
"ModelPerformanceChart"
]
},
"coordinates" : "483,375"
},
{
"class" : "weka.knowledgeflow.steps.ClassValuePicker",
"properties" : {
"classValue" : "good",
"name" : "ClassValuePicker"
},
"connections" : {
"dataSet" : [
"CrossValidationFoldMaker"
]
},
"coordinates" : "43,46"
},
{
"class" : "weka.knowledgeflow.steps.Note",
"properties" : {
"name" : "Note5",
"noteText" : "Double click to\nchoose the class\nvalue to be considered\nas the \"positive\" class"
},
"connections" : {
},
"coordinates" : "115,98"
},
{
"class" : "weka.knowledgeflow.steps.Classifier",
"properties" : {
"classifier" : {
"type" : "optionHandler",
"class" : "weka.classifiers.trees.RandomForest",
"options" : "-I 100 -S 1 -num-slots 1 -K 0"
},
"loadClassifierFileName" : "",
"name" : "RandomForest",
"resetIncrementalClassifier" : false,
"updateIncrementalClassifier" : true
},
"connections" : {
"batchClassifier" : [
"ClassifierPerformanceEvaluator"
]
},
"coordinates" : "683,46"
},
{
"class" : "weka.knowledgeflow.steps.Note",
"properties" : {
"name" : "Note6",
"noteText" : "NOTE: this flow is configured to run out of the box. It loads an ARFF file as a resource from the classpath. If you want \nto use your own data, edit the ArffLoader."
},
"connections" : {
},
"coordinates" : "10,5"
}
]
}
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