<PMML version="4.0" xsi:schemaLocation="http://www.dmg.org/PMML-4_0 http://www.dmg.org/v4-0/pmml-4-0.xsd"
    xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://www.dmg.org/PMML-4_0">
    <Header copyright="Copyright (c) 2008 Zementis, Inc. (www.zementis.com)" description="Multinomial Logistic Regression using the Iris dataset">
        <Timestamp>Feb 15, 2008</Timestamp>
    </Header>
    <DataDictionary numberOfFields="5">
        <DataField dataType="string" name="target_class" optype="categorical">
            <Value displayValue="Iris-setosa" property="valid" value="Iris-setosa" />
            <Value displayValue="Iris-versicolor" property="valid" value="Iris-versicolor" />
            <Value displayValue="Iris-virginica" property="valid" value="Iris-virginica" />
        </DataField>
        <DataField dataType="double" name="sepal_length" optype="continuous" />
        <DataField dataType="double" name="sepal_width" optype="continuous" />
        <DataField dataType="double" name="petal_length" optype="continuous" />
        <DataField dataType="double" name="petal_width" optype="continuous" />
    </DataDictionary>
    <GeneralRegressionModel functionName="classification" modelName="Iris_MLR" modelType="multinomialLogistic"
        targetVariableName="target_class">
        <MiningSchema>
            <MiningField missingValueTreatment="asIs" name="target_class" usageType="predicted" />
            <MiningField missingValueTreatment="asIs" name="sepal_length" usageType="active" />
            <MiningField missingValueTreatment="asIs" name="sepal_width" usageType="active" />
            <MiningField missingValueTreatment="asIs" name="petal_length" usageType="active" />
            <MiningField missingValueTreatment="asIs" name="petal_width" usageType="active" />
        </MiningSchema>
        <Output>
            <OutputField dataType="string" feature="predictedValue" name="class" />
            <OutputField dataType="double" feature="probability" name="Probability_setosa" optype="continuous"
                value="Iris-setosa" />
            <OutputField dataType="double" feature="probability" name="Probability_versicolor" optype="continuous"
                value="Iris-versicolor" />
            <OutputField dataType="double" feature="probability" name="Probability_virginica" optype="continuous"
                value="Iris-virginica" />
        </Output>
        <ParameterList>
            <Parameter label="Intercept" name="P1" />
            <Parameter label="sepal_length" name="P2" />
            <Parameter label="sepal_width" name="P3" />
            <Parameter label="petal_length" name="P4" />
            <Parameter label="petal_width" name="P5" />
        </ParameterList>
        <FactorList />
        <CovariateList>
            <Predictor name="sepal_length" />
            <Predictor name="sepal_width" />
            <Predictor name="petal_length" />
            <Predictor name="petal_width" />
        </CovariateList>
        <PPMatrix>
            <PPCell parameterName="P2" predictorName="sepal_length" value="1" />
            <PPCell parameterName="P3" predictorName="sepal_width" value="1" />
            <PPCell parameterName="P4" predictorName="petal_length" value="1" />
            <PPCell parameterName="P5" predictorName="petal_width" value="1" />
        </PPMatrix>
        <ParamMatrix>
            <PCell beta="33.1502830387909" df="1" parameterName="P1" targetCategory="Iris-setosa" />
            <PCell beta="11.853070321895" df="1" parameterName="P2" targetCategory="Iris-setosa" />
            <PCell beta="13.2994215226517" df="1" parameterName="P3" targetCategory="Iris-setosa" />
            <PCell beta="-26.9142615692556" df="1" parameterName="P4" targetCategory="Iris-setosa" />
            <PCell beta="-37.9971992500116" df="1" parameterName="P5" targetCategory="Iris-setosa" />
            <PCell beta="42.6378038141785" df="1" parameterName="P1" targetCategory="Iris-versicolor" />
            <PCell beta="2.46522019520542" df="1" parameterName="P2" targetCategory="Iris-versicolor" />
            <PCell beta="6.68088701421844" df="1" parameterName="P3" targetCategory="Iris-versicolor" />
            <PCell beta="-9.42938515411872" df="1" parameterName="P4" targetCategory="Iris-versicolor" />
            <PCell beta="-18.2861368882785" df="1" parameterName="P5" targetCategory="Iris-versicolor" />
        </ParamMatrix>
    </GeneralRegressionModel>
</PMML>
