src/yacsloader/samples/pmml_tann_tlr_exportFunctionPMML.pmml

   1 <?xml version="1.0"?>
   2 <PMML xmlns="http://www.dmg.org/PMML-4_1" version="4.1">
   3   <Header copyright="myCopyright" description="Text Description">
   4     <Application name="Uranie" version="3.3.2"/>
   5     <Annotation>Compilation date : 2000-01-01</Annotation>
   6   </Header>
   7   <DataDictionary>
   8     <DataField name="rw" displayName="rw" optype="continuous" dataType="double"/>
   9     <DataField name="r" displayName="r" optype="continuous" dataType="double"/>
  10     <DataField name="tu" displayName="tu" optype="continuous" dataType="double"/>
  11     <DataField name="tl" displayName="tl" optype="continuous" dataType="double"/>
  12     <DataField name="hu" displayName="hu" optype="continuous" dataType="double"/>
  13     <DataField name="hl" displayName="hl" optype="continuous" dataType="double"/>
  14     <DataField name="l" displayName="l" optype="continuous" dataType="double"/>
  15     <DataField name="kw" displayName="kw" optype="continuous" dataType="double"/>
  16     <DataField name="yhat" displayName="yhat" optype="continuous" dataType="double"/>
  17   </DataDictionary>
  18   <RegressionModel functionName="regression" modelName="LRModel" targetFieldName="yhat">
  19     <MiningSchema>
  20       <MiningField name="rw" usageType="active"/>
  21       <MiningField name="r" usageType="active"/>
  22       <MiningField name="tu" usageType="active"/>
  23       <MiningField name="tl" usageType="active"/>
  24       <MiningField name="hu" usageType="active"/>
  25       <MiningField name="hl" usageType="active"/>
  26       <MiningField name="l" usageType="active"/>
  27       <MiningField name="kw" usageType="active"/>
  28       <MiningField name="yhat" usageType="predicted"/>
  29     </MiningSchema>
  30     <RegressionTable intercept="-1.560299e+02">
  31       <NumericPredictor name="rw" exponent="1" coefficient="1.422211e+03"/>
  32       <NumericPredictor name="r" exponent="1" coefficient="-3.074119e-07"/>
  33       <NumericPredictor name="tu" exponent="1" coefficient="2.152080e-06"/>
  34       <NumericPredictor name="tl" exponent="1" coefficient="-4.985123e-03"/>
  35       <NumericPredictor name="hu" exponent="1" coefficient="2.611037e-01"/>
  36       <NumericPredictor name="hl" exponent="1" coefficient="-2.544189e-01"/>
  37       <NumericPredictor name="l" exponent="1" coefficient="-5.571449e-02"/>
  38       <NumericPredictor name="kw" exponent="1" coefficient="8.135523e-03"/>
  39     </RegressionTable>
  40   </RegressionModel>
  41   <NeuralNetwork modelName="ANNModel" functionName="regression" numberOfLayers="2">
  42     <MiningSchema>
  43       <MiningField name="rw" usageType="active"/>
  44       <MiningField name="r" usageType="active"/>
  45       <MiningField name="tu" usageType="active"/>
  46       <MiningField name="tl" usageType="active"/>
  47       <MiningField name="hu" usageType="active"/>
  48       <MiningField name="hl" usageType="active"/>
  49       <MiningField name="l" usageType="active"/>
  50       <MiningField name="kw" usageType="active"/>
  51       <MiningField name="yhat" usageType="predicted"/>
  52     </MiningSchema>
  53     <NeuralInputs numberOfInputs="8">
  54       <NeuralInput id="0">
  55         <DerivedField optype="continuous" dataType="float">
  56           <NormContinuous field="rw">
  57             <LinearNorm orig="0.000000e+00" norm="-2.889932e-01"/>
  58             <LinearNorm orig="9.999901e-02" norm="0.000000e+00"/>
  59           </NormContinuous>
  60         </DerivedField>
  61       </NeuralInput>
  62       <NeuralInput id="1">
  63         <DerivedField optype="continuous" dataType="float">
  64           <NormContinuous field="r">
  65             <LinearNorm orig="0.000000e+00" norm="-5.756638e-01"/>
  66             <LinearNorm orig="2.504894e+04" norm="0.000000e+00"/>
  67           </NormContinuous>
  68         </DerivedField>
  69       </NeuralInput>
  70       <NeuralInput id="2">
  71         <DerivedField optype="continuous" dataType="float">
  72           <NormContinuous field="tu">
  73             <LinearNorm orig="0.000000e+00" norm="-1.699313e-01"/>
  74             <LinearNorm orig="8.933486e+04" norm="0.000000e+00"/>
  75           </NormContinuous>
  76         </DerivedField>
  77       </NeuralInput>
  78       <NeuralInput id="3">
  79         <DerivedField optype="continuous" dataType="float">
  80           <NormContinuous field="tl">
  81             <LinearNorm orig="0.000000e+00" norm="-1.707007e-01"/>
  82             <LinearNorm orig="8.955232e+01" norm="0.000000e+00"/>
  83           </NormContinuous>
  84         </DerivedField>
  85       </NeuralInput>
  86       <NeuralInput id="4">
  87         <DerivedField optype="continuous" dataType="float">
  88           <NormContinuous field="hu">
  89             <LinearNorm orig="0.000000e+00" norm="-3.302777e-02"/>
  90             <LinearNorm orig="1.050003e+03" norm="0.000000e+00"/>
  91           </NormContinuous>
  92         </DerivedField>
  93       </NeuralInput>
  94       <NeuralInput id="5">
  95         <DerivedField optype="continuous" dataType="float">
  96           <NormContinuous field="hl">
  97             <LinearNorm orig="0.000000e+00" norm="-4.562070e-02"/>
  98             <LinearNorm orig="7.600007e+02" norm="0.000000e+00"/>
  99           </NormContinuous>
 100         </DerivedField>
 101       </NeuralInput>
 102       <NeuralInput id="6">
 103         <DerivedField optype="continuous" dataType="float">
 104           <NormContinuous field="l">
 105             <LinearNorm orig="0.000000e+00" norm="-1.155882e-01"/>
 106             <LinearNorm orig="1.400018e+03" norm="0.000000e+00"/>
 107           </NormContinuous>
 108         </DerivedField>
 109       </NeuralInput>
 110       <NeuralInput id="7">
 111         <DerivedField optype="continuous" dataType="float">
 112           <NormContinuous field="kw">
 113             <LinearNorm orig="0.000000e+00" norm="-5.780019e-02"/>
 114             <LinearNorm orig="1.095001e+04" norm="0.000000e+00"/>
 115           </NormContinuous>
 116         </DerivedField>
 117       </NeuralInput>
 118     </NeuralInputs>
 119     <NeuralLayer activationFunction="tanh" numberOfNeurons="1">
 120       <Neuron id="8" bias="1.234012e+00">
 121         <Con from="0" weight="-7.638734e-01"/>
 122         <Con from="1" weight="-7.054051e-04"/>
 123         <Con from="2" weight="-5.725514e-03"/>
 124         <Con from="3" weight="-7.439748e-03"/>
 125         <Con from="4" weight="-1.804265e-01"/>
 126         <Con from="5" weight="1.834322e-01"/>
 127         <Con from="6" weight="1.775569e-01"/>
 128         <Con from="7" weight="-8.738110e-02"/>
 129       </Neuron>
 130     </NeuralLayer>
 131     <NeuralLayer activationFunction="identity" numberOfNeurons="1">
 132       <Neuron id="9" bias="5.092746e+00">
 133         <Con from="8" weight="-6.841448e+00"/>
 134       </Neuron>
 135     </NeuralLayer>
 136     <NeuralOutputs numberOfOutputs="1">
 137       <NeuralOutput outputNeuron="9">
 138         <DerivedField optype="continuous" dataType="float">
 139           <NormContinuous field="yhat">
 140             <LinearNorm orig="0.000000e+00" norm="-5.873935e-01"/>
 141             <LinearNorm orig="7.781171e+01" norm="0.000000e+00"/>
 142           </NormContinuous>
 143         </DerivedField>
 144       </NeuralOutput>
 145     </NeuralOutputs>
 146   </NeuralNetwork>
 147 </PMML>