source: src/test/java/weka/classifiers/pmml/data/IRIS_MLP.xml @ 4

Last change on this file since 4 was 4, checked in by gnappo, 14 years ago

Import di weka.

File size: 5.3 KB
Line 
1<?xml version="1.0" encoding="UTF-8"?>
2<PMML version="3.0" xmlns="http://www.dmg.org/PMML-3_0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
3<Header copyright="Copyright (c) Integral Solutions Ltd., 1994 - 2005. All rights reserved.">
4<Application name="Clementine" version="10.0"/>
5<Annotation>Exported with PMML extensions for use with SPSS SmartScore</Annotation>
6</Header>
7<DataDictionary numberOfFields="6">
8<DataField name="petal_length" optype="continuous" dataType="double">
9<Extension name="storageType" value="numeric"/>
10<Extension name="measure" value="range"/>
11</DataField>
12<DataField name="petal_width" optype="continuous" dataType="double">
13<Extension name="storageType" value="numeric"/>
14<Extension name="measure" value="range"/>
15</DataField>
16<DataField name="sepal_length" optype="continuous" dataType="double">
17<Extension name="storageType" value="numeric"/>
18<Extension name="measure" value="range"/>
19</DataField>
20<DataField name="sepal_width" optype="continuous" dataType="double">
21<Extension name="storageType" value="numeric"/>
22<Extension name="measure" value="range"/>
23</DataField>
24<DataField name="class" optype="categorical" dataType="string">
25<Extension name="storageType" value="string"/>
26<Extension name="measure" value="set"/>
27<Value value="Iris-setosa" property="valid"/>
28<Value value="Iris-versicolor" property="valid"/>
29<Value value="Iris-virginica" property="valid"/>
30</DataField>
31<DataField name="$NC-SPECIES" optype="continuous" dataType="double">
32<Extension name="storageType" value="numeric"/>
33<Extension name="measure" value="range"/>
34</DataField>
35</DataDictionary>
36<NeuralNetwork modelName="IRIS_MLP" functionName="classification" algorithmName="Neural Net" activationFunction="logistic">
37<Extension name="normalizationMethod" value="limitedDifference"/>
38<MiningSchema>
39<MiningField name="petal_length" usageType="active" missingValueReplacement="3.95" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="1.0" highValue="6.9"/>
40<MiningField name="petal_width" usageType="active" missingValueReplacement="1.3" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.1" highValue="2.5"/>
41<MiningField name="sepal_length" usageType="active" missingValueReplacement="6.1" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="4.3" highValue="7.9"/>
42<MiningField name="sepal_width" usageType="active" missingValueReplacement="3.2" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="2.0" highValue="4.4"/>
43<MiningField name="class" usageType="predicted"/>
44<MiningField name="$NC-SPECIES" usageType="supplementary"/>
45</MiningSchema>
46<NeuralInputs>
47<NeuralInput id="0">
48<DerivedField optype="continuous" dataType="double">
49<NormContinuous field="petal_length">
50<LinearNorm orig="1" norm="0"/>
51<LinearNorm orig="6.9" norm="1"/>
52</NormContinuous>
53</DerivedField>
54</NeuralInput>
55<NeuralInput id="1">
56<DerivedField optype="continuous" dataType="double">
57<NormContinuous field="petal_width">
58<LinearNorm orig="0.1" norm="0"/>
59<LinearNorm orig="2.5" norm="1"/>
60</NormContinuous>
61</DerivedField>
62</NeuralInput>
63<NeuralInput id="2">
64<DerivedField optype="continuous" dataType="double">
65<NormContinuous field="sepal_length">
66<LinearNorm orig="4.3" norm="0"/>
67<LinearNorm orig="7.9" norm="1"/>
68</NormContinuous>
69</DerivedField>
70</NeuralInput>
71<NeuralInput id="3">
72<DerivedField optype="continuous" dataType="double">
73<NormContinuous field="sepal_width">
74<LinearNorm orig="2" norm="0"/>
75<LinearNorm orig="4.4" norm="1"/>
76</NormContinuous>
77</DerivedField>
78</NeuralInput>
79</NeuralInputs>
80<NeuralLayer>
81<Neuron id="4" bias="2.03473228253">
82<Con from="0" weight="-4.0256456408"/>
83<Con from="1" weight="-3.83730095974"/>
84<Con from="2" weight="0.0624800821416"/>
85<Con from="3" weight="2.40206472093"/>
86</Neuron>
87<Neuron id="5" bias="1.6526137028">
88<Con from="0" weight="-5.01759484187"/>
89<Con from="1" weight="-5.23173402014"/>
90<Con from="2" weight="-1.80228751097"/>
91<Con from="3" weight="2.98662625446"/>
92</Neuron>
93<Neuron id="6" bias="-11.6218815784">
94<Con from="0" weight="11.3795015654"/>
95<Con from="1" weight="9.67298427591"/>
96<Con from="2" weight="-2.10906925011"/>
97<Con from="3" weight="-3.58414535245"/>
98</Neuron>
99</NeuralLayer>
100<NeuralLayer>
101<Neuron id="7" bias="-4.54626929708">
102<Con from="4" weight="4.36547390082"/>
103<Con from="5" weight="4.69477556292"/>
104<Con from="6" weight="-4.37727158969"/>
105</Neuron>
106<Neuron id="8" bias="4.85147554911">
107<Con from="4" weight="-2.51631420956"/>
108<Con from="5" weight="-6.71322276698"/>
109<Con from="6" weight="-9.34181840082"/>
110</Neuron>
111<Neuron id="9" bias="-2.95716683639">
112<Con from="4" weight="-6.98136941982"/>
113<Con from="5" weight="-4.64823127158"/>
114<Con from="6" weight="7.63041165053"/>
115</Neuron>
116</NeuralLayer>
117<NeuralOutputs>
118<NeuralOutput outputNeuron="7">
119<DerivedField optype="categorical" dataType="string">
120<NormDiscrete field="class" value="Iris-setosa"/>
121</DerivedField>
122</NeuralOutput>
123<NeuralOutput outputNeuron="8">
124<DerivedField optype="categorical" dataType="string">
125<NormDiscrete field="class" value="Iris-versicolor"/>
126</DerivedField>
127</NeuralOutput>
128<NeuralOutput outputNeuron="9">
129<DerivedField optype="categorical" dataType="string">
130<NormDiscrete field="class" value="Iris-virginica"/>
131</DerivedField>
132</NeuralOutput>
133</NeuralOutputs>
134</NeuralNetwork>
135</PMML>
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