source: src/test/java/weka/classifiers/pmml/data/HEART_RBF.xml @ 10

Last change on this file since 10 was 4, checked in by gnappo, 14 years ago

Import di weka.
File size: 29.3 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="15">
8<DataField name="age" optype="continuous" dataType="integer">
9<Extension name="storageType" value="numeric"/>
10<Extension name="measure" value="range"/>
11</DataField>
12<DataField name="ca" optype="continuous" dataType="integer">
13<Extension name="storageType" value="numeric"/>
14<Extension name="measure" value="range"/>
15</DataField>
16<DataField name="chol" optype="continuous" dataType="integer">
17<Extension name="storageType" value="numeric"/>
18<Extension name="measure" value="range"/>
19</DataField>
20<DataField name="cp" optype="categorical" dataType="string">
21<Extension name="storageType" value="string"/>
22<Extension name="measure" value="set"/>
23<Value value="asympt" property="valid"/>
24<Value value="atyp_angina" property="valid"/>
25<Value value="non_anginal" property="valid"/>
26<Value value="typ_angina" property="valid"/>
27</DataField>
28<DataField name="exang" optype="categorical" dataType="string">
29<Extension name="storageType" value="string"/>
30<Extension name="measure" value="set"/>
31<Value value="no" property="valid"/>
32<Value value="yes" property="valid"/>
33</DataField>
34<DataField name="fbs" optype="categorical" dataType="string">
35<Extension name="storageType" value="string"/>
36<Extension name="measure" value="set"/>
37<Value value="f" property="valid"/>
38<Value value="t" property="valid"/>
39</DataField>
40<DataField name="oldpeak" optype="continuous" dataType="double">
41<Extension name="storageType" value="numeric"/>
42<Extension name="measure" value="range"/>
43</DataField>
44<DataField name="restecg" optype="categorical" dataType="string">
45<Extension name="storageType" value="string"/>
46<Extension name="measure" value="set"/>
47<Value value="left_vent_hyper" property="valid"/>
48<Value value="normal" property="valid"/>
49<Value value="st_t_wave_abnormality" property="valid"/>
50</DataField>
51<DataField name="sex" optype="categorical" dataType="string">
52<Extension name="storageType" value="string"/>
53<Extension name="measure" value="set"/>
54<Value value="female" property="valid"/>
55<Value value="male" property="valid"/>
56</DataField>
57<DataField name="slope" optype="categorical" dataType="string">
58<Extension name="storageType" value="string"/>
59<Extension name="measure" value="set"/>
60<Value value="down" property="valid"/>
61<Value value="flat" property="valid"/>
62<Value value="up" property="valid"/>
63</DataField>
64<DataField name="thal" optype="categorical" dataType="string">
65<Extension name="storageType" value="string"/>
66<Extension name="measure" value="set"/>
67<Value value="fixed_defect" property="valid"/>
68<Value value="normal" property="valid"/>
69<Value value="reversable_defect" property="valid"/>
70</DataField>
71<DataField name="thalach" optype="continuous" dataType="integer">
72<Extension name="storageType" value="numeric"/>
73<Extension name="measure" value="range"/>
74</DataField>
75<DataField name="trestbps" optype="continuous" dataType="integer">
76<Extension name="storageType" value="numeric"/>
77<Extension name="measure" value="range"/>
78</DataField>
79<DataField name="$L-num" optype="categorical" dataType="string">
80<Extension name="storageType" value="string"/>
81<Extension name="measure" value="set"/>
82<Value value="&lt;50" property="valid"/>
83<Value value="&gt;50_1" property="valid"/>
84</DataField>
85<DataField name="$NC-num" optype="continuous" dataType="double">
86<Extension name="storageType" value="numeric"/>
87<Extension name="measure" value="range"/>
88</DataField>
89</DataDictionary>
90<NeuralNetwork modelName="HEART_RBF" functionName="classification" algorithmName="Neural Net" activationFunction="radialBasis">
91<Extension name="normalizationMethod" value="limitedDifference"/>
92<MiningSchema>
93<MiningField name="age" usageType="active" missingValueReplacement="53.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="29.0" highValue="77.0"/>
94<MiningField name="ca" usageType="active" missingValueReplacement="1.5" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.0" highValue="3.0"/>
95<MiningField name="chol" usageType="active" missingValueReplacement="345.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="126.0" highValue="564.0"/>
96<MiningField name="cp" usageType="active"/>
97<MiningField name="exang" usageType="active"/>
98<MiningField name="fbs" usageType="active"/>
99<MiningField name="oldpeak" usageType="active" missingValueReplacement="3.1" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.0" highValue="6.2"/>
100<MiningField name="restecg" usageType="active"/>
101<MiningField name="sex" usageType="active"/>
102<MiningField name="slope" usageType="active"/>
103<MiningField name="thal" usageType="active"/>
104<MiningField name="thalach" usageType="active" missingValueReplacement="136.5" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="71.0" highValue="202.0"/>
105<MiningField name="trestbps" usageType="active" missingValueReplacement="147.0" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="94.0" highValue="200.0"/>
106<MiningField name="$L-num" usageType="predicted"/>
107<MiningField name="$NC-num" usageType="supplementary"/>
108</MiningSchema>
109<NeuralInputs>
110<NeuralInput id="0">
111<DerivedField optype="continuous" dataType="double">
112<NormContinuous field="age">
113<LinearNorm orig="29" norm="0"/>
114<LinearNorm orig="77" norm="1"/>
115</NormContinuous>
116</DerivedField>
117</NeuralInput>
118<NeuralInput id="1">
119<DerivedField optype="continuous" dataType="double">
120<NormContinuous field="ca">
121<LinearNorm orig="0" norm="0"/>
122<LinearNorm orig="3" norm="1"/>
123</NormContinuous>
124</DerivedField>
125</NeuralInput>
126<NeuralInput id="2">
127<DerivedField optype="continuous" dataType="double">
128<NormContinuous field="chol">
129<LinearNorm orig="126" norm="0"/>
130<LinearNorm orig="564" norm="1"/>
131</NormContinuous>
132</DerivedField>
133</NeuralInput>
134<NeuralInput id="3">
135<DerivedField optype="continuous" dataType="double">
136<NormDiscrete field="cp" value="asympt"/>
137</DerivedField>
138</NeuralInput>
139<NeuralInput id="4">
140<DerivedField optype="continuous" dataType="double">
141<NormDiscrete field="cp" value="atyp_angina"/>
142</DerivedField>
143</NeuralInput>
144<NeuralInput id="5">
145<DerivedField optype="continuous" dataType="double">
146<NormDiscrete field="cp" value="non_anginal"/>
147</DerivedField>
148</NeuralInput>
149<NeuralInput id="6">
150<DerivedField optype="continuous" dataType="double">
151<NormDiscrete field="cp" value="typ_angina"/>
152</DerivedField>
153</NeuralInput>
154<NeuralInput id="7">
155<DerivedField optype="continuous" dataType="double">
156<NormDiscrete field="exang" value="no"/>
157</DerivedField>
158</NeuralInput>
159<NeuralInput id="8">
160<DerivedField optype="continuous" dataType="double">
161<NormDiscrete field="exang" value="yes"/>
162</DerivedField>
163</NeuralInput>
164<NeuralInput id="9">
165<DerivedField optype="continuous" dataType="double">
166<NormDiscrete field="fbs" value="f"/>
167</DerivedField>
168</NeuralInput>
169<NeuralInput id="10">
170<DerivedField optype="continuous" dataType="double">
171<NormDiscrete field="fbs" value="t"/>
172</DerivedField>
173</NeuralInput>
174<NeuralInput id="11">
175<DerivedField optype="continuous" dataType="double">
176<NormContinuous field="oldpeak">
177<LinearNorm orig="0" norm="0"/>
178<LinearNorm orig="6.2" norm="1"/>
179</NormContinuous>
180</DerivedField>
181</NeuralInput>
182<NeuralInput id="12">
183<DerivedField optype="continuous" dataType="double">
184<NormDiscrete field="restecg" value="left_vent_hyper"/>
185</DerivedField>
186</NeuralInput>
187<NeuralInput id="13">
188<DerivedField optype="continuous" dataType="double">
189<NormDiscrete field="restecg" value="normal"/>
190</DerivedField>
191</NeuralInput>
192<NeuralInput id="14">
193<DerivedField optype="continuous" dataType="double">
194<NormDiscrete field="restecg" value="st_t_wave_abnormality"/>
195</DerivedField>
196</NeuralInput>
197<NeuralInput id="15">
198<DerivedField optype="continuous" dataType="double">
199<NormDiscrete field="sex" value="female"/>
200</DerivedField>
201</NeuralInput>
202<NeuralInput id="16">
203<DerivedField optype="continuous" dataType="double">
204<NormDiscrete field="sex" value="male"/>
205</DerivedField>
206</NeuralInput>
207<NeuralInput id="17">
208<DerivedField optype="continuous" dataType="double">
209<NormDiscrete field="slope" value="down"/>
210</DerivedField>
211</NeuralInput>
212<NeuralInput id="18">
213<DerivedField optype="continuous" dataType="double">
214<NormDiscrete field="slope" value="flat"/>
215</DerivedField>
216</NeuralInput>
217<NeuralInput id="19">
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219<NormDiscrete field="slope" value="up"/>
220</DerivedField>
221</NeuralInput>
222<NeuralInput id="20">
223<DerivedField optype="continuous" dataType="double">
224<NormDiscrete field="thal" value="fixed_defect"/>
225</DerivedField>
226</NeuralInput>
227<NeuralInput id="21">
228<DerivedField optype="continuous" dataType="double">
229<NormDiscrete field="thal" value="normal"/>
230</DerivedField>
231</NeuralInput>
232<NeuralInput id="22">
233<DerivedField optype="continuous" dataType="double">
234<NormDiscrete field="thal" value="reversable_defect"/>
235</DerivedField>
236</NeuralInput>
237<NeuralInput id="23">
238<DerivedField optype="continuous" dataType="double">
239<NormContinuous field="thalach">
240<LinearNorm orig="71" norm="0"/>
241<LinearNorm orig="202" norm="1"/>
242</NormContinuous>
243</DerivedField>
244</NeuralInput>
245<NeuralInput id="24">
246<DerivedField optype="continuous" dataType="double">
247<NormContinuous field="trestbps">
248<LinearNorm orig="94" norm="0"/>
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250</NormContinuous>
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252</NeuralInput>
253</NeuralInputs>
254<NeuralLayer activationFunction="radialBasis">
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