<?xml version="1.0"?>
<dsscheme xmlns="http://tempuri.org/ModelDescSchema.xsd" xmlns:xs="http://www.w3.org/2001/XMLSchema-instance">
<name>Play Golf</name>
<author>Blaz Zupan</author>
<date>March, 2002</date>
<description>A single model from famous Ross Quinlan's data set,
used as an example of a simple Decision Support Schema</description>

<variables>
  <variable>
	<id>forecast</id>
	<name>Forecast</name>
	<description>Forecast for next Saturday</description>
	<type>categorical</type>
	<values>sunny;overcast;rainy</values>
	<inputtype>pulldown</inputtype>
	<default>sunny</default>
  </variable>
  <variable>
	<id>temp</id>
	<name>Temperature</name>
	<description>Predicted Temperature for next Saturday</description>
	<type>numerical</type>
	<inputtype>numerical</inputtype>
	<min>30</min>
	<max>150</max>
	<default>70</default>
  </variable>
  <variable>
	<id>humidity</id>
	<name>Humidity</name>
	<description>Predicted Humidity</description>
	<type>categorical</type>
	<values>low;high</values>
	<inputtype>checkbox</inputtype>
	<checkboxchecked>low</checkboxchecked>
	<checkboxlabel>Dry weather on Saturday</checkboxlabel>
	<default>low</default>
  </variable>
  <variable>
	<id>wind</id>
	<name>Windy</name>
	<description>Is wind going to blow on next Saturday?</description>
	<type>categorical</type>
	<values>no;yes</values>
	<inputtype>checkbox</inputtype>
	<checkboxchecked>no</checkboxchecked>
	<checkboxlabel>Any wind on Saturday?</checkboxlabel>
	<default>no</default>
  </variable>

</variables>

<pages>
  <page title="Forecast for next Saturday">forecast</page>
  <page title="Meteorological factors">temp;humidity;wind</page>
</pages>

<transformations>
  <variable>
	<id>t</id>
	<name>Temperature</name>
	<categorize>
	  <from>temp</from>
	  <cutoffs>80</cutoffs>
	</categorize>
  </variable>
  
  <variable>
	<id>heat</id>
	<name>Heat Index</name>
	<map>
	  <from>t;humidity</from>
	  <mapping>0.1;0.5;0.6;0.9</mapping>
	</map>
  </variable>

</transformations>


<models>
  <model>
	<name>Naive Bayesian Model</name>
	<variables>forecast;t;humidity;wind</variables>
	<outcome>Probability of favorable weather to play golf</outcome>
	<naivebayes>
	  <class>0.6,0.4</class>
	  <contingency>
		 <conditional attribute="forecast">0.6,0.4;0.5,0.5;0.66,0.34</conditional>
		 <conditional attribute="t">0.625,0.375;0.5,0.5</conditional>
		 <conditional attribute="humidity">0.25,0.75;0.83,0.17</conditional>
		 <conditional attribute="wind">0.5,0.5;0.75,0.25</conditional>
	  </contingency>
	</naivebayes>
  </model>
  
  <model>
	<name>Heat Index Model</name>
	<outcome>Relative Heat Index</outcome>
	<usevariable>
	  <probability>heat</probability>
	</usevariable>
  </model>
</models>

</dsscheme>

