Permalink
Switch branches/tags
Nothing to show
Find file Copy path
Fetching contributors…
Cannot retrieve contributors at this time
3009 lines (3000 sloc) 119 KB
<xs:schema xmlns:xs="http://www.w3.org/2001/XMLSchema"
targetNamespace="http://www.dmg.org/PMML-4_0" xmlns="http://www.dmg.org/PMML-4_0"
elementFormDefault="unqualified" xmlns:guha="http://keg.vse.cz/ns/GUHA0.1rev1">
<!-- This PMML4.0+GUHA XML Schema, which extends the list of supported Models with several new GUHA-based models
These new models are contained in a separate file and imported
-->
<!--
The Data Mining Group Consortium ("DMG")
Standards Notice and License
Copyright (c) 2008, The Data Mining Group
All rights reserved.
Redistribution and use in source and binary forms, with or without modification, are
permitted provided that the following conditions are met:
· Redistributions of source code must retain the above copyright notice, this list of
conditions and the following disclaimer.
· Redistributions in binary form must reproduce the above copyright notice, this list
of conditions and the following disclaimer in the documentation and/or other
materials provided with the distribution.
· Neither the name of the Data Mining Group nor the names of its members nor the
names of its contributors may be used to endorse or promote products derived from
this standard without specific prior written permission.
THIS STANDARD IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS
IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR
CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR
OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS STANDARD, EVEN IF
ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
-->
<xs:import namespace="http://keg.vse.cz/ns/GUHA0.1rev1" schemaLocation="http://sewebar.vse.cz/schemas/GUHA0.1rev1.xsd"/>
<xs:element name="PMML">
<xs:complexType>
<xs:sequence>
<xs:element ref="Header"/>
<xs:element ref="MiningBuildTask" minOccurs="0"/>
<xs:element ref="DataDictionary"/>
<xs:element ref="TransformationDictionary" minOccurs="0"/>
<xs:sequence minOccurs="0" maxOccurs="unbounded">
<xs:choice>
<xs:element ref="AssociationModel"/>
<xs:element ref="ClusteringModel"/>
<xs:element ref="GeneralRegressionModel"/>
<xs:element ref="MiningModel"/>
<xs:element ref="NaiveBayesModel"/>
<xs:element ref="NeuralNetwork"/>
<xs:element ref="RegressionModel"/>
<xs:element ref="RuleSetModel"/>
<xs:element ref="SequenceModel"/>
<xs:element ref="SupportVectorMachineModel"/>
<xs:element ref="TextModel"/>
<xs:element ref="TimeSeriesModel"/>
<xs:element ref="TreeModel"/>
<xs:element ref="guha:AssociationModel"/>
<xs:element ref="guha:SD4ftModel"/>
<xs:element ref="guha:Ac4ftModel"/>
</xs:choice>
</xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="version" type="xs:string" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="MiningBuildTask">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:simpleType name="MINING-FUNCTION">
<xs:restriction base="xs:string">
<xs:enumeration value="associationRules"/>
<xs:enumeration value="sequences"/>
<xs:enumeration value="classification"/>
<xs:enumeration value="regression"/>
<xs:enumeration value="clustering"/>
<xs:enumeration value="timeSeries"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="Extension">
<xs:complexType>
<xs:complexContent mixed="true">
<xs:restriction base="xs:anyType">
<xs:sequence>
<xs:any processContents="skip" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="extender" type="xs:string" use="optional"/>
<xs:attribute name="name" type="xs:string" use="optional"/>
<xs:attribute name="value" type="xs:string" use="optional"/>
</xs:restriction>
</xs:complexContent>
</xs:complexType>
</xs:element>
<xs:simpleType name="NUMBER">
<xs:restriction base="xs:double">
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="INT-NUMBER">
<xs:restriction base="xs:integer">
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="REAL-NUMBER">
<xs:restriction base="xs:double">
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="PROB-NUMBER">
<xs:restriction base="xs:decimal">
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="PERCENTAGE-NUMBER">
<xs:restriction base="xs:decimal">
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="FIELD-NAME">
<xs:restriction base="xs:string">
</xs:restriction>
</xs:simpleType>
<xs:complexType name="ArrayType" mixed="true">
<xs:attribute name="n" type="INT-NUMBER" use="optional"/>
<xs:attribute name="type" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="int"/>
<xs:enumeration value="real"/>
<xs:enumeration value="string"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
<xs:element name="Array" type="ArrayType"/>
<xs:group name="NUM-ARRAY">
<xs:choice>
<xs:element ref="Array"/>
</xs:choice>
</xs:group>
<xs:group name="INT-ARRAY">
<xs:choice>
<xs:element ref="Array"/>
</xs:choice>
</xs:group>
<xs:group name="REAL-ARRAY">
<xs:choice>
<xs:element ref="Array"/>
</xs:choice>
</xs:group>
<xs:group name="STRING-ARRAY">
<xs:choice>
<xs:element ref="Array"/>
</xs:choice>
</xs:group>
<xs:element name="INT-SparseArray">
<xs:complexType>
<xs:sequence>
<xs:element ref="Indices" minOccurs="0"/>
<xs:element ref="INT-Entries" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="n" type="INT-NUMBER" use="optional"/>
<xs:attribute name="defaultValue" type="INT-NUMBER" use="optional" default="0"/>
</xs:complexType>
</xs:element>
<xs:element name="REAL-SparseArray">
<xs:complexType>
<xs:sequence>
<xs:element ref="Indices" minOccurs="0"/>
<xs:element ref="REAL-Entries" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="n" type="INT-NUMBER" use="optional"/>
<xs:attribute name="defaultValue" type="REAL-NUMBER" use="optional" default="0"/>
</xs:complexType>
</xs:element>
<xs:element name="Indices">
<xs:simpleType>
<xs:list itemType="xs:int"/>
</xs:simpleType>
</xs:element>
<xs:element name="INT-Entries">
<xs:simpleType>
<xs:list itemType="xs:int"/>
</xs:simpleType>
</xs:element>
<xs:element name="REAL-Entries">
<xs:simpleType>
<xs:list itemType="xs:double"/>
</xs:simpleType>
</xs:element>
<xs:element name="Matrix">
<xs:complexType>
<xs:choice minOccurs="0">
<xs:group ref="NUM-ARRAY" maxOccurs="unbounded"/>
<xs:element ref="MatCell" maxOccurs="unbounded"/>
</xs:choice>
<xs:attribute name="kind" use="optional" default="any">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="diagonal"/>
<xs:enumeration value="symmetric"/>
<xs:enumeration value="any"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="nbRows" type="INT-NUMBER" use="optional"/>
<xs:attribute name="nbCols" type="INT-NUMBER" use="optional"/>
<xs:attribute name="diagDefault" type="REAL-NUMBER" use="optional"/>
<xs:attribute name="offDiagDefault" type="REAL-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="MatCell">
<xs:complexType>
<xs:simpleContent>
<xs:extension base="xs:string">
<xs:attribute name="row" type="INT-NUMBER" use="required"/>
<xs:attribute name="col" type="INT-NUMBER" use="required"/>
</xs:extension>
</xs:simpleContent>
</xs:complexType>
</xs:element>
<xs:element name="Header">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element minOccurs="0" ref="Application"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="Annotation"/>
<xs:element minOccurs="0" ref="Timestamp"/>
</xs:sequence>
<xs:attribute name="copyright" type="xs:string" use="required"/>
<xs:attribute name="description" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="Application">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="xs:string" use="required"/>
<xs:attribute name="version" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="Annotation">
<xs:complexType mixed="true">
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="Timestamp">
<xs:complexType mixed="true">
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="DataDictionary">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DataField" maxOccurs="unbounded"/>
<xs:element ref="Taxonomy" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="numberOfFields" type="xs:nonNegativeInteger"/>
</xs:complexType>
</xs:element>
<xs:element name="DataField">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:choice>
<xs:element ref="Interval" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Value" minOccurs="0" maxOccurs="unbounded"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME" use="required"/>
<xs:attribute name="displayName" type="xs:string"/>
<xs:attribute name="optype" type="OPTYPE" use="required"/>
<xs:attribute name="dataType" type="DATATYPE" use="required"/>
<xs:attribute name="taxonomy" type="xs:string"/>
<xs:attribute name="isCyclic" default="0">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="0"/>
<xs:enumeration value="1"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:simpleType name="OPTYPE">
<xs:restriction base="xs:string">
<xs:enumeration value="categorical"/>
<xs:enumeration value="ordinal"/>
<xs:enumeration value="continuous"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="DATATYPE">
<xs:restriction base="xs:string">
<xs:enumeration value="string"/>
<xs:enumeration value="integer"/>
<xs:enumeration value="float"/>
<xs:enumeration value="double"/>
<xs:enumeration value="boolean"/>
<xs:enumeration value="date"/>
<xs:enumeration value="time"/>
<xs:enumeration value="dateTime"/>
<xs:enumeration value="dateDaysSince[0]"/>
<xs:enumeration value="dateDaysSince[1960]"/>
<xs:enumeration value="dateDaysSince[1970]"/>
<xs:enumeration value="dateDaysSince[1980]"/>
<xs:enumeration value="timeSeconds"/>
<xs:enumeration value="dateTimeSecondsSince[0]"/>
<xs:enumeration value="dateTimeSecondsSince[1960]"/>
<xs:enumeration value="dateTimeSecondsSince[1970]"/>
<xs:enumeration value="dateTimeSecondsSince[1980]"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="Value">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="displayValue" type="xs:string"/>
<xs:attribute name="property" default="valid">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="valid"/>
<xs:enumeration value="invalid"/>
<xs:enumeration value="missing"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="Interval">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="closure" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="openClosed"/>
<xs:enumeration value="openOpen"/>
<xs:enumeration value="closedOpen"/>
<xs:enumeration value="closedClosed"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="leftMargin" type="NUMBER"/>
<xs:attribute name="rightMargin" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="DefineFunction">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="ParameterField" minOccurs="1" maxOccurs="unbounded"/>
<xs:group ref="EXPRESSION"/>
</xs:sequence>
<xs:attribute name="name" type="xs:string" use="required"/>
<xs:attribute name="optype" type="OPTYPE" use="required"/>
<xs:attribute name="dataType" type="DATATYPE"/>
</xs:complexType>
</xs:element>
<xs:element name="ParameterField">
<xs:complexType>
<xs:attribute name="name" type="xs:string" use="required"/>
<xs:attribute name="optype" type="OPTYPE"/>
<xs:attribute name="dataType" type="DATATYPE"/>
</xs:complexType>
</xs:element>
<xs:element name="Apply">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="EXPRESSION" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="function" type="xs:string" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Taxonomy">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="ChildParent" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="xs:string" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="ChildParent">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:choice>
<xs:element ref="TableLocator"/>
<xs:element ref="InlineTable"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="childField" type="xs:string" use="required"/>
<xs:attribute name="parentField" type="xs:string" use="required"/>
<xs:attribute name="parentLevelField" type="xs:string" use="optional"/>
<xs:attribute name="isRecursive" use="optional" default="no">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="no"/>
<xs:enumeration value="yes"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="TableLocator">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="InlineTable">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="row" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="row">
<xs:complexType>
<xs:complexContent mixed="true">
<xs:restriction base="xs:anyType">
<xs:sequence>
<xs:any processContents="skip" minOccurs="2" maxOccurs="unbounded"/>
</xs:sequence>
</xs:restriction>
</xs:complexContent>
</xs:complexType>
</xs:element>
<xs:group name="EXPRESSION">
<xs:choice>
<xs:element ref="Constant"/>
<xs:element ref="FieldRef"/>
<xs:element ref="NormContinuous"/>
<xs:element ref="NormDiscrete"/>
<xs:element ref="Discretize"/>
<xs:element ref="MapValues"/>
<xs:element ref="Apply"/>
<xs:element ref="Aggregate"/>
</xs:choice>
</xs:group>
<xs:element name="TransformationDictionary">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DefineFunction" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DerivedField" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="LocalTransformations">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DerivedField" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="DerivedField">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="EXPRESSION"/>
<xs:element ref="Value" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME"/>
<xs:attribute name="displayName" type="xs:string"/>
<xs:attribute name="optype" type="OPTYPE" use="required"/>
<xs:attribute name="dataType" type="DATATYPE" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Constant">
<xs:complexType>
<xs:simpleContent>
<xs:extension base="xs:string">
<xs:attribute name="dataType" type="DATATYPE"/>
</xs:extension>
</xs:simpleContent>
</xs:complexType>
</xs:element>
<xs:element name="FieldRef">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="NormContinuous">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="LinearNorm" minOccurs="2" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="mapMissingTo" type="NUMBER"/>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="outliers" type="OUTLIER-TREATMENT-METHOD" default="asIs"/>
</xs:complexType>
</xs:element>
<xs:element name="LinearNorm">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="orig" type="NUMBER" use="required"/>
<xs:attribute name="norm" type="NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="NormDiscrete">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="method" fixed="indicator">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="indicator"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="mapMissingTo" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="Discretize">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DiscretizeBin" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="mapMissingTo" type="xs:string"/>
<xs:attribute name="defaultValue" type="xs:string"/>
<xs:attribute name="dataType" type="DATATYPE"/>
</xs:complexType>
</xs:element>
<xs:element name="DiscretizeBin">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Interval"/>
</xs:sequence>
<xs:attribute name="binValue" type="xs:string" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="MapValues">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="FieldColumnPair"/>
<xs:choice minOccurs="0">
<xs:element ref="TableLocator"/>
<xs:element ref="InlineTable"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="mapMissingTo" type="xs:string"/>
<xs:attribute name="defaultValue" type="xs:string"/>
<xs:attribute name="outputColumn" type="xs:string" use="required"/>
<xs:attribute name="dataType" type="DATATYPE"/>
</xs:complexType>
</xs:element>
<xs:element name="FieldColumnPair">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="column" type="xs:string" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Aggregate">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="function" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="count"/>
<xs:enumeration value="sum"/>
<xs:enumeration value="average"/>
<xs:enumeration value="min"/>
<xs:enumeration value="max"/>
<xs:enumeration value="multiset"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="groupField" type="FIELD-NAME"/>
<xs:attribute name="sqlWhere" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="MiningSchema">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="MiningField"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="MiningField">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME" use="required"/>
<xs:attribute name="usageType" type="FIELD-USAGE-TYPE" default="active"/>
<xs:attribute name="optype" type="OPTYPE"/>
<xs:attribute name="importance" type="PROB-NUMBER"/>
<xs:attribute name="outliers" type="OUTLIER-TREATMENT-METHOD" default="asIs"/>
<xs:attribute name="lowValue" type="NUMBER"/>
<xs:attribute name="highValue" type="NUMBER"/>
<xs:attribute name="missingValueReplacement" type="xs:string"/>
<xs:attribute name="missingValueTreatment" type="MISSING-VALUE-TREATMENT-METHOD"/>
<xs:attribute name="invalidValueTreatment" type="INVALID-VALUE-TREATMENT-METHOD" default="returnInvalid"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="FIELD-USAGE-TYPE">
<xs:restriction base="xs:string">
<xs:enumeration value="active"/>
<xs:enumeration value="predicted"/>
<xs:enumeration value="supplementary"/>
<xs:enumeration value="group"/>
<xs:enumeration value="order"/>
<xs:enumeration value="frequencyWeight"/>
<xs:enumeration value="analysisWeight"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="OUTLIER-TREATMENT-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="asIs"/>
<xs:enumeration value="asMissingValues"/>
<xs:enumeration value="asExtremeValues"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="MISSING-VALUE-TREATMENT-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="asIs"/>
<xs:enumeration value="asMean"/>
<xs:enumeration value="asMode"/>
<xs:enumeration value="asMedian"/>
<xs:enumeration value="asValue"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="INVALID-VALUE-TREATMENT-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="returnInvalid"/>
<xs:enumeration value="asIs"/>
<xs:enumeration value="asMissing"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="ModelStats">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="UnivariateStats" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="UnivariateStats">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Counts" minOccurs="0"/>
<xs:element ref="NumericInfo" minOccurs="0"/>
<xs:element ref="DiscrStats" minOccurs="0"/>
<xs:element ref="ContStats" minOccurs="0"/>
<xs:element ref="Anova" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME"/>
<xs:attribute name="weighted" default="0">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="0"/>
<xs:enumeration value="1"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="Counts">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="totalFreq" type="NUMBER" use="required"/>
<xs:attribute name="missingFreq" type="NUMBER"/>
<xs:attribute name="invalidFreq" type="NUMBER"/>
<xs:attribute name="cardinality" type="xs:nonNegativeInteger"/>
</xs:complexType>
</xs:element>
<xs:element name="NumericInfo">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Quantile" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="minimum" type="NUMBER"/>
<xs:attribute name="maximum" type="NUMBER"/>
<xs:attribute name="mean" type="NUMBER"/>
<xs:attribute name="standardDeviation" type="NUMBER"/>
<xs:attribute name="median" type="NUMBER"/>
<xs:attribute name="interQuartileRange" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="Quantile">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="quantileLimit" type="PERCENTAGE-NUMBER" use="required"/>
<xs:attribute name="quantileValue" type="NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="DiscrStats">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Array" minOccurs="0" maxOccurs="2"/>
</xs:sequence>
<xs:attribute name="modalValue" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="ContStats">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Interval" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="FrequenciesType" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="totalValuesSum" type="NUMBER"/>
<xs:attribute name="totalSquaresSum" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:group name="FrequenciesType">
<xs:sequence>
<xs:group ref="NUM-ARRAY" minOccurs="1" maxOccurs="3"/>
</xs:sequence>
</xs:group>
<xs:element name="Anova">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="AnovaRow" minOccurs="3" maxOccurs="3"/>
</xs:sequence>
<xs:attribute name="target" type="FIELD-NAME"/>
</xs:complexType>
</xs:element>
<xs:element name="AnovaRow">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="type" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="Model"/>
<xs:enumeration value="Error"/>
<xs:enumeration value="Total"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="sumOfSquares" type="NUMBER" use="required"/>
<xs:attribute name="degreesOfFreedom" type="NUMBER" use="required"/>
<xs:attribute name="meanOfSquares" type="NUMBER"/>
<xs:attribute name="fValue" type="NUMBER"/>
<xs:attribute name="pValue" type="PROB-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="Partition">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="PartitionFieldStats" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="xs:string" use="required"/>
<xs:attribute name="size" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="PartitionFieldStats">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Counts" minOccurs="0"/>
<xs:element ref="NumericInfo" minOccurs="0"/>
<xs:group ref="FrequenciesType" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="weighted" default="0">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="0"/>
<xs:enumeration value="1"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="Output">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="OutputField" minOccurs="1" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="OutputField">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME" use="required"/>
<xs:attribute name="displayName" type="xs:string"/>
<xs:attribute name="optype" type="OPTYPE"/>
<xs:attribute name="dataType" type="DATATYPE"/>
<xs:attribute name="targetField" type="FIELD-NAME"/>
<xs:attribute name="feature" type="RESULT-FEATURE"/>
<xs:attribute name="value" type="xs:string"/>
<xs:attribute name="ruleFeature" type="RULE-FEATURE" default="consequent"/>
<xs:attribute name="algorithm" default="exclusiveRecommendation">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="recommendation"/>
<xs:enumeration value="exclusiveRecommendation"/>
<xs:enumeration value="ruleAssociation"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="rank" type="INT-NUMBER" default="1"/>
<xs:attribute name="rankBasis" default="confidence">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="confidence"/>
<xs:enumeration value="support"/>
<xs:enumeration value="lift"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="rankOrder" default="descending">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="descending"/>
<xs:enumeration value="ascending"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="isMultiValued" default="0"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="RESULT-FEATURE">
<xs:restriction base="xs:string">
<xs:enumeration value="predictedValue"/>
<xs:enumeration value="predictedDisplayValue"/>
<xs:enumeration value="probability"/>
<xs:enumeration value="residual"/>
<xs:enumeration value="standardError"/>
<xs:enumeration value="clusterId"/>
<xs:enumeration value="clusterAffinity"/>
<xs:enumeration value="entityId"/>
<xs:enumeration value="entityAffinity"/>
<xs:enumeration value="warning"/>
<xs:enumeration value="ruleValue"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="RULE-FEATURE">
<xs:restriction base="xs:string">
<xs:enumeration value="antecedent"/>
<xs:enumeration value="consequent"/>
<xs:enumeration value="rule"/>
<xs:enumeration value="ruleId"/>
<xs:enumeration value="confidence"/>
<xs:enumeration value="support"/>
<xs:enumeration value="lift"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="SelectResult">
<xs:complexType>
<xs:attribute name="field" type="FIELD-NAME"/>
<xs:attribute name="feature" type="RESULT-FEATURE"/>
<xs:attribute name="value" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="Targets">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Target" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="Target">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="TargetValue" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="optype" type="OPTYPE"/>
<xs:attribute name="castInteger">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="round"/>
<xs:enumeration value="ceiling"/>
<xs:enumeration value="floor"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="min" type="xs:double"/>
<xs:attribute name="max" type="xs:double"/>
<xs:attribute name="rescaleConstant" type="xs:double" default="0"/>
<xs:attribute name="rescaleFactor" type="xs:double" default="1"/>
</xs:complexType>
</xs:element>
<xs:element name="TargetValue">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Partition" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="value" type="xs:string"/>
<xs:attribute name="displayValue" type="xs:string"/>
<xs:attribute name="priorProbability" type="PROB-NUMBER"/>
<xs:attribute name="defaultValue" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="NeuralNetwork">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="NeuralInputs"/>
<xs:element maxOccurs="unbounded" ref="NeuralLayer"/>
<xs:element minOccurs="0" ref="NeuralOutputs"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="activationFunction" type="ACTIVATION-FUNCTION" use="required"/>
<xs:attribute name="normalizationMethod" type="NN-NORMALIZATION-METHOD" default="none"/>
<xs:attribute name="threshold" type="REAL-NUMBER" default="0"/>
<xs:attribute name="width" type="REAL-NUMBER"/>
<xs:attribute name="altitude" type="REAL-NUMBER" default="1.0"/>
<xs:attribute name="numberOfLayers" type="xs:nonNegativeInteger"/>
</xs:complexType>
</xs:element>
<xs:element name="NeuralInputs">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="NeuralInput"/>
</xs:sequence>
<xs:attribute name="numberOfInputs" type="xs:nonNegativeInteger"/>
</xs:complexType>
</xs:element>
<xs:element name="NeuralLayer">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="Neuron"/>
</xs:sequence>
<xs:attribute name="numberOfNeurons" type="xs:nonNegativeInteger"/>
<xs:attribute name="activationFunction" type="ACTIVATION-FUNCTION"/>
<xs:attribute name="threshold" type="REAL-NUMBER"/>
<xs:attribute name="width" type="REAL-NUMBER"/>
<xs:attribute name="altitude" type="REAL-NUMBER"/>
<xs:attribute name="normalizationMethod" type="NN-NORMALIZATION-METHOD"/>
</xs:complexType>
</xs:element>
<xs:element name="NeuralOutputs">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="NeuralOutput"/>
</xs:sequence>
<xs:attribute name="numberOfOutputs" type="xs:nonNegativeInteger"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="ACTIVATION-FUNCTION">
<xs:restriction base="xs:string">
<xs:enumeration value="threshold"/>
<xs:enumeration value="logistic"/>
<xs:enumeration value="tanh"/>
<xs:enumeration value="identity"/>
<xs:enumeration value="exponential"/>
<xs:enumeration value="reciprocal"/>
<xs:enumeration value="square"/>
<xs:enumeration value="Gauss"/>
<xs:enumeration value="sine"/>
<xs:enumeration value="cosine"/>
<xs:enumeration value="Elliott"/>
<xs:enumeration value="arctan"/>
<xs:enumeration value="radialBasis"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="NN-NORMALIZATION-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="none"/>
<xs:enumeration value="simplemax"/>
<xs:enumeration value="softmax"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="NN-NEURON-ID">
<xs:restriction base="xs:string"/>
</xs:simpleType>
<xs:simpleType name="NN-NEURON-IDREF">
<xs:restriction base="xs:string"/>
</xs:simpleType>
<xs:element name="NeuralInput">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DerivedField"/>
</xs:sequence>
<xs:attribute name="id" type="NN-NEURON-ID" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Neuron">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="Con"/>
</xs:sequence>
<xs:attribute name="id" type="NN-NEURON-ID" use="required"/>
<xs:attribute name="bias" type="REAL-NUMBER"/>
<xs:attribute name="width" type="REAL-NUMBER"/>
<xs:attribute name="altitude" type="REAL-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="Con">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="from" type="NN-NEURON-IDREF" use="required"/>
<xs:attribute name="weight" type="REAL-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="NeuralOutput">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="DerivedField"/>
</xs:sequence>
<xs:attribute name="outputNeuron" type="NN-NEURON-IDREF" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="ClusteringModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="ComparisonMeasure"/>
<xs:element ref="ClusteringField" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MissingValueWeights" minOccurs="0"/>
<xs:element ref="Cluster" maxOccurs="unbounded"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string" use="optional"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string" use="optional"/>
<xs:attribute name="modelClass" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="centerBased"/>
<xs:enumeration value="distributionBased"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="numberOfClusters" type="INT-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="MissingValueWeights">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="NUM-ARRAY"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="Cluster">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="KohonenMap" minOccurs="0"/>
<xs:group ref="NUM-ARRAY" minOccurs="0"/>
<xs:element ref="Partition" minOccurs="0"/>
<xs:element ref="Covariances" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="name" type="xs:string" use="optional"/>
<xs:attribute name="size" type="xs:nonNegativeInteger" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="KohonenMap">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="coord1" type="xs:float" use="optional"/>
<xs:attribute name="coord2" type="xs:float" use="optional"/>
<xs:attribute name="coord3" type="xs:float" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="Covariances">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Matrix"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="ClusteringField">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Comparisons" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="isCenterField" default="true">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="true"/>
<xs:enumeration value="false"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="fieldWeight" type="REAL-NUMBER" default="1"/>
<xs:attribute name="similarityScale" type="REAL-NUMBER" use="optional"/>
<xs:attribute name="compareFunction" type="COMPARE-FUNCTION" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="Comparisons">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Matrix"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:simpleType name="COMPARE-FUNCTION">
<xs:restriction base="xs:string">
<xs:enumeration value="absDiff"/>
<xs:enumeration value="gaussSim"/>
<xs:enumeration value="delta"/>
<xs:enumeration value="equal"/>
<xs:enumeration value="table"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="ComparisonMeasure">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:choice>
<xs:element ref="euclidean"/>
<xs:element ref="squaredEuclidean"/>
<xs:element ref="chebychev"/>
<xs:element ref="cityBlock"/>
<xs:element ref="minkowski"/>
<xs:element ref="simpleMatching"/>
<xs:element ref="jaccard"/>
<xs:element ref="tanimoto"/>
<xs:element ref="binarySimilarity"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="kind" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="distance"/>
<xs:enumeration value="similarity"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="compareFunction" type="COMPARE-FUNCTION" default="absDiff"/>
<xs:attribute name="minimum" type="NUMBER" use="optional"/>
<xs:attribute name="maximum" type="NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="euclidean">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="squaredEuclidean">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="cityBlock">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="chebychev">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="minkowski">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="p-parameter" type="NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="simpleMatching">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="jaccard">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="tanimoto">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="binarySimilarity">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="c00-parameter" type="NUMBER" use="required"/>
<xs:attribute name="c01-parameter" type="NUMBER" use="required"/>
<xs:attribute name="c10-parameter" type="NUMBER" use="required"/>
<xs:attribute name="c11-parameter" type="NUMBER" use="required"/>
<xs:attribute name="d00-parameter" type="NUMBER" use="required"/>
<xs:attribute name="d01-parameter" type="NUMBER" use="required"/>
<xs:attribute name="d10-parameter" type="NUMBER" use="required"/>
<xs:attribute name="d11-parameter" type="NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="AssociationModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="Item" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Itemset" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="AssociationRule" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="numberOfTransactions" type="INT-NUMBER" use="required"/>
<xs:attribute name="maxNumberOfItemsPerTA" type="INT-NUMBER"/>
<xs:attribute name="avgNumberOfItemsPerTA" type="REAL-NUMBER"/>
<xs:attribute name="minimumSupport" type="PROB-NUMBER" use="required"/>
<xs:attribute name="minimumConfidence" type="PROB-NUMBER" use="required"/>
<xs:attribute name="lengthLimit" type="INT-NUMBER"/>
<xs:attribute name="numberOfItems" type="INT-NUMBER" use="required"/>
<xs:attribute name="numberOfItemsets" type="INT-NUMBER" use="required"/>
<xs:attribute name="numberOfRules" type="INT-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Item">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="id" type="xs:string" use="required"/>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="mappedValue" type="xs:string"/>
<xs:attribute name="weight" type="REAL-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="Itemset">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="ItemRef"/>
</xs:sequence>
<xs:attribute name="id" type="xs:string" use="required"/>
<xs:attribute name="support" type="PROB-NUMBER"/>
<xs:attribute name="numberOfItems" type="xs:nonNegativeInteger"/>
</xs:complexType>
</xs:element>
<xs:element name="ItemRef">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="itemRef" type="xs:string" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="AssociationRule">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="antecedent" type="xs:string" use="required"/>
<xs:attribute name="consequent" type="xs:string" use="required"/>
<xs:attribute name="support" type="PROB-NUMBER" use="required"/>
<xs:attribute name="confidence" type="PROB-NUMBER" use="required"/>
<xs:attribute name="lift" type="xs:float" use="optional"/>
<xs:attribute name="id" type="xs:string" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="TreeModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="Node"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="missingValueStrategy" type="MISSING-VALUE-STRATEGY" default="none"/>
<xs:attribute name="missingValuePenalty" type="PROB-NUMBER" default="1.0"/>
<xs:attribute name="noTrueChildStrategy" type="NO-TRUE-CHILD-STRATEGY" default="returnNullPrediction"/>
<xs:attribute name="splitCharacteristic" default="multiSplit">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="binarySplit"/>
<xs:enumeration value="multiSplit"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="Node">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="PREDICATE"/>
<xs:choice>
<xs:sequence>
<xs:element ref="Partition" minOccurs="0"/>
<xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Node" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:group ref="EmbeddedModel"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="id" type="xs:string"/>
<xs:attribute name="score" type="xs:string"/>
<xs:attribute name="recordCount" type="NUMBER"/>
<xs:attribute name="defaultChild" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:group name="PREDICATE">
<xs:choice>
<xs:element ref="SimplePredicate"/>
<xs:element ref="CompoundPredicate"/>
<xs:element ref="SimpleSetPredicate"/>
<xs:element ref="True"/>
<xs:element ref="False"/>
</xs:choice>
</xs:group>
<xs:element name="SimplePredicate">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="operator" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="equal"/>
<xs:enumeration value="notEqual"/>
<xs:enumeration value="lessThan"/>
<xs:enumeration value="lessOrEqual"/>
<xs:enumeration value="greaterThan"/>
<xs:enumeration value="greaterOrEqual"/>
<xs:enumeration value="isMissing"/>
<xs:enumeration value="isNotMissing"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="value" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="CompoundPredicate">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:sequence minOccurs="2" maxOccurs="unbounded">
<xs:group ref="PREDICATE"/>
</xs:sequence>
</xs:sequence>
<xs:attribute name="booleanOperator" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="or"/>
<xs:enumeration value="and"/>
<xs:enumeration value="xor"/>
<xs:enumeration value="surrogate"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="SimpleSetPredicate">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Array"/>
</xs:sequence>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="booleanOperator" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="isIn"/>
<xs:enumeration value="isNotIn"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="True">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="False">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="ScoreDistribution">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="recordCount" type="NUMBER" use="required"/>
<xs:attribute name="confidence" type="PROB-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="MISSING-VALUE-STRATEGY">
<xs:restriction base="xs:string">
<xs:enumeration value="lastPrediction"/>
<xs:enumeration value="nullPrediction"/>
<xs:enumeration value="defaultChild"/>
<xs:enumeration value="weightedConfidence"/>
<xs:enumeration value="aggregateNodes"/>
<xs:enumeration value="none"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="NO-TRUE-CHILD-STRATEGY">
<xs:restriction base="xs:string">
<xs:enumeration value="returnNullPrediction"/>
<xs:enumeration value="returnLastPrediction"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="RegressionModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="RegressionTable" maxOccurs="unbounded"/>
<!-- optionally, specification of the decision logic -->
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="modelType" use="optional">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="linearRegression"/>
<xs:enumeration value="stepwisePolynomialRegression"/>
<xs:enumeration value="logisticRegression"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="targetFieldName" type="FIELD-NAME" use="optional"/>
<xs:attribute name="normalizationMethod" type="REGRESSIONNORMALIZATIONMETHOD" default="none"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="REGRESSIONNORMALIZATIONMETHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="none"/>
<xs:enumeration value="simplemax"/>
<xs:enumeration value="softmax"/>
<xs:enumeration value="logit"/>
<xs:enumeration value="probit"/>
<xs:enumeration value="cloglog"/>
<xs:enumeration value="exp"/>
<xs:enumeration value="loglog"/>
<xs:enumeration value="cauchit"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="RegressionTable">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="NumericPredictor" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="CategoricalPredictor" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="PredictorTerm" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="intercept" type="REAL-NUMBER" use="required"/>
<xs:attribute name="targetCategory" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="NumericPredictor">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME" use="required"/>
<xs:attribute name="exponent" type="INT-NUMBER" default="1"/>
<xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="CategoricalPredictor">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME" use="required"/>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="PredictorTerm">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="FieldRef" minOccurs="1" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="RuleSetModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="RuleSet"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string" use="optional"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="RuleSet">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="RuleSelectionMethod" minOccurs="1" maxOccurs="unbounded"/>
<xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="Rule" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="recordCount" type="NUMBER" use="optional"/>
<xs:attribute name="nbCorrect" type="NUMBER" use="optional"/>
<xs:attribute name="defaultScore" type="xs:string" use="optional"/>
<xs:attribute name="defaultConfidence" type="NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="RuleSelectionMethod">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="criterion" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="weightedSum"/>
<xs:enumeration value="weightedMax"/>
<xs:enumeration value="firstHit"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:group name="Rule">
<xs:choice>
<xs:element ref="SimpleRule"/>
<xs:element ref="CompoundRule"/>
</xs:choice>
</xs:group>
<xs:element name="SimpleRule">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="PREDICATE"/>
<xs:element ref="ScoreDistribution" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="id" type="xs:string" use="optional"/>
<xs:attribute name="score" type="xs:string" use="required"/>
<xs:attribute name="recordCount" type="NUMBER" use="optional"/>
<xs:attribute name="nbCorrect" type="NUMBER" use="optional"/>
<xs:attribute name="confidence" type="NUMBER" use="optional"/>
<xs:attribute name="weight" type="NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="CompoundRule">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="PREDICATE"/>
<xs:group ref="Rule" minOccurs="1" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="SupportVectorMachineModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:sequence>
<xs:choice>
<xs:element ref="LinearKernelType"/>
<xs:element ref="PolynomialKernelType"/>
<xs:element ref="RadialBasisKernelType"/>
<xs:element ref="SigmoidKernelType"/>
</xs:choice>
</xs:sequence>
<xs:element ref="VectorDictionary"/>
<xs:element ref="SupportVectorMachine" maxOccurs="unbounded"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string" use="optional"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string" use="optional"/>
<xs:attribute name="threshold" type="REAL-NUMBER" use="optional" default="0"/>
<xs:attribute name="svmRepresentation" type="SVM-REPRESENTATION" use="optional" default="SupportVectors"/>
<xs:attribute name="classificationMethod" type="SVM-CLASSIFICATION-METHOD" use="optional" default="OneAgainstAll"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="SVM-CLASSIFICATION-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="OneAgainstAll"/>
<xs:enumeration value="OneAgainstOne"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="SVM-REPRESENTATION">
<xs:restriction base="xs:string">
<xs:enumeration value="SupportVectors"/>
<xs:enumeration value="Coefficients"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="LinearKernelType">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="description" type="xs:string" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="PolynomialKernelType">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="description" type="xs:string" use="optional"/>
<xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
<xs:attribute name="coef0" type="REAL-NUMBER" use="optional" default="1"/>
<xs:attribute name="degree" type="REAL-NUMBER" use="optional" default="1"/>
</xs:complexType>
</xs:element>
<xs:element name="RadialBasisKernelType">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="description" type="xs:string" use="optional"/>
<xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
</xs:complexType>
</xs:element>
<xs:element name="SigmoidKernelType">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="description" type="xs:string" use="optional"/>
<xs:attribute name="gamma" type="REAL-NUMBER" use="optional" default="1"/>
<xs:attribute name="coef0" type="REAL-NUMBER" use="optional" default="1"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="VECTOR-ID">
<xs:restriction base="xs:string"/>
</xs:simpleType>
<xs:element name="VectorDictionary">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="VectorFields"/>
<xs:element ref="VectorInstance" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="numberOfVectors" type="INT-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="VectorFields">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="FieldRef" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="numberOfFields" type="INT-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="VectorInstance">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:choice>
<xs:element ref="REAL-SparseArray"/>
<xs:group ref="REAL-ARRAY"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="id" type="VECTOR-ID" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="SupportVectorMachine">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="SupportVectors" minOccurs="0"/>
<xs:element ref="Coefficients"/>
</xs:sequence>
<xs:attribute name="targetCategory" type="xs:string" use="optional"/>
<xs:attribute name="alternateTargetCategory" type="xs:string" use="optional"/>
<xs:attribute name="threshold" type="REAL-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="SupportVectors">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="SupportVector" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="numberOfSupportVectors" type="INT-NUMBER" use="optional"/>
<xs:attribute name="numberOfAttributes" type="INT-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="SupportVector">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="vectorId" type="VECTOR-ID" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Coefficients">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Coefficient" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="numberOfCoefficients" type="INT-NUMBER" use="optional"/>
<xs:attribute name="absoluteValue" type="REAL-NUMBER" use="optional" default="0"/>
</xs:complexType>
</xs:element>
<xs:element name="Coefficient">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="value" type="REAL-NUMBER" use="optional" default="0"/>
</xs:complexType>
</xs:element>
<xs:element name="TextModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="TextDictionary"/>
<xs:element ref="TextCorpus"/>
<xs:element ref="DocumentTermMatrix"/>
<xs:element ref="TextModelNormalization" minOccurs="0"/>
<xs:element ref="TextModelSimiliarity" minOccurs="0"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="numberOfTerms" type="xs:integer" use="required"/>
<xs:attribute name="numberOfDocuments" type="xs:integer" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="TextDictionary">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Taxonomy" minOccurs="0"/>
<xs:group ref="STRING-ARRAY"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="TextCorpus">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="TextDocument" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="TextDocument">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="id" type="xs:string" use="required"/>
<xs:attribute name="name" type="xs:string" use="optional"/>
<xs:attribute name="length" type="INT-NUMBER" use="optional"/>
<xs:attribute name="file" type="xs:string" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="DocumentTermMatrix">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Matrix"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="TextModelNormalization">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="localTermWeights" default="termFrequency">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="termFrequency"/>
<xs:enumeration value="binary"/>
<xs:enumeration value="logarithmic"/>
<xs:enumeration value="augmentedNormalizedTermFrequency"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="globalTermWeights" default="inverseDocumentFrequency">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="inverseDocumentFrequency"/>
<xs:enumeration value="none"/>
<xs:enumeration value="GFIDF"/>
<xs:enumeration value="normal"/>
<xs:enumeration value="probabilisticInverse"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="documentNormalization" default="none">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="none"/>
<xs:enumeration value="cosine"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="TextModelSimiliarity">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="similarityType">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="euclidean"/>
<xs:enumeration value="cosine"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="GeneralRegressionModel">
<xs:complexType>
<xs:sequence>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="Extension"/>
<xs:element ref="MiningSchema"/>
<xs:element minOccurs="0" ref="Output"/>
<xs:element minOccurs="0" ref="ModelStats"/>
<xs:element ref="ModelExplanation" minOccurs="0"/>
<xs:element minOccurs="0" ref="Targets"/>
<xs:element minOccurs="0" ref="LocalTransformations"/>
<xs:element ref="ParameterList"/>
<xs:element minOccurs="0" ref="FactorList"/>
<xs:element minOccurs="0" ref="CovariateList"/>
<xs:element ref="PPMatrix"/>
<xs:element minOccurs="0" ref="PCovMatrix"/>
<xs:element ref="ParamMatrix"/>
<xs:element minOccurs="0" ref="EventValues"/>
<xs:element minOccurs="0" ref="BaseCumHazardTables"/>
<xs:element ref="ModelVerification" minOccurs="0"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="targetVariableName" type="FIELD-NAME"/>
<xs:attribute name="modelType" use="required">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="regression"/>
<xs:enumeration value="generalLinear"/>
<xs:enumeration value="multinomialLogistic"/>
<xs:enumeration value="ordinalMultinomial"/>
<xs:enumeration value="generalizedLinear"/>
<xs:enumeration value="CoxRegression"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="targetReferenceCategory" type="xs:string"/>
<xs:attribute name="cumulativeLink" type="CUMULATIVE-LINK-FUNCTION"/>
<xs:attribute name="linkFunction" type="LINK-FUNCTION"/>
<xs:attribute name="linkParameter" type="REAL-NUMBER"/>
<xs:attribute name="trialsVariable" type="FIELD-NAME"/>
<xs:attribute name="trialsValue" type="INT-NUMBER"/>
<xs:attribute name="distribution">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="binomial"/>
<xs:enumeration value="gamma"/>
<xs:enumeration value="igauss"/>
<xs:enumeration value="negbin"/>
<xs:enumeration value="normal"/>
<xs:enumeration value="poisson"/>
<xs:enumeration value="tweedie"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
<xs:attribute name="distParameter" type="REAL-NUMBER"/>
<xs:attribute name="offsetVariable" type="FIELD-NAME"/>
<xs:attribute name="offsetValue" type="REAL-NUMBER"/>
<xs:attribute name="modelDF" type="REAL-NUMBER"/>
<xs:attribute name="endTimeVariable" type="FIELD-NAME"/>
<xs:attribute name="startTimeVariable" type="FIELD-NAME"/>
<xs:attribute name="subjectIDVariable" type="FIELD-NAME"/>
<xs:attribute name="statusVariable" type="FIELD-NAME"/>
<xs:attribute name="baselineStrataVariable" type="FIELD-NAME"/>
</xs:complexType>
</xs:element>
<xs:element name="ParameterList">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Parameter" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="Parameter">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="name" type="xs:string" use="required"/>
<xs:attribute name="label" type="xs:string"/>
<xs:attribute name="referencePoint" type="REAL-NUMBER" default="0"/>
</xs:complexType>
</xs:element>
<xs:element name="FactorList">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="Predictor"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="CovariateList">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="Predictor"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="Predictor">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Matrix" minOccurs="0"/>
</xs:sequence>
<xs:attribute name="name" type="FIELD-NAME" use="required"/>
<xs:attribute name="contrastMatrixType" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="PPMatrix">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="PPCell" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="PPCell">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="predictorName" type="FIELD-NAME" use="required"/>
<xs:attribute name="parameterName" type="xs:string" use="required"/>
<xs:attribute name="targetCategory" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="PCovMatrix">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element maxOccurs="unbounded" ref="PCovCell"/>
</xs:sequence>
<xs:attribute name="type">
<xs:simpleType>
<xs:restriction base="xs:string">
<xs:enumeration value="model"/>
<xs:enumeration value="robust"/>
</xs:restriction>
</xs:simpleType>
</xs:attribute>
</xs:complexType>
</xs:element>
<xs:element name="PCovCell">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="pRow" type="xs:string" use="required"/>
<xs:attribute name="pCol" type="xs:string" use="required"/>
<xs:attribute name="tRow" type="xs:string"/>
<xs:attribute name="tCol" type="xs:string"/>
<xs:attribute name="value" type="REAL-NUMBER" use="required"/>
<xs:attribute name="targetCategory" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="ParamMatrix">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="PCell" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="PCell">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="targetCategory" type="xs:string"/>
<xs:attribute name="parameterName" type="xs:string" use="required"/>
<xs:attribute name="beta" type="REAL-NUMBER" use="required"/>
<xs:attribute name="df" type="INT-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="BaseCumHazardTables">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:choice>
<xs:element maxOccurs="unbounded" ref="BaselineStratum"/>
<xs:element maxOccurs="unbounded" ref="BaselineCell"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="maxTime" type="REAL-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="BaselineStratum">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="BaselineCell"/>
</xs:sequence>
<xs:attribute name="value" type="xs:string" use="required"/>
<xs:attribute name="label" type="xs:string"/>
<xs:attribute name="maxTime" type="REAL-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="BaselineCell">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="time" type="REAL-NUMBER" use="required"/>
<xs:attribute name="cumHazard" type="REAL-NUMBER" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="EventValues">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="Value"/>
<xs:element minOccurs="0" maxOccurs="unbounded" ref="Interval"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:simpleType name="CUMULATIVE-LINK-FUNCTION">
<xs:restriction base="xs:string">
<xs:enumeration value="logit"/>
<xs:enumeration value="probit"/>
<xs:enumeration value="cloglog"/>
<xs:enumeration value="loglog"/>
<xs:enumeration value="cauchit"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="LINK-FUNCTION">
<xs:restriction base="xs:string">
<xs:enumeration value="cloglog"/>
<xs:enumeration value="identity"/>
<xs:enumeration value="log"/>
<xs:enumeration value="logc"/>
<xs:enumeration value="logit"/>
<xs:enumeration value="loglog"/>
<xs:enumeration value="negbin"/>
<xs:enumeration value="oddspower"/>
<xs:enumeration value="power"/>
<xs:enumeration value="probit"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="SequenceModel">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="MiningSchema"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="Constraints" minOccurs="0"/>
<xs:element ref="Item" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Itemset" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="SetPredicate" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Sequence" maxOccurs="unbounded"/>
<xs:element ref="SequenceRule" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="modelName" type="xs:string"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string"/>
<xs:attribute name="numberOfTransactions" type="INT-NUMBER"/>
<xs:attribute name="maxNumberOfItemsPerTransaction" type="INT-NUMBER"/>
<xs:attribute name="avgNumberOfItemsPerTransaction" type="REAL-NUMBER"/>
<xs:attribute name="numberOfTransactionGroups" type="INT-NUMBER"/>
<xs:attribute name="maxNumberOfTAsPerTAGroup" type="INT-NUMBER"/>
<xs:attribute name="avgNumberOfTAsPerTAGroup" type="REAL-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:element name="Constraints">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="minimumNumberOfItems" type="INT-NUMBER" default="1"/>
<xs:attribute name="maximumNumberOfItems" type="INT-NUMBER"/>
<xs:attribute name="minimumNumberOfAntecedentItems" type="INT-NUMBER" default="1"/>
<xs:attribute name="maximumNumberOfAntecedentItems" type="INT-NUMBER"/>
<xs:attribute name="minimumNumberOfConsequentItems" type="INT-NUMBER" default="1"/>
<xs:attribute name="maximumNumberOfConsequentItems" type="INT-NUMBER"/>
<xs:attribute name="minimumSupport" type="REAL-NUMBER" default="0"/>
<xs:attribute name="minimumConfidence" type="REAL-NUMBER" default="0"/>
<xs:attribute name="minimumLift" type="REAL-NUMBER" default="0"/>
<xs:attribute name="minimumTotalSequenceTime" type="REAL-NUMBER" default="0"/>
<xs:attribute name="maximumTotalSequenceTime" type="REAL-NUMBER"/>
<xs:attribute name="minimumItemsetSeparationTime" type="REAL-NUMBER" default="0"/>
<xs:attribute name="maximumItemsetSeparationTime" type="REAL-NUMBER"/>
<xs:attribute name="minimumAntConsSeparationTime" type="REAL-NUMBER" default="0"/>
<xs:attribute name="maximumAntConsSeparationTime" type="REAL-NUMBER"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="ELEMENT-ID">
<xs:restriction base="xs:string">
</xs:restriction>
</xs:simpleType>
<xs:element name="SetPredicate">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="STRING-ARRAY"/>
</xs:sequence>
<xs:attribute name="id" type="ELEMENT-ID" use="required"/>
<xs:attribute name="field" type="FIELD-NAME" use="required"/>
<xs:attribute name="operator" type="xs:string" fixed="supersetOf"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="DELIMITER">
<xs:restriction base="xs:string">
<xs:enumeration value="sameTimeWindow"/>
<xs:enumeration value="acrossTimeWindows"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="GAP">
<xs:restriction base="xs:string">
<xs:enumeration value="true"/>
<xs:enumeration value="false"/>
<xs:enumeration value="unknown"/>
</xs:restriction>
</xs:simpleType>
<xs:element name="Delimiter">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="delimiter" type="DELIMITER" use="required"/>
<xs:attribute name="gap" type="GAP" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Time">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="min" type="NUMBER"/>
<xs:attribute name="max" type="NUMBER"/>
<xs:attribute name="mean" type="NUMBER"/>
<xs:attribute name="standardDeviation" type="NUMBER"/>
</xs:complexType>
</xs:element>
<xs:group name="FOLLOW-SET">
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Delimiter"/>
<xs:element ref="Time" minOccurs="0"/>
<xs:element ref="SetReference"/>
</xs:sequence>
</xs:group>
<xs:element name="Sequence">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>