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pmml-4-2.xsd
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pmml-4-2.xsd
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<xs:schema xmlns:xs="http://www.w3.org/2001/XMLSchema" xmlns="http://www.dmg.org/PMML-4_2" elementFormDefault="unqualified" targetNamespace="http://www.dmg.org/PMML-4_2">
<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:attribute name="mapMissingTo" type="xs:string"/>
<xs:attribute name="defaultValue" type="xs:string"/>
<xs:attribute name="invalidValueTreatment" type="INVALID-VALUE-TREATMENT-METHOD" default="returnInvalid"/>
</xs:complexType>
</xs:element>
<xs:element name="MiningModel">
<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:choice minOccurs="0" maxOccurs="unbounded">
<xs:element ref="Regression"/>
<xs:element ref="DecisionTree"/>
</xs:choice>
<xs:element ref="Segmentation" 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" use="optional"/>
<xs:attribute name="functionName" type="MINING-FUNCTION" use="required"/>
<xs:attribute name="algorithmName" type="xs:string" use="optional"/>
<xs:attribute name="isScorable" type="xs:boolean" default="true"/>
</xs:complexType>
</xs:element>
<xs:element name="Segmentation">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Segment" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="multipleModelMethod" type="MULTIPLE-MODEL-METHOD" use="required"/>
</xs:complexType>
</xs:element>
<xs:element name="Segment">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:group ref="PREDICATE"/>
<xs:group ref="MODEL-ELEMENT"/>
</xs:sequence>
<xs:attribute name="id" type="xs:string" use="optional"/>
<xs:attribute name="weight" type="NUMBER" use="optional" default="1"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="MULTIPLE-MODEL-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="majorityVote"/>
<xs:enumeration value="weightedMajorityVote"/>
<xs:enumeration value="average"/>
<xs:enumeration value="weightedAverage"/>
<xs:enumeration value="median"/>
<xs:enumeration value="max"/>
<xs:enumeration value="sum"/>
<xs:enumeration value="selectFirst"/>
<xs:enumeration value="selectAll"/>
<xs:enumeration value="modelChain"/>
</xs:restriction>
</xs:simpleType>
<xs:group name="EmbeddedModel">
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:choice>
<xs:element ref="Regression"/>
<xs:element ref="DecisionTree"/>
</xs:choice>
</xs:sequence>
</xs:group>
<xs:element name="ResultField">
<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="feature" type="RESULT-FEATURE"/>
<xs:attribute name="value" type="xs:string"/>
</xs:complexType>
</xs:element>
<xs:element name="Regression">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="ResultField" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="RegressionTable" 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="normalizationMethod" type="REGRESSIONNORMALIZATIONMETHOD" default="none"/>
</xs:complexType>
</xs:element>
<xs:element name="DecisionTree">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Output" minOccurs="0"/>
<xs:element ref="ModelStats" minOccurs="0"/>
<xs:element ref="Targets" minOccurs="0"/>
<xs:element ref="LocalTransformations" minOccurs="0"/>
<xs:element ref="ResultField" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="Node"/>
</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="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="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="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:attribute name="isScorable" type="xs:boolean" default="true"/>
</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="leverage" type="xs:float" use="optional"/>
<xs:attribute name="affinity" type="PROB-NUMBER" use="optional"/>
<xs:attribute name="id" type="xs:string" use="optional"/>
</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:attribute name="isScorable" type="xs:boolean" default="true"/>
</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" default="1"/>
<xs:attribute name="weight" type="NUMBER" use="optional" default="1"/>
</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="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="1" 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:attribute name="isScorable" type="xs:boolean" default="true"/>
</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="id" type="xs:string" use="optional"/>
<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="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"/>
<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:attribute name="isScorable" type="xs:boolean" default="true"/>
</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="name" type="FIELD-NAME"/>
<xs:attribute name="coefficient" type="REAL-NUMBER" use="required"/>
</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:attribute name="isScorable" type="xs:boolean" default="true"/>
</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="NearestNeighborModel">
<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="TrainingInstances"/>
<xs:element ref="ComparisonMeasure"/>
<xs:element ref="KNNInputs"/>
<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="numberOfNeighbors" type="INT-NUMBER" use="required"/>
<xs:attribute name="continuousScoringMethod" type="CONT-SCORING-METHOD" default="average"/>
<xs:attribute name="categoricalScoringMethod" type="CAT-SCORING-METHOD" default="majorityVote"/>
<xs:attribute name="instanceIdVariable" type="xs:string"/>
<xs:attribute name="threshold" type="REAL-NUMBER" default="0.001"/>
<xs:attribute name="isScorable" type="xs:boolean" default="true"/>
</xs:complexType>
</xs:element>
<xs:element name="TrainingInstances">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="InstanceFields"/>
<xs:choice>
<xs:element ref="TableLocator"/>
<xs:element ref="InlineTable"/>
</xs:choice>
</xs:sequence>
<xs:attribute name="isTransformed" type="xs:boolean" default="false"/>
<xs:attribute name="recordCount" type="INT-NUMBER" use="optional"/>
<xs:attribute name="fieldCount" type="INT-NUMBER" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="InstanceFields">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="InstanceField" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="InstanceField">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
</xs:sequence>
<xs:attribute name="field" type="xs:string" use="required"/>
<xs:attribute name="column" type="xs:string" use="optional"/>
</xs:complexType>
</xs:element>
<xs:element name="KNNInputs">
<xs:complexType>
<xs:sequence>
<xs:element ref="Extension" minOccurs="0" maxOccurs="unbounded"/>
<xs:element ref="KNNInput" maxOccurs="unbounded"/>
</xs:sequence>
</xs:complexType>
</xs:element>
<xs:element name="KNNInput">
<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="fieldWeight" type="REAL-NUMBER" default="1"/>
<xs:attribute name="compareFunction" type="COMPARE-FUNCTION"/>
</xs:complexType>
</xs:element>
<xs:simpleType name="CONT-SCORING-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="median"/>
<xs:enumeration value="average"/>
<xs:enumeration value="weightedAverage"/>
</xs:restriction>
</xs:simpleType>
<xs:simpleType name="CAT-SCORING-METHOD">
<xs:restriction base="xs:string">
<xs:enumeration value="majorityVote"/>
<xs:enumeration value="weightedMajorityVote"/>
</xs:restriction>
</xs:simpleType>
<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="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:group ref="MODEL-ELEMENT"/>
</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:group name="MODEL-ELEMENT">
<xs:choice>
<xs:element ref="AssociationModel"/>
<xs:element ref="BaselineModel"/>
<xs:element ref="ClusteringModel"/>
<xs:element ref="GeneralRegressionModel"/>
<xs:element ref="MiningModel"/>
<xs:element ref="NaiveBayesModel"/>
<xs:element ref="NearestNeighborModel"/>
<xs:element ref="NeuralNetwork"/>
<xs:element ref="RegressionModel"/>
<xs:element ref="RuleSetModel"/>
<xs:element ref="SequenceModel"/>
<xs:element ref="Scorecard"/>
<xs:element ref="SupportVectorMachineModel"/>
<xs:element ref="TextModel"/>
<xs:element ref="TimeSeriesModel"/>
<xs:element ref="TreeModel"/>
</xs:choice>
</xs:group>
<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:enumeration value="mixed"/>
</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:simpleType>
<xs:simpleType name="INT-NUMBER">
<xs:restriction base="xs:integer"/>
</xs:simpleType>
<xs:simpleType name="REAL-NUMBER">
<xs:restriction base="xs:double"/>
</xs:simpleType>
<xs:simpleType name="PROB-NUMBER">
<xs:restriction base="xs:decimal"/>
</xs:simpleType>
<xs:simpleType name="PERCENTAGE-NUMBER">
<xs:restriction base="xs:decimal"/>
</xs:simpleType>
<xs:simpleType name="FIELD-NAME">
<xs:restriction base="xs:string"/>
</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">