<?xml version="1.0" encoding="iso-8859-15"?>
<DESCRIPTION>
  <Classifier_Name>3_TPB_BM_knn_001</Classifier_Name>
  <Dissemination_Level>
Global
</Dissemination_Level>
  <Accessibility>
Public
</Accessibility>
  <Version>
001
</Version>
  <Learning_Algorithm>KNN</Learning_Algorithm>
  <Release_Date>
2006-03-13
</Release_Date>
  <Question_to_solve>
    <id>Benign_VS_Malignant</id>
    <class>Benign</class>
    <class>Malignant</class>
  </Question_to_solve>
  <Study_Description>
Benign vs Malignant Classification of Soft Tissue Tumours based on MRI findings. 

</Study_Description>
  <Developer_Centre>IBIME UPV</Developer_Centre>
  <Node_mail>
javirob@IBIME UPV.upv.es
</Node_mail>
  <Needed_Data>
    <Data>Age</Data>
    <Data>Clinical_Presentation</Data>
    <Data>Location</Data>
    <Data>Size</Data>
    <Data>Shape</Data>
    <Data>T1_Hyperintense_Tracts</Data>
    <Data>T1_Signal_Intensity</Data>
    <Data>T2_Signal_Intensity</Data>
    <Data>Margins</Data>
    <Data>Homogeneity</Data>
    <Data>Edema</Data>
    <Data>Multiplicity</Data>
    <Data>Target_Appearance</Data>
    <Data>Dependence</Data>
    <Data>Muscular_Atrophy</Data>
    <Data>Calcification</Data>
    <Data>Vessels</Data>
    <Data>Intratumoral_Hemorrhage</Data>
    <Data>Fat</Data>
    <Data>Fibrosis</Data>
    <Data>Fascial_Relationship</Data>
    <Data>Bone_Alteration</Data>
  </Needed_Data>
  <TDF>
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        <row>
          <column>I1066</column>
        </row>
        <row>
          <column>I1067</column>
        </row>
        <row>
          <column>I1069</column>
        </row>
        <row>
          <column>I1070</column>
        </row>
        <row>
          <column>I1071</column>
        </row>
        <row>
          <column>I1072</column>
        </row>
        <row>
          <column>I1073</column>
        </row>
        <row>
          <column>I1074</column>
        </row>
        <row>
          <column>I1080</column>
        </row>
        <row>
          <column>I1083</column>
        </row>
        <row>
          <column>I1087</column>
        </row>
        <row>
          <column>I1088</column>
        </row>
        <row>
          <column>I1090</column>
        </row>
        <row>
          <column>I1102</column>
        </row>
        <row>
          <column>I1107</column>
        </row>
        <row>
          <column>I1108</column>
        </row>
        <row>
          <column>I1109</column>
        </row>
        <row>
          <column>I1115</column>
        </row>
        <row>
          <column>I1140</column>
        </row>
        <row>
          <column>I1149</column>
        </row>
        <row>
          <column>I1161</column>
        </row>
        <row>
          <column>I1260</column>
        </row>
        <row>
          <column>I1275</column>
        </row>
        <row>
          <column>I1278</column>
        </row>
        <row>
          <column>I1283</column>
        </row>
        <row>
          <column>I1285</column>
        </row>
        <row>
          <column>I1376</column>
        </row>
        <row>
          <column>I1377</column>
        </row>
        <row>
          <column>I1378</column>
        </row>
        <row>
          <column>I1379</column>
        </row>
        <row>
          <column>I1381</column>
        </row>
        <row>
          <column>I1385</column>
        </row>
        <row>
          <column>I1388</column>
        </row>
        <row>
          <column>I1390</column>
        </row>
        <row>
          <column>I1411</column>
        </row>
        <row>
          <column>I0055</column>
        </row>
        <row>
          <column>I0060</column>
        </row>
        <row>
          <column>I0068</column>
        </row>
        <row>
          <column>I0069</column>
        </row>
      </Matrix>
    </Identifiers>
  </TDF>
  <Needed_features>
    <SF>
      <Clinical>
        <Age>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Age>
        <Clinical_Presentation>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Clinical_Presentation>
        <Location>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Location>
        <Size>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Size>
        <Shape>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Shape>
        <T1_Hyperintense_Tracts>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </T1_Hyperintense_Tracts>
        <T1_Signal_Intensity>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </T1_Signal_Intensity>
        <T2_Signal_Intensity>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </T2_Signal_Intensity>
        <Margins>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Margins>
        <Homogeneity>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Homogeneity>
        <Edema>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Edema>
        <Multiplicity>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Multiplicity>
        <Target_Appearance>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Target_Appearance>
        <Dependence>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Dependence>
        <Muscular_Atrophy>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Muscular_Atrophy>
        <Calcification>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Calcification>
        <Vessels>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Vessels>
        <Intratumoral_Hemorrhage>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Intratumoral_Hemorrhage>
        <Fat>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Fat>
        <Fibrosis>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Fibrosis>
        <Fascial_Relationship>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Fascial_Relationship>
        <Bone_Alteration>
          <Matrix>
            <row>
              <column>1</column>
            </row>
          </Matrix>
        </Bone_Alteration>
      </Clinical>
    </SF>
  </Needed_features>
  <OtherInfo>0.88</OtherInfo>
</DESCRIPTION>