BAN-706-043-Final-Project-Martinez-Suarez-Julio-Mod-14-kNN-Numerical.rmp

<?xml version="1.0" encoding="UTF-8"?><process version="9.10.006">
  <context>
    <input/>
    <output/>
    <macros/>
  </context>
  <operator activated="true" class="process" compatibility="9.10.006" expanded="true" name="Process">
    <parameter key="logverbosity" value="init"/>
    <parameter key="random_seed" value="2001"/>
    <parameter key="send_mail" value="never"/>
    <parameter key="notification_email" value=""/>
    <parameter key="process_duration_for_mail" value="30"/>
    <parameter key="encoding" value="SYSTEM"/>
    <process expanded="true">
      <operator activated="true" class="read_excel" compatibility="9.10.006" expanded="true" height="68" name="Read Excel (2)" width="90" x="45" y="85">
        <parameter key="excel_file" value="C:\Users\julio\OneDrive\Documents\UNR - Master\BAN-706\Module-014-BAN-706\HabermansSurvivalData.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="1"/>
        <parameter key="imported_cell_range" value="A1"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Age.true.integer.attribute"/>
          <parameter key="1" value="Year of Operation.true.integer.attribute"/>
          <parameter key="2" value="Number of positive axillary nodes detected.true.integer.attribute"/>
          <parameter key="3" value="Survival status.true.integer.label"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
      </operator>
      <operator activated="true" class="split_data" compatibility="9.10.006" expanded="true" height="82" name="Split Data" width="90" x="246" y="85">
        <enumeration key="partitions">
          <parameter key="ratio" value="0.7"/>
          <parameter key="ratio" value="0.3"/>
        </enumeration>
        <parameter key="sampling_type" value="stratified sampling"/>
        <parameter key="use_local_random_seed" value="true"/>
        <parameter key="local_random_seed" value="1992"/>
      </operator>
      <operator activated="true" class="k_nn" compatibility="9.10.006" expanded="true" height="82" name="k-NN" width="90" x="447" y="34">
        <parameter key="k" value="3"/>
        <parameter key="weighted_vote" value="true"/>
        <parameter key="measure_types" value="MixedMeasures"/>
        <parameter key="mixed_measure" value="MixedEuclideanDistance"/>
        <parameter key="nominal_measure" value="NominalDistance"/>
        <parameter key="numerical_measure" value="EuclideanDistance"/>
        <parameter key="divergence" value="GeneralizedIDivergence"/>
        <parameter key="kernel_type" value="radial"/>
        <parameter key="kernel_gamma" value="1.0"/>
        <parameter key="kernel_sigma1" value="1.0"/>
        <parameter key="kernel_sigma2" value="0.0"/>
        <parameter key="kernel_sigma3" value="2.0"/>
        <parameter key="kernel_degree" value="3.0"/>
        <parameter key="kernel_shift" value="1.0"/>
        <parameter key="kernel_a" value="1.0"/>
        <parameter key="kernel_b" value="0.0"/>
      </operator>
      <operator activated="true" class="apply_model" compatibility="9.10.006" expanded="true" height="82" name="Apply Model (2)" width="90" x="581" y="34">
        <list key="application_parameters"/>
        <parameter key="create_view" value="false"/>
      </operator>
      <operator activated="true" class="performance" compatibility="9.10.006" expanded="true" height="82" name="Performance k-NN" width="90" x="715" y="289">
        <parameter key="use_example_weights" value="true"/>
      </operator>
      <connect from_op="Read Excel (2)" from_port="output" to_op="Split Data" to_port="example set"/>
      <connect from_op="Split Data" from_port="partition 1" to_op="k-NN" to_port="training set"/>
      <connect from_op="k-NN" from_port="model" to_op="Apply Model (2)" to_port="model"/>
      <connect from_op="k-NN" from_port="exampleSet" to_op="Apply Model (2)" to_port="unlabelled data"/>
      <connect from_op="Apply Model (2)" from_port="labelled data" to_op="Performance k-NN" to_port="labelled data"/>
      <connect from_op="Apply Model (2)" from_port="model" to_port="result 2"/>
      <connect from_op="Performance k-NN" from_port="performance" to_port="result 1"/>
      <portSpacing port="source_input 1" spacing="0"/>
      <portSpacing port="sink_result 1" spacing="0"/>
      <portSpacing port="sink_result 2" spacing="0"/>
      <portSpacing port="sink_result 3" spacing="0"/>
    </process>
  </operator>
</process>