<?xml version='1.0' encoding='utf-8' standalone='no' ?>
<process version="5.3.015">
  <context>
    <input />
    <output />
    <macros />
  </context>
  <operator activated="true" class="process" compatibility="5.3.015" 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="retrieve" compatibility="5.3.015" expanded="true" height="60" name="Retrieve Iris" width="90" x="45" y="75">
        <parameter key="repository_entry" value="//Samples/data/Iris" />
      </operator>
      <operator activated="true" class="split_data" compatibility="5.3.015" expanded="true" height="94" name="Split Data" width="90" x="179" y="30">
        <enumeration key="partitions">
          <parameter key="ratio" value="0.7" />
          <parameter key="ratio" value="0.3" />
        </enumeration>
        <parameter key="sampling_type" value="shuffled sampling" />
        <parameter key="use_local_random_seed" value="true" />
        <parameter key="local_random_seed" value="1992" />
      </operator>
      <operator activated="true" class="optimize_parameters_grid" compatibility="5.3.015" expanded="true" height="112" name="Optimize Parameters (Grid)" width="90" x="45" y="165">
        <list key="parameters">
          <parameter key="k-NN.k" value="[1.0;10.0;10;linear]" />
        </list>
        <process expanded="true">
          <operator activated="true" class="x_validation" compatibility="5.3.015" expanded="true" height="112" name="Validation" width="90" x="112" y="30">
            <parameter key="create_complete_model" value="false" />
            <parameter key="average_performances_only" value="true" />
            <parameter key="leave_one_out" value="false" />
            <parameter key="number_of_validations" value="10" />
            <parameter key="sampling_type" value="stratified sampling" />
            <parameter key="use_local_random_seed" value="false" />
            <parameter key="local_random_seed" value="1992" />
            <process expanded="true">
              <operator activated="true" class="k_nn" compatibility="5.3.015" expanded="true" height="76" name="k-NN" width="90" x="45" y="75">
                <parameter key="k" value="10" />
                <parameter key="weighted_vote" value="false" />
                <parameter key="measure_types" value="NumericalMeasures" />
                <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>
              <connect from_port="training" to_op="k-NN" to_port="training set" />
              <connect from_op="k-NN" from_port="model" to_port="model" />
              <portSpacing port="source_training" spacing="0" />
              <portSpacing port="sink_model" spacing="0" />
              <portSpacing port="sink_through 1" spacing="0" />
            </process>
            <process expanded="true">
              <operator activated="true" class="apply_model" compatibility="5.3.015" expanded="true" height="76" name="Apply Model" width="90" x="45" y="30">
                <list key="application_parameters" />
                <parameter key="create_view" value="false" />
              </operator>
              <operator activated="true" class="performance" compatibility="5.3.015" expanded="true" height="76" name="Performance" width="90" x="45" y="120">
                <parameter key="use_example_weights" value="true" />
              </operator>
              <connect from_port="model" to_op="Apply Model" to_port="model" />
              <connect from_port="test set" to_op="Apply Model" to_port="unlabelled data" />
              <connect from_op="Apply Model" from_port="labelled data" to_op="Performance" to_port="labelled data" />
              <connect from_op="Performance" from_port="performance" to_port="averagable 1" />
              <portSpacing port="source_model" spacing="0" />
              <portSpacing port="source_test set" spacing="0" />
              <portSpacing port="source_through 1" spacing="0" />
              <portSpacing port="sink_averagable 1" spacing="0" />
              <portSpacing port="sink_averagable 2" spacing="0" />
            </process>
          </operator>
          <connect from_port="input 1" to_op="Validation" to_port="training" />
          <connect from_op="Validation" from_port="model" to_port="result 1" />
          <connect from_op="Validation" from_port="averagable 1" to_port="performance" />
          <portSpacing port="source_input 1" spacing="0" />
          <portSpacing port="source_input 2" spacing="0" />
          <portSpacing port="sink_performance" spacing="0" />
          <portSpacing port="sink_result 1" spacing="0" />
          <portSpacing port="sink_result 2" spacing="0" />
        </process>
      </operator>
      <operator activated="true" class="multiply" compatibility="5.3.015" expanded="true" height="94" name="Multiply" width="90" x="313" y="75" />
      <operator activated="true" class="apply_model" compatibility="5.3.015" expanded="true" height="76" name="Apply Model (2)" width="90" x="246" y="210">
        <list key="application_parameters" />
        <parameter key="create_view" value="false" />
      </operator>
      <operator activated="true" class="performance" compatibility="5.3.015" expanded="true" height="76" name="Performance (2)" width="90" x="380" y="210">
        <parameter key="use_example_weights" value="true" />
      </operator>
      <connect from_op="Retrieve Iris" from_port="output" to_op="Split Data" to_port="example set" />
      <connect from_op="Split Data" from_port="partition 1" to_op="Optimize Parameters (Grid)" to_port="input 1" />
      <connect from_op="Split Data" from_port="partition 2" to_op="Apply Model (2)" to_port="unlabelled data" />
      <connect from_op="Optimize Parameters (Grid)" from_port="result 1" to_op="Multiply" to_port="input" />
      <connect from_op="Multiply" from_port="output 1" to_op="Apply Model (2)" to_port="model" />
      <connect from_op="Multiply" from_port="output 2" to_port="result 2" />
      <connect from_op="Apply Model (2)" from_port="labelled data" to_op="Performance (2)" to_port="labelled data" />
      <connect from_op="Performance (2)" 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>
