A program to recognize and reward our most engaged community members
<?xml version="1.0" encoding="UTF-8" standalone="no"?><process version="5.1.003"> <context> <input/> <output/> <macros/> </context> <operator activated="true" class="process" compatibility="5.1.003" expanded="true" name="Root"> <description>The WeightGuidedFeatureSelection operator uses given input AttributeWeights to determine the order of attribute adding. In this process we use a 10-fold cross validation of a learning scheme as performance evaluation (the inner operator) and combine attribute filtering with a wrapper approach.</description> <process expanded="true" height="604" width="480"> <operator activated="true" class="retrieve" compatibility="5.1.003" expanded="true" height="60" name="Retrieve" width="90" x="45" y="30"> <parameter key="repository_entry" value="//Samples/data/Polynomial"/> </operator> <operator activated="true" class="weight_by_pca" compatibility="5.1.003" expanded="true" height="76" name="PCAWeighting" width="90" x="180" y="30"> <parameter key="normalize_weights" value="false"/> </operator> <operator activated="true" class="optimize_selection_weight_guided" compatibility="5.1.003" expanded="true" height="94" name="WeightGuidedFeatureSelection" width="90" x="380" y="30"> <process expanded="true" height="604" width="547"> <operator activated="true" class="loop_and_average" compatibility="5.1.003" expanded="true" height="76" name="Loop and Average" width="90" x="112" y="30"> <parameter key="iterations" value="1"/> <process expanded="true" height="551" width="697"> <operator activated="true" class="extract_macro" compatibility="5.1.003" expanded="true" height="60" name="Extract Macro" width="90" x="112" y="75"> <parameter key="macro" value="Atts"/> <parameter key="macro_type" value="number_of_attributes"/> </operator> <operator activated="true" class="x_validation" compatibility="5.1.003" expanded="true" height="112" name="XValidation" width="90" x="313" y="30"> <parameter key="sampling_type" value="shuffled sampling"/> <process expanded="true" height="418" width="414"> <operator activated="true" class="k_nn" compatibility="5.1.003" expanded="true" height="76" name="NearestNeighbors" width="90" x="166" y="30"> <parameter key="k" value="5"/> </operator> <connect from_port="training" to_op="NearestNeighbors" to_port="training set"/> <connect from_op="NearestNeighbors" 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" height="418" width="414"> <operator activated="true" class="apply_model" compatibility="5.1.003" expanded="true" height="76" name="ModelApplier" width="90" x="45" y="30"> <list key="application_parameters"/> </operator> <operator activated="true" class="performance" compatibility="5.1.003" expanded="true" height="76" name="Performance" width="90" x="234" y="30"/> <connect from_port="model" to_op="ModelApplier" to_port="model"/> <connect from_port="test set" to_op="ModelApplier" to_port="unlabelled data"/> <connect from_op="ModelApplier" 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="in 1" to_op="Extract Macro" to_port="example set"/> <connect from_op="Extract Macro" from_port="example set" to_op="XValidation" to_port="training"/> <connect from_op="XValidation" from_port="averagable 1" to_port="averagable 1"/> <portSpacing port="source_in 1" spacing="0"/> <portSpacing port="source_in 2" spacing="0"/> <portSpacing port="sink_averagable 1" spacing="0"/> <portSpacing port="sink_averagable 2" spacing="0"/> </process> </operator> <operator activated="true" class="provide_macro_as_log_value" compatibility="5.1.003" expanded="true" height="76" name="Provide Macro as Log Value" width="90" x="313" y="30"> <parameter key="macro_name" value="Atts"/> </operator> <operator activated="true" class="log" compatibility="5.1.003" expanded="true" height="76" name="Log" width="90" x="447" y="30"> <list key="log"> <parameter key="performance" value="operator.Loop and Average.value.performance"/> <parameter key="Attributes" value="operator.Provide Macro as Log Value.value.macro_value"/> </list> </operator> <connect from_port="example set" to_op="Loop and Average" to_port="in 1"/> <connect from_op="Loop and Average" from_port="averagable 1" to_op="Provide Macro as Log Value" to_port="through 1"/> <connect from_op="Provide Macro as Log Value" from_port="through 1" to_op="Log" to_port="through 1"/> <connect from_op="Log" from_port="through 1" to_port="performance"/> <portSpacing port="source_example set" spacing="0"/> <portSpacing port="source_through 1" spacing="0"/> <portSpacing port="sink_performance" spacing="0"/> </process> </operator> <connect from_op="Retrieve" from_port="output" to_op="PCAWeighting" to_port="example set"/> <connect from_op="PCAWeighting" from_port="weights" to_op="WeightGuidedFeatureSelection" to_port="attribute weights in"/> <connect from_op="PCAWeighting" from_port="example set" to_op="WeightGuidedFeatureSelection" to_port="example set in"/> <connect from_op="WeightGuidedFeatureSelection" from_port="example set out" to_port="result 1"/> <connect from_op="WeightGuidedFeatureSelection" from_port="weights" to_port="result 2"/> <connect from_op="WeightGuidedFeatureSelection" from_port="performance" to_port="result 3"/> <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"/> <portSpacing port="sink_result 4" spacing="0"/> </process> </operator></process>
<?xml version="1.0" encoding="UTF-8" standalone="no"?><process version="5.1.004"> <context> <input/> <output/> <macros/> </context> <operator activated="true" class="process" compatibility="5.1.004" expanded="true" name="Process"> <process expanded="true" height="161" width="614"> <operator activated="true" class="generate_data_user_specification" compatibility="5.1.004" expanded="true" height="60" name="Generate Data by User Specification" width="90" x="45" y="30"> <list key="attribute_values"> <parameter key="att" value="0"/> </list> <list key="set_additional_roles"/> </operator> <operator activated="true" class="loop_and_average" compatibility="5.1.004" expanded="true" height="76" name="Loop and Average" width="90" x="246" y="30"> <parameter key="average_performances_only" value="false"/> <process expanded="true" height="569" width="715"> <operator activated="true" class="generate_attributes" compatibility="5.1.004" expanded="true" height="76" name="Generate Attributes" width="90" x="112" y="30"> <list key="function_descriptions"> <parameter key="value" value="rand()"/> </list> </operator> <operator activated="true" class="extract_performance" compatibility="5.1.004" expanded="true" height="76" name="Performance" width="90" x="313" y="30"> <parameter key="performance_type" value="data_value"/> <parameter key="attribute_name" value="value"/> <parameter key="example_index" value="1"/> <parameter key="optimization_direction" value="minimize"/> </operator> <operator activated="true" class="log" compatibility="5.1.004" expanded="true" height="76" name="Log (2)" width="90" x="539" y="29"> <list key="log"> <parameter key="In loop" value="operator.Performance.value.performance"/> </list> </operator> <connect from_port="in 1" to_op="Generate Attributes" to_port="example set input"/> <connect from_op="Generate Attributes" from_port="example set output" to_op="Performance" to_port="example set"/> <connect from_op="Performance" from_port="performance" to_op="Log (2)" to_port="through 1"/> <connect from_op="Log (2)" from_port="through 1" to_port="averagable 1"/> <portSpacing port="source_in 1" spacing="0"/> <portSpacing port="source_in 2" spacing="0"/> <portSpacing port="sink_averagable 1" spacing="0"/> <portSpacing port="sink_averagable 2" spacing="0"/> </process> </operator> <operator activated="true" class="log" compatibility="5.1.004" expanded="true" height="76" name="Log" width="90" x="447" y="30"> <list key="log"> <parameter key="performance" value="operator.Loop and Average.value.performance"/> </list> </operator> <connect from_op="Generate Data by User Specification" from_port="output" to_op="Loop and Average" to_port="in 1"/> <connect from_op="Loop and Average" from_port="averagable 1" to_op="Log" to_port="through 1"/> <connect from_op="Log" from_port="through 1" 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"/> </process> </operator></process>