<operator name="Root" class="Process" expanded="yes">
<parameter key="random_seed" value="-1"/>
<operator name="GenerateSeriesIOObjects" class="OperatorChain" expanded="no">
<operator name="Generate a sine wave SeriesIOObject" class="SinusGenerator">
<parameter key="number_of_values" value="2000"/>
<list key="frequency">
<parameter key="101" value="1.0"/>
</list>
</operator>
<operator name="Visualizer (2)" class="Visualizer" activated="no">
</operator>
<operator name="Convert into an ExampleSet" class="SeriesObject2ExampleSet">
</operator>
<operator name="Window into examples" class="MultivariateSeries2WindowExamples">
<parameter key="window_size" value="1002"/>
</operator>
<operator name="Add a label" class="WindowExamples2ModelingData">
<parameter key="label_name_stem" value="sinus_dim_1"/>
<parameter key="relative_transformation" value="false"/>
</operator>
<operator name="Delete the Id" class="AttributeFilter">
<parameter key="condition_class" value="attribute_name_filter"/>
<parameter key="parameter_string" value="sinus_index"/>
<parameter key="invert_filter" value="true"/>
<parameter key="apply_on_special" value="true"/>
</operator>
<operator name="Add an easier to read Id" class="IdTagging">
</operator>
<operator name="Change examples into seriesIO objects" class="Single2Series">
</operator>
</operator>
<operator name="ValueSeriesPreprocessing" class="ValueSeriesPreprocessing" expanded="yes">
<operator name="Branch" class="Branching" expanded="yes">
<parameter key="keep_only_last" value="false"/>
<operator name="Find the maximum frequency within each window" class="OperatorChain" expanded="yes">
<operator name="Split each example into 5 windows" class="Windowing" expanded="yes">
<parameter key="step_size" value="200"/>
<parameter key="window_size" value="200"/>
<operator name="OperatorChain (4)" class="OperatorChain" expanded="yes">
<operator name="DiscreteFourierTransform (2)" class="DiscreteFourierTransform">
</operator>
<operator name="MaxIndex" class="MaxIndex">
</operator>
</operator>
</operator>
<operator name="NullGenerator (4)" class="NullGenerator">
</operator>
</operator>
</operator>
</operator>
</operator>
This process does the following things
- Generates a set of examples each containing 1001 attributes
- Each example is converted into a SeriesIO object
- Each SeriesIO object is split into 5 windows each containing 200 values
- A Fourier transform is performed on each window and the index where the maximum is located is found
- The NullGenerator operator causes the maximum index for each window to be returned. This has the effect of returning the maxima for all the windows.