Convergence Testing

This notebook demonstrates convergence of fastKDE using convergences tests in fastkde.convergence_tests.

The available tests are:

• testNormal1D

• testNormal2D

• testNormalND

• testMixtureModel

• testTransitionPDF

• testConditional

Additional tests can be created by creating a subclass of fastkde.convergence_tests.testDistribution and overriding the sampleDistributions() and pdfStandard() methods.

""" Install libraries if needed. """
try:
    import fastkde
except:
    # install fastkde
    !pip install --upgrade fastkde
    import fastkde

import fastkde.convergence_tests

""" Run the 1D normal test. """
test1d = fastkde.convergence_tests.testNormal1D()
test1d.doTesting()

""" Plot the 1D test results. """

test1d.generatePlots()