Description Details Measuring conditional mean dependence Testing conditional mean independence Author(s)
CMDMeasure: A package for conditional mean dependence measures via energy statistics
The CMDMeasure package provides measures of conditional mean dependence and tests of conditional mean independence.
The conditional mean dependence measures include:
conditional mean dependence of Y
given X
martingale difference divergence
martingale difference correlation
conditional mean dependence of Y
given X
conditioning on Z
partial martingale difference divergence
partial martingale difference correlation
The conditional mean independence tests include:
conditional mean independence of Y
given X
conditioning on Z
martingale difference divergence under a linear assumption
partial martingale difference divergence
The conditional mean independence tests based on the conditional mean dependence measures are implemented as permutation tests.
Ze Jin zj58@cornell.edu,
Shun Yao shunyao2@illinois.edu,
Xiaofeng Shao xshao@illinois.edu,
David S. Matteson matteson@cornell.edu
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