Description Functions References
The hierbase package provides the functions to perform hierarchical inference. The main workflow consists of two function calls.
The building of the hierarchical tree can be achieved by either of the functions
cluster_vars
or cluster_positions
.
The function advance_hierarchy
(with 'build-in' group test functions)
and run_hierarchy
(with a user specified group test function) perform
the hierarchical testing by going top down through the hierarchical tree and obviously
require the hierarchical tree as an input.
Meinshausen, N. (2008). Hierarchical testing of variable importance. Biometrika, 95(2), 265-278. Renaux, C., Buzdugan, L., Kalisch, M., and Bühlmann, P. (2020). Hierarchical inference for genome-wide association studies: a view on methodology with software. Computational Statistics, 35(1), 1-40.
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