Radical
radical [-h] [-v] -i string [-a int] [-n double] [-O] [-o string] [-u string] [-r int] [-s int] [-S int] -V
An implementation of RADICAL, a method for independentcomponent analysis (ICA). Assuming that we have an input matrix X, thegoal is to find a square unmixing matrix W such that Y = W * X and the dimensions of Y are independent components. If the algorithm is runningparticularly slowly, try reducing the number of replicates.
--input_file (-i) [string] Input dataset filename for ICA.
--angles (-a) [int] Number of angles to consider in brute-force search during Radical2D. Default value 150.
--help (-h) Default help info.
--info [string] Get help on a specific module or option. Default value ''.
--noise_std_dev (-n) [double] Standard deviation of Gaussian noise. Default value 0.175.
--objective (-O) If set, an estimate of the final objective function is printed.
--output_ic (-o) [string] File to save independent components to. Default value 'output_ic.csv'.
--output_unmixing (-u) [string] File to save unmixing matrix to. Default value 'output_unmixing.csv'.
--replicates (-r) [int] Number of Gaussian-perturbed replicates to use (per point) in Radical2D. Default value 30.
--seed (-s) [int] Random seed. If 0, 'std::time(NULL)' is used. Default value 0.
--sweeps (-S) [int] Number of sweeps; each sweep calls Radical2D once for each pair of dimensions. Default value 0.
--verbose (-v) Display informational messages and the full list of parameters and timers at the end of execution.
--version (-V) Display the version of mlpack.
For further information, including relevant papers, citations, and theory, consult the documentation found at http://www.mlpack.org or included with your distribution of MLPACK.