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mlpack_gmm_probability - gmm probability calculator

Additional Information

       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.

mlpack-4.5.1                                     29 January 2025                       mlpack_gmm_probability(1)

Description

       This  program  calculates  the probability that given points came from a given GMM (that is, P(X | gmm)).
       The GMM is specified with the '--input_model_file (-m)' parameter, and the points are specified with  the
       '--input_file  (-i)' parameter. The output probabilities may be saved via the '--output_file (-o)' output
       parameter.

       So, for example, to calculate the probabilities of each point in 'points.csv' coming from the pre-trained
       GMM 'gmm.bin', while storing those probabilities in 'probs.csv', the following command could be used:

       $ mlpack_gmm_probability--input_model_file gmm.bin --input_file points.csv --output_file probs.csv

Name

mlpack_gmm_probability - gmm probability calculator

Optional Input Options

--help(-h)[bool]
              Default help info.

       --info[string]
              Print help on a specific option. Default value ''.

       --verbose(-v)[bool]
              Display informational messages and the full list of parameters and timers at the end of execution.

       --version(-V)[bool]
              Display the version of mlpack.

Optional Output Options

--output_file (-o) [unknown] Matrix to store calculated probabilities in.

Required Input Options

--input_file(-i)[unknown]
              Input matrix to calculate probabilities of.

       --input_model_file(-m)[unknown]
              Input GMM to use as model.

Synopsis

mlpack_gmm_probability-iunknown-munknown [-Vbool] [-ounknown] [-h-v]

See Also