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.TH mlpack_gmm_probability 1 "11 January 2024" "mlpack-4.3.0" "User Commands"
.SH NAME
\fBmlpack_gmm_probability \fP- gmm probability calculator
.SH SYNOPSIS
.nf
.fam C
 \fBmlpack_gmm_probability\fP \fB-i\fP \fIunknown\fP \fB-m\fP \fIunknown\fP [\fB-V\fP \fIbool\fP] [\fB-o\fP \fIunknown\fP] [\fB-h\fP \fB-v\fP] 
.fam T
.fi
.fam T
.fi
.SH DESCRIPTION


This program calculates the probability that given points came from a given
GMM (that is, \fBP\fP(X | gmm)). The GMM is specified with the '\fB--input_model_file\fP
(\fB-m\fP)' parameter, and the points are specified with the '\fB--input_file\fP (\fB-i\fP)'
parameter. The output probabilities may be saved via the '\fB--output_file\fP (\fB-o\fP)'
output parameter.
.PP
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:
.PP
$ \fBmlpack_gmm_probability\fP \fB--input_model_file\fP gmm.bin \fB--input_file\fP points.csv
\fB--output_file\fP probs.csv
.RE
.PP

.SH REQUIRED INPUT OPTIONS 

.TP
.B
\fB--input_file\fP (\fB-i\fP) [\fIunknown\fP]
Input matrix to calculate probabilities of. 
.TP
.B
\fB--input_model_file\fP (\fB-m\fP) [\fIunknown\fP]
Input GMM to use as model.  
.SH OPTIONAL INPUT OPTIONS 

.TP
.B
\fB--help\fP (\fB-h\fP) [\fIbool\fP]
Default help info. 
.TP
.B
\fB--info\fP [string]
Print help on a specific option. Default value ''. 
.TP
.B
\fB--verbose\fP (\fB-v\fP) [\fIbool\fP]
Display informational messages and the full list of parameters and timers at the end of execution. 
.TP
.B
\fB--version\fP (\fB-V\fP) [\fIbool\fP]
Display the version of mlpack.  
.SH OPTIONAL OUTPUT OPTIONS 

\fB--output_file\fP (\fB-o\fP) [\fIunknown\fP] Matrix to store calculated probabilities in.
.SH 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.