| dmixt {gendist} | R Documentation |
Probabilty density function of mixture model.
Description
Computes pdf of the mixture model.
Usage
dmixt(x, phi, spec1, arg1, spec2, arg2, log = FALSE)
Arguments
x |
scalar or vector of values to compute the pdf. |
phi |
the value of |
spec1 |
a character string specifying the first parent distribution (for example, "lnorm" if the parent distribution corresponds to the lognormal). |
arg1 |
list of arguments/parameters of the first parent distribution. |
spec2 |
a character string specifying the second parent distribution (for example, "exp" if the parent distribution corresponds to the exponential). |
arg2 |
list of arguments/parameters of the second parent distribution. |
log |
logical; if |
Details
The pdf of mixture model with parameter phi has a general form of:
f(x) = \frac{1}{1+\phi} \left( g_{1}(x) + \phi g_{2}(x)\right)
where x follows the support of parent distributions, \phi is the weight component and g_{i}(x) for i=1,2 are the pdfs of first and second parent distributions, respectively.
Value
An object of the same length as x, giving the pdf values computed at x.
Author(s)
Shaiful Anuar Abu Bakar
References
Abu Bakar, S. A., Nadarajah, S., Adzhar, Z. A. A. K., & Mohamed, I. (2016). gendist: An R package for generated probability distribution models. PloS one, 11(6).
Pearson, K. (1894). Contributions to the mathematical theory of evolution. Philosophical Transactions of the Royal Society of London. A, 71-110.
Examples
x=runif(10, min=0, max=1)
y=dmixt(x, phi=0.5, spec1="lnorm", arg1=list(meanlog=1,sdlog=2), spec2="exp",
arg2=list(rate=2) )