Statistics for Matrix Distributions


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Documentation for package ‘matrixdist’ version 1.1.9

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A B C D E F H I L M N P Q R S T V misc

matrixdist-package Statistics for Matrix Distributions

-- A --

a_rungekutta Runge-Kutta for the calculation of the a vector in a EM step

-- B --

bivdph Constructor function for bivariate discrete phase-type distributions
bivdph-class Bivariate discrete phase-type distributions
bivdph_density Bivariate discrete phase-type joint density of the feed forward type
bivdph_tail Bivariate discrete phase-type joint tail of the feed forward type
biviph Constructor function for bivariate inhomogeneous phase-type distributions
biviph-class Bivariate inhomogeneous phase-type distributions
bivph Constructor function for bivariate phase-type distributions
bivph-class Bivariate phase-type distributions
bivph_density Bivariate phase-type joint density of the feed forward type
bivph_laplace Bivariate phase-type joint Laplace
bivph_tail Bivariate phase-type joint tail of the feed forward type

-- C --

cdf New generic for the distribution of matrix distributions
cdf-method Distribution method for discrete phase-type distributions
cdf-method Distribution method for inhomogeneous phase-type distributions
cdf-method Distribution method for multivariate inhomogeneous phase-type distributions
cdf-method Distribution method for multivariate phase-type distributions
cdf-method Distribution method for phase-type distributions
clone_matrix Clone a matrix
clone_vector Clone a vector
coef-method Coef method for bivdph class
coef-method Coef method for biviph class
coef-method Coef method for bivph class
coef-method Coef method for dph Class
coef-method Coef method for iph class
coef-method Coef method for mdph class
coef-method Coef method for ph class
coef-method Coef method for sph Class
cor-method Cor method for MPHstar class
cor-method Cor method for bivdph class
cor-method Cor method for bivph class
cor-method Cor method for multivariate discrete phase-type distributions
cor-method Cor method for multivariate phase-type distributions
cumulate_matrix Cumulate matrix
cumulate_vector Cumulate vector

-- D --

default_step_length Default size of the steps in the RK
dens New generic for the density of matrix distributions
dens-method Density method for bivariate discrete phase-type distributions
dens-method Density method for bivariate inhomogeneous phase-type distributions
dens-method Density method for bivariate phase-type distributions
dens-method Density method for discrete phase-type distributions
dens-method Density method for inhomogeneous phase-type distributions
dens-method Density method for multivariate discrete phase-type distributions
dens-method Density method for multivariate inhomogeneous phase-type distributions
dens-method Density method for multivariate phase-type distributions
dens-method Density method for phase-type distributions
dph Constructor function for discrete phase-type distributions
dph-class Discrete phase-type distributions
dphcdf Discrete phase-type cdf
dphdensity Discrete phase-type density
dph_pgf Pgf of a discrete phase-type distribution

-- E --

embedded_mc Embedded Markov chain of a sub-intensity matrix
EMstep_bivdph EM for discrete bivariate phase-type
EMstep_bivdph_MoE EM for discrete bivariate phase-type MoE
EMstep_bivph EM for bivariate phase-type distributions using Pade for matrix exponential
EMstep_dph EM for discrete phase-type
EMstep_dph_MoE EM for discrete phase-type MoE
EMstep_mdph EM for multivariate discrete phase-type
EMstep_mdph_MoE EM for multivariate discrete phase-type MoE
EMstep_MoE_PADE EM for PH-MoE
EMstep_PADE EM for phase-type distributions using Pade approximation for matrix exponential
EMstep_RK EM step for phase-type using Runge-Kutta
EMstep_UNI EM for phase-type using uniformization for matrix exponential
EM_step_mPH_rc EM step for the mPH class with right-censoring, for different marginal sub-intensity matrices
evaluate New generic for evaluating survival matrix distributions
evaluate-method Evaluation method for sph Class
expmat Matrix exponential
expm_terms expm terms of phase-type likelihood using uniformization

-- F --

find_n Find n such that P(N > n) = h with N Poisson distributed
find_weight Find weight of observations
Fisher New generic for obtaining the Fisher information of survival matrix distributions
Fisher-method Fisher information method for sph class
fit New generic for estimating matrix distributions
fit-method Fit method for mph class
fit-method Fit method for bivdph Class
fit-method Fit method for bivph Class
fit-method Fit method for dph class
fit-method Fit method for mdph Class
fit-method Fit method for mph Class
fit-method Fit method for ph class

-- H --

haz New generic for the hazard rate of matrix distributions
haz-method Hazard rate method for phase-type distributions

-- I --

inf_norm L inf norm of a matrix
initial_state Initial state of Markov jump process
iph Constructor function for inhomogeneous phase-type distributions
iph-class Inhomogeneous phase-type distributions

-- L --

laplace New generic for Laplace transform of matrix distributions
laplace-method Laplace method for bivph class
laplace-method Laplace method for multivariate phase-type distributions
laplace-method Laplace method for phase-type distributions
linCom New generic for linear combinations of multivariate matrix distributions
linCom-method Linear combination method for MPHstar class
linCom-method Linear combination method for bivariate phase-type distributions
linear_combination Computes PH parameters of a linear combination of vector from MPHstar
logLik-method Loglikelihood method for ph class
logLikelihoodbivDPH Loglikelihood for bivariate discrete phase-type
logLikelihoodbivDPH_MoE Loglikelihood for bivariate discrete phase-type MoE
logLikelihoodbivPH Loglikelihood for Bivariate PH
logLikelihoodDPH Loglikelihood for discrete phase-type
logLikelihoodDPH_MoE Loglikelihood for discrete phase-type MoE
logLikelihoodmDPH Loglikelihood for multivariate discrete phase-type
logLikelihoodmDPH_MoE Loglikelihood for multivariate discrete phase-type MoE
logLikelihoodMgev_PADE Loglikelihood of matrix-GEV using Pade
logLikelihoodMgev_RK Loglikelihood of matrix-GEV using Runge-Kutta
logLikelihoodMgev_UNI Loglikelihood of matrix-GEV using uniformization
logLikelihoodMgompertz_PADE Loglikelihood of matrix-Gompertz using Pade
logLikelihoodMgompertz_PADEs Loglikelihood of PI with matrix-Gompertz using Pade
logLikelihoodMgompertz_RK Loglikelihood of matrix-Gompertz using Runge-Kutta
logLikelihoodMgompertz_RKs Loglikelihood of PI with matrix-Gompertz using Runge-Kutta
logLikelihoodMgompertz_UNI Loglikelihood of matrix-Gompertz using uniformization
logLikelihoodMgompertz_UNIs Loglikelihood of PI with matrix-Gompertz using Uniformization
logLikelihoodMloglogistic_PADE Loglikelihood of matrix-loglogistic using Pade
logLikelihoodMloglogistic_PADEs Loglikelihood of PI with matrix-loglogistic using Pade
logLikelihoodMloglogistic_RK Loglikelihood of matrix-loglogistic using Runge-Kutta
logLikelihoodMloglogistic_RKs Loglikelihood of PI with matrix-loglogistic using Runge-Kutta
logLikelihoodMloglogistic_UNI Loglikelihood of matrix-loglogistic using uniformization
logLikelihoodMloglogistic_UNIs Loglikelihood of PI with matrix-loglogistic using uniformization
logLikelihoodMlognormal_PADE Loglikelihood of matrix-lognormal using Pade
logLikelihoodMlognormal_PADEs Loglikelihood of PI with matrix-lognormal using Pade
logLikelihoodMlognormal_RK Loglikelihood of matrix-lognormal using Runge-Kutta
logLikelihoodMlognormal_RKs Loglikelihood of PI matrix-lognormal using Runge-Kutta
logLikelihoodMlognormal_UNI Loglikelihood of matrix-lognormal using uniformization
logLikelihoodMlognormal_UNIs Loglikelihood of PI with matrix-lognormal using uniformization
logLikelihoodMpareto_PADE Loglikelihood of matrix-Pareto using Pade
logLikelihoodMpareto_PADEs Loglikelihood of PI with matrix-Pareto using Pade
logLikelihoodMpareto_RK Loglikelihood of matrix-Pareto using Runge-Kutta
logLikelihoodMpareto_RKs Loglikelihood of PI with matrix-Pareto using Runge-Kutta
logLikelihoodMpareto_UNI Loglikelihood of matrix-Pareto using uniformization
logLikelihoodMpareto_UNIs Loglikelihood of PI with matrix-Pareto using uniformization
logLikelihoodMweibull_PADE Loglikelihood of matrix-Weibull using Pade
logLikelihoodMweibull_PADEs Loglikelihood of PI with matrix-Weibull using Pade
logLikelihoodMweibull_RK Loglikelihood of matrix-Weibull using Runge-Kutta
logLikelihoodMweibull_RKs Loglikelihood of PI with matrix-Weibull using Runge-Kutta
logLikelihoodMweibull_UNI Loglikelihood of matrix-Weibull using uniformization
logLikelihoodMweibull_UNIs Loglikelihood of PI with matrix-Weibull using uniformization
logLikelihoodPH_MoE Loglikelihood for PH-MoE
logLikelihoodPH_PADE Loglikelihood of phase-type using Pade approximation
logLikelihoodPH_PADEs Loglikelihood of PI with phase-type using Pade
logLikelihoodPH_RK Loglikelihood of phase-type using Runge-Kutta
logLikelihoodPH_RKs Loglikelihood of PI with phase-type using Runge-Kutta
logLikelihoodPH_UNI Loglikelihood of phase-type using uniformization
logLikelihoodPH_UNIs Loglikelihood of PI with phase-type using uniformization
LRT New generic for likelihood ratio test between two matrix distribution models
LRT-method LRT method for ph class

-- M --

marginal New generic for the marginals of multivariate matrix distributions
marginal-method Marginal method for MPHstar class
marginal-method Marginal method for bivdph class
marginal-method Marginal method for biviph class
marginal-method Marginal method for bivph class
marginal-method Marginal method for mdph class
marginal-method Marginal method for multivariate inhomogeneous phase-type distributions
marginal-method Marginal method for multivariate phase-type distributions
marginal_expectation Marginal conditional expectations
matrixdist Statistics for Matrix Distributions
matrix_exponential Matrix exponential
matrix_inverse Inverse of a matrix
matrix_power Computes A^n
matrix_product Product of two matrices
matrix_vanloan Creates the matrix (A1, B1 ; 0, A2)
maximum New generic for maximum of two matrix distributions
maximum-method Maximum method for discrete phase-type distributions
maximum-method Maximum method for inhomogeneous phase-type distributions
maximum-method Maximum method for phase-type distributions
max_diagonal Maximum diagonal element of a matrix
mdph Constructor function for multivariate discrete phase-type distributions
mdph-class Multivariate discrete phase-type distributions
mdphdensity Multivariate discrete phase-type density
mean-method Mean method for MPHstar class
mean-method Mean method for bivdph class
mean-method Mean Method for bivph class
mean-method Mean method for discrete phase-type distributions
mean-method Mean method for multivariate discrete phase-type distributions
mean-method Mean method for multivariate phase-type distributions
mean-method Mean method for phase-type distributions
merge_matrices Merges the matrices S11, S12 and S22 into a sub-intensity matrix
mgevcdf Matrix-GEV cdf
mgevden Matrix-GEV density
mgf New generic for mgf of matrix distributions
mgf-method Mgf method for bivph class
mgf-method Mgf method for multivariate phase-type distributions
mgf-method Mgf method for phase-type distributions
mgompertzcdf Matrix-Gompertz cdf
mgompertzden Matrix-Gompertz density
minimum New generic for minimum of two matrix distributions
minimum-method Minimum method for discrete phase-type distributions
minimum-method Minimum method for inhomogeneous phase-type distributions
minimum-method Minimum method for phase-type distributions
miph Constructor function for multivariate inhomogeneous phase-type distributions
miph-class Multivariate inhomogeneous phase-type distributions
mixture New generic for mixture of two matrix distributions
mixture-method Mixture method for phase-type distributions
mixture-method Mixture method for phase-type distributions
mloglogisticcdf Matrix-loglogistic cdf
mloglogisticden Matrix-loglogistic density
mlognormalcdf Matrix-lognormal cdf
mlognormalden Matrix-lognormal density
MoE New generic for mixture-of-experts regression with matrix distributions
MoE-method MoE method for bivdph Class
MoE-method MoE method for dph Class
MoE-method MoE method for mdph Class
MoE-method Fit method for mph/miph class, using mixture-of-experts regression
MoE-method MoE method for ph Class
moment New generic for moments of matrix distributions
moment-method Moment method for bivdph class
moment-method Moment method for bivph class
moment-method Moment method for discrete phase-type distributions
moment-method Moment method for multivariate discrete phase-type distributions
moment-method Moment method for multivariate phase-type distributions
moment-method Moment method for phase-type distributions
mparetocdf Matrix-Pareto cdf
mparetoden Matrix-Pareto density
mph Constructor function for multivariate phase-type distributions
mph-class Multivariate phase-type distributions
MPHstar Constructor function for multivariate phase-type distributions (MPH* class)
MPHstar-class Multivariate phase-type distributions obtained by transformation via rewards
MPHstar_data_aggregation Prepare data for the MPHstar_EMstep_UNI
MPHstar_EMstep_UNI EM step using Uniformization for MPHstar class
mweibullcdf Matrix-Weibull cdf
mweibullden Matrix-Weibull density
m_exp_sum Computes exp(Sx) via series representation

-- N --

new_state New state in a Markov jump process
Nfold New generic for N-fold convolution of two matrix distributions
Nfold-method Nfold method for phase-type distributions
n_pos Find how many states have positive reward

-- P --

pgf New generic for pgf of matrix distributions
pgf-method Pgf method for bivariate discrete phase-type distributions
pgf-method Pgf Method for discrete phase-type distributions
pgf-method Pgf method for multivariate discrete phase-type distributions
ph Constructor function for phase-type distributions
ph-class Phase-type distributions
phcdf Phase-type cdf
phdensity Phase-type density
ph_laplace Laplace transform of a phase-type distribution
plus_states Find which states have positive reward
pow2_matrix Computes A^(2^n)

-- Q --

quan New generic for the quantile of matrix distributions
quan-method Quantile method for phase-type distributions

-- R --

random_reward Random reward matrix
random_structure Random structure of a phase-type
random_structure_bivph Random structure of a bivariate phase-type
rdphasetype Simulate discrete phase-type
reg New generic for regression with matrix distributions
reg-method Regression method for ph Class
revers_data_trans Applies the inverse of the GEV transformation but giving back the resulting vector in reverse order
rew_sanity_check Transform a reward matrix with very small rewards to avoid numerical problems
riph Random inhomogeneous phase-type
rmatrixgev Random matrix GEV
rMDPHstar Simulate MDPH*
rMIPHstar Simulate a MIPH* random vector
rMPHstar Simulate a MPH* random vector
rphasetype Simulate phase-type
runge_kutta Runge-Kutta for the calculation of the a and b vectors and the c matrix in a EM step

-- S --

show-method Show method for multivariate phase-type distributions
show-method Show method for bivariate discrete phase-type distributions
show-method Show method for bivariate inhomogeneous phase-type distributions
show-method Show method for bivariate phase-type distributions
show-method Show method for discrete phase-type distributions
show-method Show method for inhomogeneous phase-type distributions
show-method Show method for multivariate discrete phase-type distributions
show-method Show method for multivariate inhomogeneous phase-type distributions
show-method Show method for multivariate phase-type distributions
show-method Show method for phase-type distributions
show-method Show method for survival phase-type objects
sim New generic for simulating matrix distributions
sim-method Simulation method for multivariate phase-type distributions
sim-method Simulation method for bivariate discrete phase-type distributions
sim-method Simulation method for bivariate inhomogeneous phase-type distributions
sim-method Simulation method for bivariate phase-type distributions
sim-method Simulation method for phase-type distributions
sim-method Simulation method for inhomogeneous phase-type distributions
sim-method Simulation method for multivariate discrete phase-type distributions
sim-method Simulation method for inhomogeneous multivariate phase-type distributions
sim-method Simulation method for multivariate phase-type distributions
sim-method Simulation method for phase-type distributions
sph Constructor function for survival phase-type objects
sph-class Survival analysis for phase-type distributions
sum_dph Computes the initial distribution and sub-intensity of the sum of two discrete phase-type distributed random variables
sum_ph Computes the initial distribution and sub-intensity of the sum of two phase-type distributed random variables.

-- T --

TVR New generic for transformation via rewards of a matrix distribution
TVR-method TVR Method for dph Class
TVR-method TVR method for ph class
tvr_dph Performs TVR for discrete phase-type distributions
tvr_ph Performs TVR for phase-type distributions

-- V --

var-method Var method for MPHstar class
var-method Var method for bivdph class
var-method Var method for bivph class
var-method Var method for discrete phase-type distributions
var-method Var method for multivariate discrete phase-type distributions
var-method Var method for multivariate phase-type distributions
var-method Var method for phase-type distributions
vector_of_matrices Computes the elements S^n / n! until the a given size
vector_of_matrices_2 Computes the elements S^n / n! until given value of n
vector_of_powers Computes elements A^n until the given size

-- misc --

+-method Sum method for discrete phase-type distributions
+-method Sum method for phase-type distributions