Maximum Likelihood Analysis of Animal Movement Behavior Using Multivariate Hidden Markov Models


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Documentation for package ‘momentuHMM’ version 1.5.5

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A C D E F G H I L M N P R S T V W X

-- A --

AIC.momentuHMM AIC
AICweights Calculate Akaike information criterion model weights
allProbs Matrix of all probabilities

-- C --

checkPar0 Check parameter length and order for a 'fitHMM' (or 'MIfitHMM') model
checkPar0.default Check parameter length and order for a 'fitHMM' (or 'MIfitHMM') model
checkPar0.hierarchical Check parameter length and order for a 'fitHMM' (or 'MIfitHMM') model
CIbeta Confidence intervals for working (i.e., beta) parameters
circAngles Convert standard direction angles (in radians relative to the x-axis) to turning angle covariates suitable for circular-circular regression on the angle mean
CIreal Confidence intervals for the natural (i.e., real) parameters
CIreal.default Confidence intervals for the natural (i.e., real) parameters
CIreal.hierarchical Confidence intervals for the natural (i.e., real) parameters
crawlMerge Merge crwData or crwHierData object with additional data streams and/or covariates
crawlWrap Fit and predict tracks for using crawl
crwData Constructor of 'crwData' objects
crwHierData Constructor of 'crwHierData' objects
crwHierSim Constructor of 'crwHierSim' objects
crwSim Constructor of 'crwSim' objects

-- D --

dbern_rcpp Bernoulli density function
dbeta_rcpp Probability density function of the beta distribution (written in C++)
dcat_rcpp Categorical density function
dexp_rcpp Exponential density function
dgamma_rcpp Gamma density function
distAngle Calculate distance between points y and z and turning angle between points x, y, and z
dlnorm_rcpp Log-normal density function
dlogis_rcpp logistic density function
dmvnorm_rcpp C++ implementation of multivariate Normal probability density function for multiple inputs
dnbinom_rcpp negative binomial density function
dnorm_rcpp Normal density function
dpois_rcpp Poisson density function
dt_rcpp student t density function
dvm_rcpp Von Mises density function
dweibull_rcpp Weibull density function
dwrpcauchy_rcpp Wrapped Cauchy density function

-- E --

example Example dataset
exampleData Example dataset
expandPar Expand vector of free working parameters to vector of all working parameters including any fixed parameters (used in fitHMM.R and nLogLike.R)

-- F --

fitHMM Fit a multivariate HMM to the data
fitHMM.momentuHierHMMData Fit a multivariate HMM to the data
fitHMM.momentuHMMData Fit a multivariate HMM to the data
forest Example dataset
formatHierHMM Convert hierarchical HMM structure to a conventional HMM

-- G --

getCovNames Get names of any covariates used in probability distribution parameters
getDM_rcpp Get design matrix
getPar Get starting values from momentuHMM, miHMM, or miSum object returned by fitHMM, MIfitHMM, or MIpool
getPar0 Get starting values for new model from existing 'momentuHMM' or 'momentuHierHMM' model fit
getPar0.default Get starting values for new model from existing 'momentuHMM' or 'momentuHierHMM' model fit
getPar0.hierarchical Get starting values for new model from existing 'momentuHMM' or 'momentuHierHMM' model fit
getParDM Get starting values on working scale based on design matrix and other parameter constraints
getParDM.default Get starting values on working scale based on design matrix and other parameter constraints
getParDM.hierarchical Get starting values on working scale based on design matrix and other parameter constraints
getTrProbs Transition probability matrix
getTrProbs.default Transition probability matrix
getTrProbs.hierarchical Transition probability matrix

-- H --

HMMfits Constructor of 'HMMfits' objects

-- I --

is.crwData Is crwData
is.crwHierData Is crwHierData
is.crwHierSim Is crwHierSim
is.crwSim Is crwSim
is.HMMfits Is HMMfits
is.miHMM Is miHMM
is.miSum Is miSum
is.momentuHierHMM Is momentuHierHMM
is.momentuHierHMMData Is momentuHierHMMData
is.momentuHMM Is momentuHMM
is.momentuHMMData Is momentuHMMData

-- L --

logAlpha Forward log-probabilities
logBeta Backward log-probabilities

-- M --

miExample Example dataset
MIfitHMM Fit HMMs to multiple imputation data
MIfitHMM.default Fit HMMs to multiple imputation data
MIfitHMM.hierarchical Fit HMMs to multiple imputation data
miHMM Constructor of 'miHMM' objects
MIpool Calculate pooled parameter estimates and states across multiple imputations
miSum Constructor of 'miSum' objects
mixtureProbs Mixture probabilities
momentuHierHMM Constructor of 'momentuHierHMM' objects
momentuHierHMMData Constructor of 'momentuHierHMMData' objects
momentuHMM Constructor of 'momentuHMM' objects
momentuHMMData Constructor of 'momentuHMMData' objects

-- N --

n2w Scaling function: natural to working parameters.
nLogLike Negative log-likelihood function
nLogLike_rcpp Negative log-likelihood

-- P --

parDef Parameters definition
plot.crwData Plot 'crwData'
plot.crwHierData Plot 'crwData'
plot.miHMM Plot 'miHMM'
plot.miSum Plot 'miSum'
plot.momentuHierHMMData Plot 'momentuHMMData' or 'momentuHierHMMData'
plot.momentuHMM Plot 'momentuHMM'
plot.momentuHMMData Plot 'momentuHMMData' or 'momentuHierHMMData'
plotPR Plot pseudo-residuals
plotSat Plot observations on satellite image
plotSpatialCov Plot observations on raster image
plotStates Plot states
plotStationary Plot stationary state probabilities
prepData Preprocessing of the data streams and covariates
prepData.default Preprocessing of the data streams and covariates
prepData.hierarchical Preprocessing of the data streams and covariates
print.miHMM Print 'miHMM'
print.miSum Print 'miSum'
print.momentuHierHMM Print 'momentuHMM'
print.momentuHMM Print 'momentuHMM'
pseudoRes Pseudo-residuals

-- R --

randomEffects Random effects estimation

-- S --

setModelName Set 'modelName' for a 'momentuHMM', 'miHMM', 'HMMfits', or 'miSum' object
setStateNames Set 'stateNames' for a 'momentuHMM', 'miHMM', 'HMMfits', or 'miSum' object
simData Simulation tool
simHierData Simulation tool
simObsData Observation error simulation tool
simObsData.momentuHierHMMData Observation error simulation tool
simObsData.momentuHMMData Observation error simulation tool
stateProbs State probabilities
stationary Stationary state probabilities
summary.momentuHierHMMData Summary 'momentuHMMData'
summary.momentuHMMData Summary 'momentuHMMData'

-- T --

timeInStates Calculate proportion of time steps assigned to each state (i.e. "activity budgets")
timeInStates.HMMfits Calculate proportion of time steps assigned to each state (i.e. "activity budgets")
timeInStates.miHMM Calculate proportion of time steps assigned to each state (i.e. "activity budgets")
timeInStates.momentuHMM Calculate proportion of time steps assigned to each state (i.e. "activity budgets")
trMatrix_rcpp Transition probability matrix
turnAngle Turning angle

-- V --

viterbi Viterbi algorithm

-- W --

w2n Scaling function: working to natural parameters

-- X --

XBloop_rcpp Get XB