Fitting Hidden Markov Models to Financial Data


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Documentation for package ‘fHMM’ version 1.3.0

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AIC.fHMM_model Constructor of a model object
BIC.fHMM_model Constructor of a model object
coef.fHMM_model Constructor of a model object
compare_models Compare multiple models
compute_residuals Compute (pseudo-) residuals
dax Deutscher Aktienindex (DAX) index data
dax_model_2n DAX 2-state HMM with normal distributions
dax_model_3t DAX 3-state HMM with t-distributions
dax_vw_model DAX/VW hierarchical HMM with t-distributions
decode_states Decode the underlying hidden state sequence
download_data Download financial data from Yahoo Finance
fHMM_data Constructor of an 'fHMM_data' object
fHMM_events Checking events
fHMM_model Constructor of a model object
fHMM_parameters Set and check model parameters
fit_model Model fitting
ll_hmm Log-likelihood function of an (H)HMM
logLik.fHMM_model Constructor of a model object
nobs.fHMM_model Constructor of a model object
npar Constructor of a model object
npar.fHMM_model Constructor of a model object
plot.fHMM_data Plot method for an object of class 'fHMM_data'
plot.fHMM_model Plot method for an object of class 'fHMM_model'
predict.fHMM_model Constructor of a model object
prepare_data Prepare data
print.fHMM_controls Define and validate model specifications
print.fHMM_data Constructor of an 'fHMM_data' object
print.fHMM_events Checking events
print.fHMM_model Constructor of a model object
print.fHMM_parameters Set and check model parameters
reorder_states Reorder estimated states
residuals.fHMM_model Constructor of a model object
set_controls Define and validate model specifications
simulate_hmm Simulate data
sim_model_2gamma Simulated 2-state HMM with gamma distributions
spx Standard & Poor’s 500 (S&P 500) index data
summary.fHMM_controls Define and validate model specifications
summary.fHMM_data Constructor of an 'fHMM_data' object
summary.fHMM_model Constructor of a model object
unemp Unemployment rate data USA
unemp_spx_model_3_2 Unemployment rate and S&P 500 hierarchical HMM
validate_controls Define and validate model specifications
viterbi Decode the underlying hidden state sequence
vw Volkswagen AG (VW) stock data