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StructuralEquationModels.jl
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211 lines (202 loc) · 4.54 KB
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module StructuralEquationModels
using LinearAlgebra,
Optim,
NLSolversBase,
Statistics,
StatsAPI,
StatsBase,
SparseArrays,
Symbolics,
FiniteDiff,
PrettyTables,
Distributions,
StenoGraphs,
LazyArtifacts,
DelimitedFiles,
DataFrames,
ProgressMeter
import StatsAPI: params, coef, coefnames, dof, fit, nobs, coeftable
using InteractiveUtils: subtypes
export @StenoGraph, meld
const SEM = StructuralEquationModels
# type hierarchy
include("types.jl")
include("objective_gradient_hessian.jl")
# helper objects and functions
include("additional_functions/commutation_matrix.jl")
include("additional_functions/params_array.jl")
# fitted objects
include("frontend/fit/SemFit.jl")
# specification of models
include("frontend/common.jl")
include("frontend/specification/checks.jl")
include("frontend/specification/ParameterTable.jl")
include("frontend/specification/RAMMatrices.jl")
include("frontend/specification/EnsembleParameterTable.jl")
include("frontend/specification/StenoGraphs.jl")
include("frontend/fit/summary.jl")
include("frontend/StatsAPI.jl")
# pretty printing
include("frontend/pretty_printing.jl")
# observed
include("observed/abstract.jl")
include("observed/data.jl")
include("observed/covariance.jl")
include("observed/missing_pattern.jl")
include("observed/missing.jl")
include("observed/EM.jl")
# constructor
include("frontend/specification/Sem.jl")
include("frontend/specification/documentation.jl")
# implied
include("implied/abstract.jl")
include("implied/RAM/symbolic.jl")
include("implied/RAM/generic.jl")
include("implied/empty.jl")
# loss
include("loss/ML/ML.jl")
include("loss/ML/FIML.jl")
include("loss/regularization/ridge.jl")
include("loss/WLS/WLS.jl")
include("loss/constant/constant.jl")
# optimizer
include("optimizer/abstract.jl")
include("optimizer/Empty.jl")
include("optimizer/optim.jl")
# helper functions
include("additional_functions/helper.jl")
include("additional_functions/start_val/start_fabin3.jl")
include("additional_functions/start_val/start_simple.jl")
include("additional_functions/artifacts.jl")
include("additional_functions/simulation.jl")
# fit measures
include("frontend/fit/fitmeasures/AIC.jl")
include("frontend/fit/fitmeasures/BIC.jl")
include("frontend/fit/fitmeasures/chi2.jl")
include("frontend/fit/fitmeasures/dof.jl")
include("frontend/fit/fitmeasures/minus2ll.jl")
include("frontend/fit/fitmeasures/p.jl")
include("frontend/fit/fitmeasures/RMSEA.jl")
include("frontend/fit/fitmeasures/CFI.jl")
include("frontend/fit/fitmeasures/fit_measures.jl")
# standard errors
include("frontend/fit/standard_errors/hessian.jl")
include("frontend/fit/standard_errors/bootstrap.jl")
include("frontend/fit/standard_errors/z_test.jl")
include("frontend/fit/standard_errors/confidence_intervals.jl")
export AbstractSem,
AbstractSemSingle,
AbstractSemCollection,
coef,
coefnames,
coeftable,
Sem,
SemFiniteDiff,
SemEnsemble,
MeanStruct,
NoMeanStruct,
HasMeanStruct,
HessianEval,
ExactHessian,
ApproxHessian,
SemImplied,
RAMSymbolic,
RAM,
ImpliedEmpty,
implied,
start_val,
start_fabin3,
start_simple,
SemLoss,
SemLossFunction,
SemML,
SemFIML,
em_mvn,
SemRidge,
SemConstant,
SemWLS,
loss,
SemOptimizer,
optimizer,
optimizer_engine,
optimizer_engine_doc,
optimizer_engines,
n_iterations,
converged,
convergence,
SemObserved,
SemObservedData,
SemObservedCovariance,
SemObservedMissing,
observed,
obs_cov,
obs_mean,
nsamples,
nobs,
samples,
fit,
SemFit,
minimum,
solution,
details,
objective!,
gradient!,
hessian!,
objective_gradient!,
objective_hessian!,
gradient_hessian!,
objective_gradient_hessian!,
SemSpecification,
RAMMatrices,
ParameterTable,
EnsembleParameterTable,
update_partable!,
update_estimate!,
update_start!,
update_se_hessian!,
Fixed,
fixed,
Start,
start,
Label,
label,
nvars,
vars,
nlatent_vars,
latent_vars,
nobserved_vars,
observed_vars,
sort_vars!,
sort_vars,
params,
params!,
nparams,
param_indices,
param_labels,
fit_measures,
AIC,
BIC,
χ²,
dof,
fit_measures,
minus2ll,
p_value,
RMSEA,
CFI,
EmMVNModel,
se_hessian,
bootstrap,
se_bootstrap,
normal_CI,
normal_CI!,
z_test,
z_test!,
example_data,
replace_observed,
update_observed,
@StenoGraph,
→,
←,
↔,
⇔
end