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E-process core

compute_eprocess()
Compute predictive e-processes from log predictive densities.
make_predictive_diagnostic()
Common interface for predictive e-diagnostics.
summarise_predictive_diagnostic()
Summarise predictive e-diagnostic results.
plot_eprocess()
Plot a predictive e-process

Simulation and densities

create_hmm_movement_parameters()
Create movement-HMM parameters
simulate_hmm_movement()
Simulate movement from a finite-state HMM
simulate_hmm_movement_copula()
Simulate movement with residual step-angle dependence
simulate_hmm_movement_local_copula()
Simulate movement with localized residual copula dependence
simulate_hsmm_movement()
Simulate movement from an HSMM-like dwell-time generator
simulate_hmm_movement_ar_angles()
Simulate movement with autoregressive angle residuals
simulate_wrapped_normal()
Simulate wrapped-normal angles
d_wrapped_normal()
Wrapped-normal density
p_wrapped_normal()
Wrapped-normal distribution function
hmm_forward_filter()
Forward filter a finite-state HMM
hmm_predictive_log_density()
Compute observable HMM predictive log-density
hmm_movement_log_emission()
Compute state-dependent log-emission densities
hmm_movement_predictive_log_density()
Compute movement-HMM observable predictive log-density

Diagnostics

diagnostic_extra_state()
Diagnostic for an insufficient number of states
diagnostic_angle()
Diagnostic for angular distribution misspecification
diagnostic_step_angle_dependence()
Diagnostic for residual step-angle dependence
diagnostic_duration_blockwise()
Blockwise diagnostic for duration misspecification
diagnostic_long_horizon_straightness()
Long-horizon straightness diagnostic
diagnostic_composite_envelope()
Conservative finite-family composite-null diagnostic

Diagnostic combinations and localization

diagnostic_mixture()
Predictable mixture of diagnostic e-increments
diagnostic_switch()
Predictable switch between diagnostics
localize_predictive_diagnostic()
Localize or temper a predictive diagnostic
time_window_weights()
Time-window localization weights
hmm_predictive_state_weights()
Predictive state weights from an HMM filter

Feature and composite helpers

gaussian_copula_log_density()
Gaussian copula log-density
hmm_movement_rosenblatt_residuals()
Sequential Rosenblatt residuals for movement HMMs
compute_block_straightness()
Compute block straightness
simulate_block_straightness_values()
Simulate block straightness values
fit_block_straightness_laws()
Fit beta approximations to block-straightness laws
hmm_family_predictive_log_density()
Predictive log-densities for a finite HMM family
hmm_composite_envelope_log_density()
Composite-envelope predictive log-density
summarise_hmm_parameter_family()
Summarise a finite HMM parameter family

Simulation-study helpers

estimate_hmm_movement_oracle()
Estimate movement-HMM parameters from known states
perturb_hmm_movement_parameters()
Perturb movement-HMM parameters
summarise_hmm_parameter_error()
Summarise parameter error for simulated HMMs