Comprehensive Regime Change Detection in Time Series


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Documentation for package ‘RegimeChange’ version 0.1.1

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RegimeChange-package RegimeChange: Comprehensive Regime Change Detection in Time Series
adjusted_rand_index Adjusted Rand Index
autoencoder_detect Autoencoder-based Changepoint Detection
benchmark_backends Benchmark Julia vs R Performance
binary_segmentation Binary Segmentation Changepoint Detection
bocpd Bayesian Online Changepoint Detection
compare_methods Compare Multiple Detection Methods
constant_hazard Constant Hazard Prior (Alias for Geometric)
covering_metric Covering Metric
cpc_detect Contrastive Predictive Coding for Changepoint Detection
crops_detect CROPS - Changepoints for a Range of Penalties
cusum CUSUM Changepoint Detection
detect_pelt Detect changepoints using enhanced PELT algorithm
detect_regimes Detect Regime Changes in Time Series
economic_cycles Economic Cycles Dataset
edivisive_detect E-Divisive Changepoint Detection
ensemble_dl_detect Ensemble Deep Learning Detection
evaluate Evaluate Changepoint Detection Results
evaluation Evaluation Metrics for Changepoint Detection
f1_score F1 Score with Tolerance
fpop_detect FPOP - Functional Pruning Optimal Partitioning
geometric_hazard Geometric Hazard Prior
hausdorff_distance Hausdorff Distance Between Changepoint Sets
industrial_sensor Industrial Sensor Dataset
init_julia Initialize Julia Backend
inverse_gamma_var Inverse-Gamma Prior for Variance Only
julia_available Check if Julia Backend is Available
julia_status Get Julia Backend Status
kernel_cpd_detect Kernel-based Changepoint Detection
mean_absolute_error Mean Absolute Error for Changepoints
negbin_hazard Negative Binomial Hazard Prior
normal_gamma Normal-Gamma Prior for Unknown Mean and Variance
normal_known_var Normal Prior for Unknown Mean with Known Variance
normal_wishart Normal-Wishart Prior for Multivariate Data
not_detect NOT - Narrowest-Over-Threshold Changepoint Detection
pelt Detect changepoints using PELT algorithm
plot.regime_result Plot Regime Change Detection Results
plot_compare Plot Multiple Results for Comparison
plot_interactive Create Interactive Plot
plot_summary Create Multi-Panel Summary Plot
poisson_gamma Gamma-Poisson Prior for Count Data
precision_score Precision Score with Tolerance
rand_index Rand Index for Segmentation
recall_score Recall Score with Tolerance
RegimeChange RegimeChange: Comprehensive Regime Change Detection in Time Series
regime_detector Create Online Regime Detector
reset Reset a detector to its initial state
reset.regime_detector Reset a detector to its initial state
rmse_changepoints RMSE for Changepoints
shiryaev_roberts Shiryaev-Roberts Changepoint Detection
simulated_changepoints Simulated Changepoints Benchmark Dataset
sparse_projection_cpd Sparse Projection Changepoint Detection
tcn_detect TCN-based Changepoint Detection
transformer_detect Transformer-based Changepoint Detection
update.regime_detector Update Online Detector with New Observation
well_log Well Log Dataset
wild_binary_segmentation Wild Binary Segmentation