Man pages for ing-bank/tsforecast
Time Series Forecasting Pipeline
| add_all_multivariate_forecast_models | Add all multivariate forecast models |
| add_all_univariate_forecast_models | Add all univariate forecast models |
| add_ctree_forecast_model | Add CTREE forecast model |
| add_fc_errors_to_main_forecasting_table | Add fc errors to main forecasting table |
| add_fc_models_to_main_forecasting_table | Add fc models to main forecasting table |
| add_fc_values_all_split_dates | Add computed hierarchical forecast values, for all split... |
| add_fc_values_per_split_date | Add computed hierarchical forecast values, per split date |
| add_hierarchical_fc_models_to_main_forecasting_table | Add hierarchical forecast values to main forecasting table |
| add_kalman_forecast_model | Add kalman forecast model |
| add_mean_ensemble_fc_methods | Adds an mean ensemble of provided forecast methods. |
| add_missing_attributes_to_ts_object | Add missing attributes to time series object |
| add_multivariate_forecast_model | Add multivariate forecast model |
| add_prophet_forecast_model | Add prophet forecast model |
| add_randomforest_forecast_model | Add randomForest forecast model |
| add_recursive_ml_forecast_model | Add randomForest forecast model |
| add_rpart_forecast_model | Add RPART forecast model |
| add_ts_object_split | Add a ts_object split to the main_forecasting_table |
| add_univariate_forecast_model | Add univariate forecast model |
| apply_fforma_model | Apply the FFORMA model |
| calculate_forecast_errors | Calculate forecast errors for fc_models. |
| calculate_MASE | Calculate MASE values |
| change_ts_object_seasonality | Add or modify the seasonality attribute of a time series... |
| cleanup_multivariate_ts_object | Cleans a multivariate time series object |
| compare_forecast_performance_per_group | Create plot to compare forecast performance per group |
| compare_forecast_per_group | Create plot to compare forecast per group |
| compare_forecasts_performance | Create plot to compare forecast performance |
| compare_forecasts_with_actuals | Create plot to compare forecasts with actuals |
| create_combined_fc_errors_table | Create fc_error table by combination of two groups |
| create_main_forecasting_table | Create main forecasting table. |
| create_ungrouped_main_forecasting_table | Create ungrouped main forecasting table |
| ctree_fit | Determine model fit of CTREE tree |
| decide_on_parallel_run | Determine whether a parallel run will be faster |
| decompose_ts_object_for_ML | Decompose time series object |
| filter_stationary_columns | Filter stationary columns from the data |
| force_to_uniseasonal_ts_object | Transform a time series object to be uniseasonal |
| force_to_univariate_ts_object | Transform a time series object to be univariate |
| generate_training_data_from_M4 | Generate training data |
| get_actuals_from_main_forecasting_table | Get actuals from main_forecasting_table. |
| get_best_forecast_methods | Get best forecast methods |
| get_bottom_up_fc_values | Calculate bottom up hierarchical forecast values |
| get_consistent_fc_values | Calculate consistent hierarchical forecast values |
| get_fc_periods | Determine forecasting periods for ts object |
| get_fitted_forecast_values | Get fitted values of the "forecast" forecast models, post... |
| get_fitted_prophet_values | Get fitted values of the prophet forecast models, post... |
| get_fitted_tree_forest_values | Get fitted values of the tree and forest forecast models,... |
| get_forecast_accuracy_overview | Get forecast accuracy overview. |
| get_periodogram | Get an object of class "spec" |
| get_seasonality_additive | Get seasonality period for a time series object |
| get_ts_features | Extract time series features |
| plot_hierarchical_forecasts | Create stacked plot of hierarchical forecasts |
| plot_xreg | Create plot to compare select external regressors to variable... |
| plot_xreg_drivers | Create plot to see how selected external regressor influences... |
| prepare_fforma_training_data | Prepare training data for FFORMA |
| randomforest_fit | Determine model fit of random forest |
| rpart_fit | Determine model fit of RPART tree |
| run_example | Run example of package |
| show_documentation | Show package documentation |
| split_ts_object | Split ts object into two parts |
| start_forecast_analysis_dashboard | Start a local forecast analysis dashboard |
| store_main_forecasting_table_for_fforma | Sample main forecasting table for package validation |
| sum_ts_objects | Sum two ts objects to get a single ts object |
| supported_fc_methods | Supported forecast models |
| train_fforma_model | Train the FFORMA model |
| trim_ts_object | Reduces the length of a time series object |
| ts_object_to_periods | Gets available periods from time series object |
| ts_object_to_tibble | Converts time series object into tibble |
| union_ts_objects | Union two ts objects into a single ts object |
| update_main_forecasting_table | Update main forecasting table. |
