The Tidymodels Extension for Time Series Modeling


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Documentation for package ‘modeltime’ version 0.0.2

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arima_boost General Interface for "Boosted" ARIMA Regression Models
Arima_fit_impl Low-Level ARIMA function for translating modeltime to forecast
arima_params Tuning Parameters for ARIMA Models
Arima_predict_impl Bridge prediction function for ARIMA models
arima_reg General Interface for ARIMA Regression Models
arima_workflow_tuned Example ARIMA Tuning Results
arima_xgboost_fit_impl Bridge ARIMA-XGBoost Modeling function
arima_xgboost_predict_impl Bridge prediction Function for ARIMA-XGBoost Models
auto_arima_fit_impl Low-Level ARIMA function for translating modeltime to forecast
auto_arima_xgboost_fit_impl Bridge ARIMA-XGBoost Modeling function
bake_xreg_recipe Developer Tools for processing XREGS (Regressors)
create_xreg_recipe Developer Tools for preparing XREGS (Regressors)
damping Tuning Parameters for Exponential Smoothing Models
default_forecast_accuracy_metric_set Forecast Accuracy Metrics Sets
error Tuning Parameters for Exponential Smoothing Models
ets_fit_impl Low-Level Exponential Smoothing function for translating modeltime to forecast
ets_predict_impl Bridge prediction function for Exponential Smoothing models
exp_smoothing General Interface for Exponential Smoothing State Space Models
exp_smoothing_params Tuning Parameters for Exponential Smoothing Models
get_arima_description Get model descriptions for Arima objects
get_model_description Get model descriptions for parsnip, workflows & modeltime objects
growth Tuning Parameters for Prophet Models
juice_xreg_recipe Developer Tools for processing XREGS (Regressors)
modeltime_accuracy Calculate Accuracy Metrics
modeltime_calibrate Preparation for forecasting
modeltime_forecast Forecast future data
modeltime_refit Refit one or more trained models to new data
modeltime_table Scale forecast analysis with a Modeltime Table
new_modeltime_bridge Constructor for creating modeltime models
non_seasonal_ar Tuning Parameters for ARIMA Models
non_seasonal_differences Tuning Parameters for ARIMA Models
non_seasonal_ma Tuning Parameters for ARIMA Models
num_changepoints Tuning Parameters for Prophet Models
parse_index Developer Tools for parsing date and date-time information
parse_index_from_data Developer Tools for parsing date and date-time information
parse_period_from_index Developer Tools for parsing date and date-time information
plot_modeltime_forecast Interactive Forecast Visualization
prior_scale_changepoints Tuning Parameters for Prophet Models
prior_scale_holidays Tuning Parameters for Prophet Models
prior_scale_seasonality Tuning Parameters for Prophet Models
prophet_boost General Interface for Boosted PROPHET Time Series Models
prophet_fit_impl Low-Level PROPHET function for translating modeltime to PROPHET
prophet_params Tuning Parameters for Prophet Models
prophet_predict_impl Bridge prediction function for PROPHET models
prophet_reg General Interface for PROPHET Time Series Models
prophet_xgboost_fit_impl Low-Level PROPHET function for translating modeltime to Boosted PROPHET
prophet_xgboost_predict_impl Bridge prediction function for Boosted PROPHET models
recipe_helpers Developer Tools for processing XREGS (Regressors)
season Tuning Parameters for Exponential Smoothing Models
seasonal_ar Tuning Parameters for ARIMA Models
seasonal_decomp General Interface for Seasonal Decomposition Regression Models
seasonal_differences Tuning Parameters for ARIMA Models
seasonal_ma Tuning Parameters for ARIMA Models
seasonal_period Tuning Parameters for Time Series (ts-class) Models
stlm_arima_fit_impl Low-Level stlm function for translating modeltime to forecast
stlm_arima_predict_impl Bridge prediction function for ARIMA models
stlm_ets_fit_impl Low-Level stlm function for translating modeltime to forecast
stlm_ets_predict_impl Bridge prediction function for ARIMA models
table_modeltime_accuracy Interactive Accuracy Tables
time_series_params Tuning Parameters for Time Series (ts-class) Models
trend Tuning Parameters for Exponential Smoothing Models
type_sum.mdl_time_tbl Succinct summary of Modeltime Tables
xgboost_impl Wrapper for parsnip::xgb_train
xgboost_predict Wrapper for xgboost::predict