Functions for Time Series Analysis and Forecasting


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Documentation for package ‘TSstudio’ version 0.1.7

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add_horizon A Functional Approach for Building the 'train_model' Components
add_input A Functional Approach for Building the 'train_model' Components
add_level A Functional Approach for Building the 'train_model' Components
add_methods A Functional Approach for Building the 'train_model' Components
add_train_method A Functional Approach for Building the 'train_model' Components
add_xreg A Functional Approach for Building the 'train_model' Components
arima_diag Diagnostic Plots for ARIMA Models
build_model A Functional Approach for Building the 'train_model' Components
ccf_plot Time Series Cross Correlation Lags Visualization
check_res Visualization of the Residuals of a Time Series Model
Coffee_Prices Coffee Prices: Robusta and Arabica
create_model A Functional Approach for Building the 'train_model' Components
EURO_Brent Crude Oil Prices: Brent - Europe
forecast_sim Forecasting simulation
Michigan_CS University of Michigan Consumer Survey, Index of Consumer Sentiment
plot_error Plot the Models Error Rates on the Testing Partitions
plot_forecast Plotting Forecast Object
plot_grid Visualizing Grid Search Results
plot_model Plot the Models Performance on the Testing Partitions
remove_methods A Functional Approach for Building the 'train_model' Components
res_hist Histogram Plot of the Residuals Values
set_error A Functional Approach for Building the 'train_model' Components
test_forecast Visualize of the Fitted and the Forecasted vs the Actual Values
train_model Train, Test, Evaluate, and Forecast Multiple Time Series Forecasting Models
ts_cor An Interactive Visualization of the ACF and PACF Functions
ts_decompose Visualization of the Decompose of a Time Series Object
ts_grid Tuning Time Series Forecasting Models Parameters with Grid Search
ts_heatmap Heatmap Plot for Time Series
ts_info Get the Time Series Information
ts_lags Time Series Lag Visualization
ts_ma Moving Average Method for Time Series Data
ts_plot Plotting Time Series Objects
ts_polar Polor Plot for Time Series Object
ts_quantile Quantile Plot for Time Series
ts_reshape Transform Time Series Object to Data Frame Format
ts_seasonal Seasonality Visualization of Time Series Object
ts_split Split Time Series Object for Training and Testing Partitions
ts_sum Summation of Multiple Time Series Objects
ts_surface 3D Surface Plot for Time Series
ts_to_prophet Transform Time Series Object to Prophet input
USgas US monthly natural gas consumption
USUnRate US Monthly Civilian Unemployment Rate
USVSales US Monthly Total Vehicle Sales
US_indicators US Key Indicators - data frame format
xts_to_ts Converting 'xts' object to 'ts' object
zoo_to_ts Converting 'zoo' object to 'ts' object