Interpreting Time Series and Autocorrelated Data Using GAMMs

acf_n_plots | Generate N ACF plots of individual or aggregated time series. |

acf_plot | Generate an ACF plot of an aggregated time series. |

acf_resid | Generate an ACF plot of model residuals. Works for lm, lmer,... |

check_resid | Inspect residuals of regression models. |

compareML | Function for comparing two GAMM models. |

convertNonAlphanumeric | Prepare string for regular expressions (backslash for all... |

corfit | Calculate the correlation between the fitted model and data. |

derive_timeseries | Derive the time series used in the AR1 model. |

diagnostics | Visualization of the model fit for time series data. |

diff_terms | Compare the formulas of two models and return the... |

dispersion | Calculate the dispersion of the residuals |

eeg | Raw EEG data, single trial, 50Hz. |

fadeRug | Fade out the areas in a surface without data. |

find_difference | Return the regions in which the smooth is significantly... |

fvisgam | Visualization of nonlinear interactions, summed effects. |

gamtabs | Convert model summary into Latex/HTML table for knitr/R... |

get_coefs | Get coefficients for the parametric terms (intercepts and... |

get_difference | Get model predictions for differences between conditions. |

get_fitted | Get model all fitted values. |

get_modelterm | Get estimated for selected model terms. |

get_pca_predictions | Return PCA predictions. |

get_predictions | Get model predictions for specific conditions. |

get_random | Get coefficients for the random intercepts and random slopes. |

info | Information on how to cite this package |

infoMessages | Turn on or off information messages. |

inspect_random | Inspection and interpretation of random factor smooths. |

itsadug | Interpreting Time Series, Autocorrelated Data Using GAMMs... |

missing_est | Return indices of data that were not fitted by the model. |

modeledf | Retrieve the degrees of freedom specified in the model. |

observations | Number of observations in the model. |

plot_data | Visualization of the model fit for time series data. |

plot_diff | Plot difference curve based on model predictions. |

plot_diff2 | Plot difference surface based on model predictions. |

plot_modelfit | Visualization of the model fit for time series data. |

plot_parametric | Visualization of group estimates. |

plot_pca_surface | Visualization of the effect predictors in nonlinear... |

plot_smooth | Visualization of smooths. |

plot_topo | Visualization of EEG topo maps. |

print_summary | Print a named list of strings, output from 'summary_data'. |

pvisgam | Visualization of partial nonlinear interactions. |

refLevels | Return a list with reference levels for each factor. |

report_stats | Returns a description of the statistics of the smooth terms... |

res_df | Retrieve the residual degrees of freedom from the model. |

resid_gam | Extract model residuals and remove the autocorrelation... |

rug_model | Add rug to plot, based on model. |

simdat | Simulated time series data. |

start_event | Determine the starting point for each time series. |

start_value_rho | Extract the Lag 1 value from the ACF of the residuals of a... |

summary_data | Print a descriptive summary of a data frame. |

timeBins | Label timestamps as timebins of a given binsize. |

wald_gam | Function for post-hoc comparison of the contrasts in a single... |

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