From 226aadd4d973bb976dccd7fc60c62ed7838900ac Mon Sep 17 00:00:00 2001 From: Nicholas Clark Date: Tue, 30 Apr 2024 13:04:02 +1000 Subject: [PATCH] 2 chains --- R/RW.R | 4 +- R/as.data.frame.mvgam.R | 4 +- R/data_grids.R | 93 ++ R/dynamic.R | 11 +- R/evaluate_mvgams.R | 6 +- R/families.R | 3 +- R/forecast.mvgam.R | 3 +- R/hindcast.mvgam.R | 3 +- R/index-mvgam.R | 3 +- R/lfo_cv.mvgam.R | 6 +- R/logLik.mvgam.R | 9 +- R/loo.mvgam.R | 9 +- R/lv_correlations.R | 3 +- R/mcmc_plot.mvgam.R | 3 +- R/monotonic.R | 6 +- R/mvgam.R | 18 +- R/mvgam_diagnostics.R | 3 +- R/pairs.mvgam.R | 5 +- R/plot.mvgam.R | 15 +- R/plot_mvgam_factors.R | 18 +- R/plot_mvgam_randomeffects.R | 3 +- R/plot_mvgam_resids.R | 13 - R/plot_mvgam_smooth.R | 17 +- R/plot_mvgam_trend.R | 8 +- R/posterior_epred.mvgam.R | 7 +- R/ppc.mvgam.R | 3 +- R/predict.mvgam.R | 558 +++++---- R/residuals.mvgam.R | 7 +- R/score.mvgam_forecast.R | 5 +- R/update.mvgam.R | 5 +- R/validations.R | 38 - README.Rmd | 2 +- README.md | 56 +- 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docs/reference/pp_check.mvgam-7.png create mode 100644 docs/reference/ppc.mvgam-1.png create mode 100644 docs/reference/ppc.mvgam-2.png create mode 100644 docs/reference/ppc.mvgam-3.png create mode 100644 docs/reference/ppc.mvgam-4.png create mode 100644 docs/reference/ppc.mvgam-5.png create mode 100644 docs/reference/ppc.mvgam-6.png create mode 100644 docs/reference/update.mvgam-1.png create mode 100644 docs/reference/update.mvgam-2.png create mode 100644 docs/reference/update.mvgam-3.png diff --git a/R/RW.R b/R/RW.R index 6da417c9..7a102e76 100644 --- a/R/RW.R +++ b/R/RW.R @@ -66,7 +66,9 @@ #' trend_model = CAR(), #' data = dat, #' family = gaussian(), -#' run_model = TRUE) +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' #'# View usual summaries and plots #'summary(mod) diff --git a/R/as.data.frame.mvgam.R b/R/as.data.frame.mvgam.R index 35a1c606..52df7002 100644 --- a/R/as.data.frame.mvgam.R +++ b/R/as.data.frame.mvgam.R @@ -37,7 +37,9 @@ #'mod1 <- mvgam(y ~ s(season, bs = 'cc'), #' trend_model = 'AR1', #' data = sim$data_train, -#' family = Gamma()) +#' family = Gamma(), +#' chains = 2, +#' samples = 300) #'beta_draws_df <- as.data.frame(mod1, variable = 'betas') #'head(beta_draws_df) #'str(beta_draws_df) diff --git a/R/data_grids.R b/R/data_grids.R new file mode 100644 index 00000000..cab33f0d --- /dev/null +++ b/R/data_grids.R @@ -0,0 +1,93 @@ +#' Get data objects into correct order in case it is not already +#'@noRd +sort_data = function(data, series_time = FALSE){ + if(inherits(data, 'list')){ + data_arranged <- data + if(series_time){ + temp_dat = data.frame(time = data$index..time..index, + series = data$series) %>% + dplyr::mutate(index = dplyr::row_number()) %>% + dplyr::arrange(series, time) + } else { + temp_dat = data.frame(time = data$index..time..index, + series = data$series) %>% + dplyr::mutate(index = dplyr::row_number()) %>% + dplyr::arrange(time, series) + } + + data_arranged <- lapply(data, function(x){ + if(is.matrix(x)){ + matrix(x[temp_dat$index,], ncol = NCOL(x)) + } else { + x[temp_dat$index] + } + }) + names(data_arranged) <- names(data) + } else { + if(series_time){ + data_arranged <- data %>% + dplyr::arrange(series, index..time..index) + } else { + data_arranged <- data %>% + dplyr::arrange(index..time..index, series) + } + } + + return(data_arranged) +} + +#' Create prediction grids, mostly for simple plotting functions +#'@noRd +data_grid = function(..., newdata){ + + dots <- list(...) + vars <- names(dots) + + # Validate that vars exist in supplied data + for(i in seq_along(vars)){ + if(!exists(vars[i], newdata)){ + stop(paste0('Variable ', vars[i], ' not found in newdata'), + call. = FALSE) + } + } + + # Create sample dummy dataframe to get the prediction grid, ensuring + # factors are preserved + newdat_grid <- data.frame(do.call(cbind.data.frame, + lapply(vars, function(x){ + newdata[[x]] + }))) + colnames(newdat_grid) <- vars + + # Use the supplied conditions for making the datagrid + newdat_grid <- marginaleffects::datagrid(..., newdata = newdat_grid) + + # Now replicate the first observation for all other variables + if(inherits(newdata, 'list')){ + newdat_full <- lapply(seq_along(newdata), function(x){ + if(names(newdata)[x] %in% vars){ + newdat_grid[[names(newdata)[x]]] + } else { + if(is.matrix(newdata[[x]])){ + t(replicate(NROW(newdat_grid), newdata[[x]][1, ])) + } else { + if(is.factor(newdata[[x]])){ + factor(rep(newdata[[x]][1], NROW(newdat_grid)), + levels = levels(newdata[[x]])) + } else { + rep(newdata[[x]][1], NROW(newdat_grid)) + } + } + } + }) + names(newdat_full) <- names(newdata) + } else { + newdat_full <- + dplyr::bind_cols(newdat_grid, + data.frame(newdata %>% + dplyr::select(!vars) %>% + dplyr::slice_head(n = 1))) + } + + return(newdat_full) +} diff --git a/R/dynamic.R b/R/dynamic.R index f56878e1..6c9f86fd 100644 --- a/R/dynamic.R +++ b/R/dynamic.R @@ -84,11 +84,12 @@ #' #'# Fit a model using the dynamic function #'mod <- mvgam(out ~ -#' # mis-specify the length scale slightly as this -#' # won't be known in practice -#' dynamic(predictor, rho = 8, stationary = TRUE), -#' family = gaussian(), -#' data = data_train) +#' # mis-specify the length scale slightly as this +#' # won't be known in practice +#' dynamic(predictor, rho = 8, stationary = TRUE), +#' family = gaussian(), +#' data = data_train, +#' chains = 2) #' #'# Inspect the summary #'summary(mod) diff --git a/R/evaluate_mvgams.R b/R/evaluate_mvgams.R index f14433ac..7fe21efd 100644 --- a/R/evaluate_mvgams.R +++ b/R/evaluate_mvgams.R @@ -76,14 +76,16 @@ #' trend_model = AR(p = 2), #' family = poisson(), #' data = dat$data_train, -#' newdata = dat$data_test) +#' newdata = dat$data_test, +#' chains = 2) #' #'# Fit a less appropriate model #'mod_rw <- mvgam(y ~ s(season, bs = 'cc'), #' trend_model = RW(), #' family = poisson(), #' data = dat$data_train, -#' newdata = dat$data_test) +#' newdata = dat$data_test, +#' chains = 2) #' #'# Compare Discrete Ranked Probability Scores for the testing period #'fc_ar2 <- forecast(mod_ar2) diff --git a/R/families.R b/R/families.R index 565a0d35..300e56d3 100644 --- a/R/families.R +++ b/R/families.R @@ -161,7 +161,8 @@ student_t = function(link = 'identity'){ #' priors = c(prior(std_normal(), class = b), #' prior(normal(1, 1.5), class = Intercept_trend)), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # The usual diagnostics #' summary(mod) diff --git a/R/forecast.mvgam.R b/R/forecast.mvgam.R index 005e9f72..bf6a8508 100644 --- a/R/forecast.mvgam.R +++ b/R/forecast.mvgam.R @@ -34,7 +34,8 @@ forecast <- function(object, ...){ #' trend_model = AR(), #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Hindcasts on response scale #' hc <- hindcast(mod) diff --git a/R/hindcast.mvgam.R b/R/hindcast.mvgam.R index 4c98797d..d1bd26b5 100644 --- a/R/hindcast.mvgam.R +++ b/R/hindcast.mvgam.R @@ -22,7 +22,8 @@ hindcast <- function(object, ...){ #' trend_model = AR(), #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Hindcasts on response scale #' hc <- hindcast(mod) diff --git a/R/index-mvgam.R b/R/index-mvgam.R index a6013080..11d046d5 100644 --- a/R/index-mvgam.R +++ b/R/index-mvgam.R @@ -23,7 +23,8 @@ NULL #' trend_model = AR(), #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' variables(mod) #' } #' @export diff --git a/R/lfo_cv.mvgam.R b/R/lfo_cv.mvgam.R index 2eb062b0..54f608eb 100644 --- a/R/lfo_cv.mvgam.R +++ b/R/lfo_cv.mvgam.R @@ -60,7 +60,8 @@ #' data = dat$data_train, #' newdata = dat$data_test, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #'# Fit a less appropriate model #'mod_rw <- mvgam(y ~ s(season, bs = 'cc', k = 6), @@ -69,7 +70,8 @@ #' data = dat$data_train, #' newdata = dat$data_test, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #'# Compare Discrete Ranked Probability Scores for the testing period #'fc_ar2 <- forecast(mod_ar2) diff --git a/R/logLik.mvgam.R b/R/logLik.mvgam.R index b89b5eaa..2aef1189 100644 --- a/R/logLik.mvgam.R +++ b/R/logLik.mvgam.R @@ -24,10 +24,11 @@ #' # Simulate some data and fit a model #' simdat <- sim_mvgam(n_series = 1, trend_model = 'AR1') #' mod <- mvgam(y ~ s(season, bs = 'cc', k = 6), -#' trend_model = AR(), -#' data = simdat$data_train, -#' burnin = 300, -#' samples = 300) +#' trend_model = AR(), +#' data = simdat$data_train, +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' #'# Extract logLikelihood values #'lls <- logLik(mod) diff --git a/R/loo.mvgam.R b/R/loo.mvgam.R index 49f04129..0287e7cd 100644 --- a/R/loo.mvgam.R +++ b/R/loo.mvgam.R @@ -24,7 +24,8 @@ #' simdat$data_test), #' family = gaussian(), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #'plot(mod1, type = 'smooths') #'loo(mod1) #' @@ -34,7 +35,8 @@ #' s(season, series, bs = 'fs', #' xt = list(bs = 'cc'), k = 4), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #'plot(mod2, type = 'smooths') #'loo(mod2) #' @@ -42,7 +44,8 @@ #'mod3 <- update(mod2, #' trend_model = 'AR1', #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #'plot(mod3, type = 'smooths') #'plot(mod3, type = 'trend') #'loo(mod3) diff --git a/R/lv_correlations.R b/R/lv_correlations.R index fe72a15c..28e94c79 100644 --- a/R/lv_correlations.R +++ b/R/lv_correlations.R @@ -17,7 +17,8 @@ #' n_lv = 2, #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #'lvcors <- lv_correlations(mod) #'names(lvcors) #'lapply(lvcors, class) diff --git a/R/mcmc_plot.mvgam.R b/R/mcmc_plot.mvgam.R index a7533c40..cfab59a1 100644 --- a/R/mcmc_plot.mvgam.R +++ b/R/mcmc_plot.mvgam.R @@ -28,7 +28,8 @@ #' trend_model = AR(), #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' mcmc_plot(mod) #' mcmc_plot(mod, type = 'neff_hist') #' mcmc_plot(mod, variable = 'betas', type = 'areas') diff --git a/R/monotonic.R b/R/monotonic.R index 18beeede..0484d257 100644 --- a/R/monotonic.R +++ b/R/monotonic.R @@ -73,7 +73,8 @@ #' data = mod_data, #' family = gaussian(), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' plot_predictions(mod2, #' by = 'x', @@ -108,7 +109,8 @@ #' data = mod_data, #' family = gaussian(), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Visualise the different monotonic functions #' plot_predictions(mod, condition = c('x', 'fac', 'fac'), diff --git a/R/mvgam.R b/R/mvgam.R index 16958fe0..74722a73 100644 --- a/R/mvgam.R +++ b/R/mvgam.R @@ -335,7 +335,8 @@ #' trend_model = RW(), #' family = poisson(), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Extract the model summary #' summary(mod1) @@ -399,7 +400,8 @@ #' data = mod_data, #' return_model_data = TRUE, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # The mapping matrix is now supplied as data to the model in the 'Z' element #' mod1$model_data$Z @@ -443,7 +445,8 @@ #' data = data_train, #' newdata = data_test, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Inspect the model summary, forecast and time-varying coefficient distribution #' summary(mod) @@ -475,7 +478,8 @@ #' data = dat$data_train, #' trend_model = 'None', #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Inspect the model file to see the modification to the linear predictor #' # (eta) @@ -569,7 +573,8 @@ #' family = poisson(), #' data = mod_data, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' summary(mod) #' #' # Plot the posterior hindcast @@ -610,7 +615,8 @@ #' family = binomial(), #' data = dat, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' summary(mod) #' pp_check(mod, type = "bars_grouped", #' group = "series", ndraws = 50) diff --git a/R/mvgam_diagnostics.R b/R/mvgam_diagnostics.R index b6d5e3c6..4c8b2f16 100644 --- a/R/mvgam_diagnostics.R +++ b/R/mvgam_diagnostics.R @@ -21,7 +21,8 @@ #' trend_model = AR(), #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' np <- nuts_params(mod) #' head(np) #' diff --git a/R/pairs.mvgam.R b/R/pairs.mvgam.R index a68d70de..b977ae93 100644 --- a/R/pairs.mvgam.R +++ b/R/pairs.mvgam.R @@ -17,8 +17,9 @@ #' \donttest{ #' simdat <- sim_mvgam(n_series = 1, trend_model = 'AR1') #' mod <- mvgam(y ~ s(season, bs = 'cc'), -#' trend_model = AR(), -#' data = simdat$data_train) +#' trend_model = AR(), +#' data = simdat$data_train, +#' chains = 2) #' pairs(mod) #' pairs(mod, variable = c('ar1', 'sigma'), regex = TRUE) #' } diff --git a/R/plot.mvgam.R b/R/plot.mvgam.R index dba03a6f..5e7b53f9 100644 --- a/R/plot.mvgam.R +++ b/R/plot.mvgam.R @@ -51,7 +51,10 @@ #'# Fit a basic model #'mod <- mvgam(y ~ s(season, bs = 'cc') + s(series, bs = 're'), #' data = dat$data_train, -#' trend_model = RW()) +#' trend_model = RW(), +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' #'# Plot predictions and residuals for each series #'plot(mod, type = 'forecast', series = 1) @@ -77,7 +80,10 @@ #'mod <- mvgam(y ~ -1, #' trend_formula = ~ s(season, bs = 'cc'), #' data = dat$data_train, -#' trend_model = RW()) +#' trend_model = RW(), +#' burnin = 300, +#' samples = 300, +#' chains = 2) #'plot(mod, type = 'smooths', trend_effects = TRUE) #' #'# But marginaleffects functions work without any modification @@ -223,10 +229,7 @@ plot.mvgam = function(x, type = 'residuals', .pardefault <- par(no.readonly=T) on.exit(par(.pardefault)) - oldpar<-par(mfrow=c(r,c), - mar=c(2.5, 2.3, 2, 2), - oma = c(1, 1, 0, 0), - mgp = c(1.5, 0.5, 0)) + oldpar<-par(mfrow=c(r,c)) } else { ppp<-1;oldpar<-par()} diff --git a/R/plot_mvgam_factors.R b/R/plot_mvgam_factors.R index b8064dbc..bf0b0762 100644 --- a/R/plot_mvgam_factors.R +++ b/R/plot_mvgam_factors.R @@ -23,7 +23,8 @@ #' trend_model = AR(), #' use_lv = TRUE, #' n_lv = 2, -#' data = simdat$data_train) +#' data = simdat$data_train, +#' chains = 2) #'plot_mvgam_factors(mod) #'} #'@export @@ -59,20 +60,11 @@ plot_mvgam_factors = function(object, plot = TRUE){ on.exit(par(.pardefault)) if(object$n_lv <= 2){ - par(mfrow = c(1, 2), - mar=c(2.5, 2.3, 2, 2), - oma = c(1, 1, 0, 0), - mgp = c(1.5, 0.5, 0)) + par(mfrow = c(1, 2)) } else if(object$n_lv <= 4){ - par(mfrow = c(2, 2), - mar=c(2.5, 2.3, 2, 2), - oma = c(1, 1, 0, 0), - mgp = c(1.5, 0.5, 0)) + par(mfrow = c(2, 2)) } else { - par(mfrow = c(3, 2), - mar=c(2.5, 2.3, 2, 2), - oma = c(1, 1, 0, 0), - mgp = c(1.5, 0.5, 0)) + par(mfrow = c(3, 2)) } } diff --git a/R/plot_mvgam_randomeffects.R b/R/plot_mvgam_randomeffects.R index 5da336b2..e90e03c0 100644 --- a/R/plot_mvgam_randomeffects.R +++ b/R/plot_mvgam_randomeffects.R @@ -55,8 +55,7 @@ if(any(smooth_labs$class == 'random.effect')){ on.exit(par(.pardefault)) if(length(re_smooths) == 1){ - par(mfrow = c(1,1), - mar = c(4, 4.5, 3, 4)) + par(mfrow = c(1,1)) } if(length(re_smooths) == 2){ diff --git a/R/plot_mvgam_resids.R b/R/plot_mvgam_resids.R index 4d3f5f03..ad769576 100644 --- a/R/plot_mvgam_resids.R +++ b/R/plot_mvgam_resids.R @@ -90,19 +90,6 @@ if(class(data_train)[1] == 'list'){ } if(missing(data_test)){ - # # Resids and predictions for only the training period - # series_residuals <- series_residuals[, 1:obs_length] - # - # if(object$fit_engine == 'stan'){ - # - # # For stan objects, mus is stored as a vector in column-major order - # linkfun <- family_invlinks(object$family) - # preds <- linkfun(mcmc_chains(object$model_output, 'mus')[,seq(series, - # dim(mcmc_chains(object$model_output, 'mus'))[2], - # by = NCOL(object$ytimes))][, 1:obs_length]) - # } else { - # preds <- mcmc_chains(object$model_output, 'mus')[,starts[series]:ends[series]][, 1:obs_length] - # } } else { diff --git a/R/plot_mvgam_smooth.R b/R/plot_mvgam_smooth.R index eb805abc..b25f9706 100644 --- a/R/plot_mvgam_smooth.R +++ b/R/plot_mvgam_smooth.R @@ -77,7 +77,7 @@ plot_mvgam_smooth = function(object, } if(series > NCOL(object2$ytimes)){ - stop(paste0('object2 only contains data / predictions for ', + stop(paste0('object only contains data / predictions for ', NCOL(object2$ytimes), ' series'), call. = FALSE) } @@ -123,7 +123,7 @@ plot_mvgam_smooth = function(object, if(is.numeric(smooth)){ if(!smooth %in% seq_along(smooth_terms)){ - stop(smooth, ' not found in smooth terms of object2') + stop(smooth, ' not found in smooth terms of object') } smooth_int <- smooth smooth <- smooth_terms[smooth] @@ -140,18 +140,20 @@ plot_mvgam_smooth = function(object, })) if(smooth_labs$class[smooth_int] == 'random.effect'){ - stop('use function "plot_mvgam_randomeffects" to plot "re" bases') + message('use function "plot_mvgam_randomeffects" to plot "re" bases') + return(invisible) } # Be sure that parametric and by variables are included in newdata smooth_terms <- unique(trimws(strsplit(gsub('\\+', ',', - as.character(object2$mgcv_model$pred.formula)[2]), ',')[[1]])) + as.character(object2$mgcv_model$pred.formula)[2]), + ',')[[1]])) # Remove comma separated names as these won't match the column names in data smooth_terms[!grepl(',', smooth_terms)] -> smooth_terms # Change smooth name to the covariate that needs a sequence of prediction values - smooth <- object2$mgcv_model$smooth[[smooth_int]]$term + smooth <- all.vars(parse(text = object2$mgcv_model$smooth[[smooth_int]]$term)) # Predictions and plots for multi-dimensional smooths if(length(unlist(strsplit(smooth, ','))) >= 2){ @@ -438,10 +440,7 @@ plot_mvgam_smooth = function(object, if(derivatives){ .pardefault <- par(no.readonly=T) on.exit(par(.pardefault)) - par(mfrow = c(2, 1), - mar=c(2.5, 2.3, 2, 2), - oma = c(1, 1, 0, 0), - mgp = c(1.5, 0.5, 0)) + par(mfrow = c(2, 1)) if(residuals){ plot(1, type = "n", bty = 'L', diff --git a/R/plot_mvgam_trend.R b/R/plot_mvgam_trend.R index 15455f1d..63a4c19b 100644 --- a/R/plot_mvgam_trend.R +++ b/R/plot_mvgam_trend.R @@ -28,7 +28,8 @@ #' trend_model = AR(), #' data = simdat$data_train, #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Plot estimated trends for some series #' plot_mvgam_trend(mod) @@ -185,10 +186,7 @@ plot_mvgam_trend = function(object, series = 1, newdata, data_test, if(derivatives){ .pardefault <- par(no.readonly=T) on.exit(par(.pardefault)) - par(mfrow = c(2, 1), - mar = c(2.5, 2.3, 2, 2), - oma = c(1, 1, 0, 0), - mgp = c(1.5, 0.5, 0)) + par(mfrow = c(2, 1)) plot(1, type = "n", bty = 'L', xlab = xlab, diff --git a/R/posterior_epred.mvgam.R b/R/posterior_epred.mvgam.R index 0497098b..f6199a45 100644 --- a/R/posterior_epred.mvgam.R +++ b/R/posterior_epred.mvgam.R @@ -114,8 +114,11 @@ posterior_epred.mvgam = function(object, #' # Simulate some data and fit a model #' simdat <- sim_mvgam(n_series = 1, trend_model = 'AR1') #' mod <- mvgam(y ~ s(season, bs = 'cc'), -#' trend_model = 'AR1', -#' data = simdat$data_train) +#' trend_model = 'AR1', +#' data = simdat$data_train, +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' #'# Extract linear predictor values #'linpreds <- posterior_linpred(mod) diff --git a/R/ppc.mvgam.R b/R/ppc.mvgam.R index 25bfe3fa..c99944b8 100644 --- a/R/ppc.mvgam.R +++ b/R/ppc.mvgam.R @@ -55,7 +55,8 @@ #' data = dat, #' family = gaussian(), #' burnin = 300, -#' samples = 300) +#' samples = 300, +#' chains = 2) #' #' # Posterior checks #' ppc(mod, type = 'hist') diff --git a/R/predict.mvgam.R b/R/predict.mvgam.R index c84716b6..379612c7 100644 --- a/R/predict.mvgam.R +++ b/R/predict.mvgam.R @@ -7,14 +7,21 @@ #'predictions are generated for the original observations used for the model fit. #'@param data_test Deprecated. Still works in place of \code{newdata} but users are recommended to use #'\code{newdata} instead for more seamless integration into `R` workflows -#'@param type When this has the value \code{link} (default) the linear predictor is calculated on the link scale. +#'@param type When this has the value \code{link} (default) the linear predictor is +#'calculated on the link scale. #'If \code{expected} is used, predictions reflect the expectation of the response (the mean) #'but ignore uncertainty in the observation process. When \code{response} is used, #'the predictions take uncertainty in the observation process into account to return #'predictions on the outcome scale. When \code{variance} is used, the variance of the response -#'with respect to the mean (mean-variance relationship) is returned. Two special cases are also allowed: -#' type `latent_N` will return the estimated latent abundances from an N-mixture distribution, -#' while type `detection` will return the estimated detection probability from an N-mixture distribution +#'with respect to the mean (mean-variance relationship) is returned. +#'When `type = "terms"`, each component of the linear predictor is +#'returned separately in the form of a `list` (possibly with standard +#'errors, if `summary = TRUE`): this includes parametric model components, +#'followed by each smooth component, but excludes any offset and any intercept. +#'Two special cases are also allowed: +#' type `latent_N` will return the estimated latent abundances from an +#' N-mixture distribution, while type `detection` will return the estimated +#' detection probability from an N-mixture distribution #'@param process_error Logical. If \code{TRUE} and a dynamic trend model was fit, #'expected uncertainty in the process model is accounted for by using draws #'from the latent trend SD parameters. If \code{FALSE}, uncertainty in the latent trend @@ -33,10 +40,11 @@ #'\code{\link{plot_mvgam_fc}} and \code{\link{forecast.mvgam}} are better suited to generate h-step ahead forecasts #'that respect the temporal dynamics of estimated latent trends. #' @return Predicted values on the appropriate scale. -#' If \code{summary = FALSE} the output is a matrix of dimension `n_draw x n_observations` +#' If \code{summary = FALSE} and `type != "terms"`, +#' the output is a matrix of dimension `n_draw x n_observations` #' containing predicted values for each posterior draw in `object`. #' -#' If \code{summary = TRUE} the output is an \code{n_observations} x \code{E} +#' If \code{summary = TRUE} and `type != "terms"`, the output is an \code{n_observations} x \code{E} #' matrix. The number of summary statistics \code{E} is equal to \code{2 + #' length(probs)}: The \code{Estimate} column contains point estimates (either #' mean or median depending on argument \code{robust}), while the @@ -44,6 +52,14 @@ #' deviation or median absolute deviation depending on argument #' \code{robust}). The remaining columns starting with \code{Q} contain #' quantile estimates as specified via argument \code{probs}. +#' +#' If `type = "terms"` and `summary = FALSE`, the output is a named `list` +#' containing a separate slot for each effect, with the effects returned as +#' matrices of dimension `n_draw x 1`. If `summary = TRUE`, the output resembles that +#' from \code{\link[mgcv]{predict.gam}} when using the call +#' `predict.gam(object, type = "terms", se.fit = TRUE)`, where mean contributions +#' from each effect are returned in `matrix` form while standard errors (representing +#' the interval: `(max(probs) - min(probs)) / 2`) are returned in a separate `matrix` #'@export predict.mvgam = function(object, newdata, @@ -76,7 +92,8 @@ predict.mvgam = function(object, "response", "variance", "latent_N", - "detection")) + "detection", + "terms")) if(type == 'latent_N' & object$family != 'nmix'){ stop('"latent_N" type only available for N-mixture models', @@ -88,148 +105,78 @@ predict.mvgam = function(object, call. = FALSE) } - # If a linear predictor was supplied for the latent process models, calculate - # predictions by assuming the trend is stationary (this is basically what brms) - # does when predicting for autocor() models - if(!is.null(object$trend_call)){ - - # Linear predictor matrix for the latent process models - Xp <- trend_Xp_matrix(newdata = newdata, - trend_map = object$trend_map, - series = 'all', - mgcv_model = object$trend_mgcv_model) - - # Extract process error estimates - if(attr(object$model_data, 'trend_model') %in% c('RW','AR1','AR2','AR3','CAR1')){ - if(object$family == 'nmix'){ - family_pars <- list(sigma_obs = .Machine$double.eps) - } else { - family_pars <- list(sigma_obs = mcmc_chains(object$model_output, - 'sigma')) - } + # terms is the easiest return type, so evaluate it first + if(type == 'terms'){ + out <- list() + out$obs_effects <- terms_preds(object = object, + newdata = newdata, + summary = summary, + robust = robust, + probs = probs, + trend_effects = FALSE) + if(!is.null(object$trend_call)){ + out$process_effects <- terms_preds(object = object, + newdata = newdata, + summary = summary, + robust = robust, + probs = probs, + trend_effects = TRUE) } + } else { - if(attr(object$model_data, 'trend_model') %in% c('VAR1')){ - if(object$use_lv){ - family_pars <- list(sigma_obs = - mcmc_chains(object$model_output, 'Sigma')[ , - seq(1, object$n_lv^2, - by = object$n_lv+1)]) - } else { - family_pars <- list(sigma_obs = - mcmc_chains(object$model_output, 'Sigma')[ , - seq(1, NCOL(object$ytimes)^2, - by = NCOL(object$ytimes)+1)]) - } - } - - # Indicators of which trend to use for each observation - if(inherits(newdata, 'list')){ - data.frame(series = newdata$series) %>% - dplyr::left_join(object$trend_map, - by = 'series') %>% - dplyr::pull(trend) -> trend_inds - newdata_trend <- newdata - newdata_trend$trend <- trend_inds - } else { - newdata %>% - dplyr::left_join(object$trend_map, - by = 'series') -> newdata_trend - } - trend_ind <- as.numeric(newdata_trend$trend) - - # Beta coefficients for GAM process model component - betas <- mcmc_chains(object$model_output, 'b_trend') - - # Family parameters spread into a vector - family_extracts <- lapply(seq_along(family_pars), function(j){ - if(is.matrix(family_pars[[j]])){ - as.vector(family_pars[[j]][, trend_ind]) - } else { - family_pars[[j]] - } - }) - names(family_extracts) <- names(family_pars) - - # Pre-multiply the linear predictors - all_linpreds <- as.matrix(as.vector(t(apply(as.matrix(betas), 1, - function(row) Xp %*% row + - attr(Xp, 'model.offset'))))) - attr(all_linpreds, 'model.offset') <- 0 - - # Trend stationary predictions - if(!process_error){ - family_extracts <- list(sigma_obs = .Machine$double.eps) - } - trend_predictions <- mvgam_predict(family = 'gaussian', - Xp = all_linpreds, - type = 'response', - betas = 1, - family_pars = family_extracts) - - } else if(attr(object$model_data, 'trend_model') != 'None' & process_error){ - # If no linear predictor for the trends but a dynamic trend model was used, - # and the process_error flag is set to TRUE, - # simulate from stationary time series to capture uncertainty - # in the dynamic trend component - - n_draws <- dim(mcmc_chains(object$model_output, 'b'))[1] - series_ind <- as.numeric(newdata$series) - # Draw from fixed sigma for latent variable models - if(object$use_lv & is.null(object$trend_map)){ - if(attr(object$model_data, 'trend_model') != 'GP'){ - trends <- array(rnorm(n_draws * object$n_lv * NROW(newdata), - mean = 0, - sd = 0.1), - dim = c(n_draws, object$n_lv, NROW(newdata))) - } else { - trends <- array(rnorm(n_draws * object$n_lv * NROW(newdata), - mean = 0, - sd = 0.25), - dim = c(n_draws, object$n_lv, NROW(newdata))) - } + # If a linear predictor was supplied for the latent process models, calculate + # predictions by assuming the trend is stationary (this is basically what brms) + # does when predicting for autocor() models + if(!is.null(object$trend_call)){ - lv_coefs <- mcmc_chains(object$model_output, 'lv_coefs') + # Linear predictor matrix for the latent process models + Xp <- trend_Xp_matrix(newdata = newdata, + trend_map = object$trend_map, + series = 'all', + mgcv_model = object$trend_mgcv_model) - trend_predictions <- matrix(NA, nrow = n_draws, - ncol = NROW(newdata)) - for(i in 1:n_draws){ - for(x in 1:NROW(newdata)){ - trend_predictions[i, x] <- t(trends[i,,series_ind[x]]) %*% - matrix(lv_coefs[i,], nrow = object$n_lv)[,series_ind[x]] + # Extract process error estimates + if(attr(object$model_data, 'trend_model') %in% c('RW','AR1','AR2','AR3','CAR1')){ + if(object$family == 'nmix'){ + family_pars <- list(sigma_obs = .Machine$double.eps) + } else { + family_pars <- list(sigma_obs = mcmc_chains(object$model_output, + 'sigma')) } } - } - if(!object$use_lv){ - - if(attr(object$model_data, 'trend_model') %in% - c('RW','AR1','AR2','AR3','VAR1','CAR1')){ - family_pars <- list(sigma_obs = mcmc_chains(object$model_output, - 'sigma')) - } - if(attr(object$model_data, 'trend_model') %in% c('GP')){ - family_pars <- list(sigma_obs = mcmc_chains(object$model_output, - 'alpha_gp')) + if(attr(object$model_data, 'trend_model') %in% c('VAR1')){ + if(object$use_lv){ + family_pars <- list(sigma_obs = + mcmc_chains(object$model_output, 'Sigma')[ , + seq(1, object$n_lv^2, + by = object$n_lv+1)]) + } else { + family_pars <- list(sigma_obs = + mcmc_chains(object$model_output, 'Sigma')[ , + seq(1, NCOL(object$ytimes)^2, + by = NCOL(object$ytimes)+1)]) + } } # Indicators of which trend to use for each observation - if(!is.null(object$trend_map)){ + if(inherits(newdata, 'list')){ + data.frame(series = newdata$series) %>% + dplyr::left_join(object$trend_map, + by = 'series') %>% + dplyr::pull(trend) -> trend_inds + newdata_trend <- newdata + newdata_trend$trend <- trend_inds + } else { newdata %>% dplyr::left_join(object$trend_map, by = 'series') -> newdata_trend - trend_ind <- as.numeric(newdata_trend$trend) - } else { - trend_ind <- as.numeric(newdata$series) } + trend_ind <- as.numeric(newdata_trend$trend) - # Create a fake design matrix of 1s - betas <- matrix(0, - ncol = 1, - nrow = dim(mcmc_chains(object$model_output, 'b'))[1]) - Xp <- matrix(1, ncol = 1, nrow = length(newdata$time)) - attr(Xp, 'model.offset') <- 0 + # Beta coefficients for GAM process model component + betas <- mcmc_chains(object$model_output, 'b_trend') # Family parameters spread into a vector family_extracts <- lapply(seq_along(family_pars), function(j){ @@ -248,129 +195,286 @@ predict.mvgam = function(object, attr(all_linpreds, 'model.offset') <- 0 # Trend stationary predictions + if(!process_error){ + family_extracts <- list(sigma_obs = .Machine$double.eps) + } trend_predictions <- mvgam_predict(family = 'gaussian', Xp = all_linpreds, type = 'response', betas = 1, family_pars = family_extracts) - } - } else { - # If no trend_model was used, or if process_error == FALSE, - # ignore uncertainty in any latent trend component - trend_predictions <- 0 - } + } else if(attr(object$model_data, 'trend_model') != 'None' & process_error){ + # If no linear predictor for the trends but a dynamic trend model was used, + # and the process_error flag is set to TRUE, + # simulate from stationary time series to capture uncertainty + # in the dynamic trend component + + n_draws <- dim(mcmc_chains(object$model_output, 'b'))[1] + series_ind <- as.numeric(newdata$series) + + # Draw from fixed sigma for latent variable models + if(object$use_lv & is.null(object$trend_map)){ + if(attr(object$model_data, 'trend_model') != 'GP'){ + trends <- array(rnorm(n_draws * object$n_lv * NROW(newdata), + mean = 0, + sd = 0.1), + dim = c(n_draws, object$n_lv, NROW(newdata))) + } else { + trends <- array(rnorm(n_draws * object$n_lv * NROW(newdata), + mean = 0, + sd = 0.25), + dim = c(n_draws, object$n_lv, NROW(newdata))) + } - #### Once trend predictions are made, calculate observation predictions #### - # Generate linear predictor matrix from the mgcv observation model - Xp <- obs_Xp_matrix(newdata = newdata, - mgcv_model = object$mgcv_model) + lv_coefs <- mcmc_chains(object$model_output, 'lv_coefs') - # Beta coefficients for GAM component - betas <- mcmc_chains(object$model_output, 'b') + trend_predictions <- matrix(NA, nrow = n_draws, + ncol = NROW(newdata)) + for(i in 1:n_draws){ + for(x in 1:NROW(newdata)){ + trend_predictions[i, x] <- t(trends[i,,series_ind[x]]) %*% + matrix(lv_coefs[i,], nrow = object$n_lv)[,series_ind[x]] + } + } + } - # Family of model - family <- object$family + if(!object$use_lv){ - # Family-specific parameters - family_pars <- extract_family_pars(object = object) + if(attr(object$model_data, 'trend_model') %in% + c('RW','AR1','AR2','AR3','VAR1','CAR1')){ + family_pars <- list(sigma_obs = mcmc_chains(object$model_output, + 'sigma')) + } + if(attr(object$model_data, 'trend_model') %in% c('GP')){ + family_pars <- list(sigma_obs = mcmc_chains(object$model_output, + 'alpha_gp')) + } - # Determine which series each observation belongs to - series_ind <- as.numeric(newdata$series) + # Indicators of which trend to use for each observation + if(!is.null(object$trend_map)){ + newdata %>% + dplyr::left_join(object$trend_map, + by = 'series') -> newdata_trend + trend_ind <- as.numeric(newdata_trend$trend) + } else { + trend_ind <- as.numeric(newdata$series) + } - # Family parameters spread into long vectors - family_extracts <- lapply(seq_along(family_pars), function(j){ - if(is.matrix(family_pars[[j]])){ - as.vector(family_pars[[j]][, series_ind]) + # Create a fake design matrix of 1s + betas <- matrix(0, + ncol = 1, + nrow = dim(mcmc_chains(object$model_output, 'b'))[1]) + Xp <- matrix(1, ncol = 1, nrow = length(newdata$time)) + attr(Xp, 'model.offset') <- 0 + + # Family parameters spread into a vector + family_extracts <- lapply(seq_along(family_pars), function(j){ + if(is.matrix(family_pars[[j]])){ + as.vector(family_pars[[j]][, trend_ind]) + } else { + family_pars[[j]] + } + }) + names(family_extracts) <- names(family_pars) + + # Pre-multiply the linear predictors + all_linpreds <- as.matrix(as.vector(t(apply(as.matrix(betas), 1, + function(row) Xp %*% row + + attr(Xp, 'model.offset'))))) + attr(all_linpreds, 'model.offset') <- 0 + + # Trend stationary predictions + trend_predictions <- mvgam_predict(family = 'gaussian', + Xp = all_linpreds, + type = 'response', + betas = 1, + family_pars = family_extracts) + + } } else { - as.vector(matrix(rep(family_pars[[j]], - NROW(Xp)), - nrow = NROW(betas), - byrow = FALSE)) - } - }) - names(family_extracts) <- names(family_pars) - - # Add trial information if this is a Binomial model - if(object$family %in% c('binomial', 'beta_binomial')){ - resp_terms <- as.character(terms(formula(object))[[2]]) - resp_terms <- resp_terms[-grepl('cbind', resp_terms)] - trial_name <- resp_terms[2] - if(!trial_name %in% names(newdata)){ - stop(paste0('variable ', trial_name, ' not found in newdata'), - call. = FALSE) + # If no trend_model was used, or if process_error == FALSE, + # ignore uncertainty in any latent trend component + trend_predictions <- 0 } - trials <- newdata[[trial_name]] - trials <- as.vector(matrix(rep(as.vector(trials), - NROW(betas)), - nrow = NROW(betas), - byrow = TRUE)) - family_extracts$trials <- trials - } + #### Once trend predictions are made, calculate observation predictions #### + # Generate linear predictor matrix from the mgcv observation model + Xp <- obs_Xp_matrix(newdata = newdata, + mgcv_model = object$mgcv_model) - # Pre-multiply the linear predictors, including any offset and trend - # predictions if applicable - if(family == 'nmix'){ - all_linpreds <- as.matrix(as.vector(t(apply(as.matrix(betas), 1, - function(row) Xp %*% row + - attr(Xp, 'model.offset'))))) - latent_lambdas <- exp(trend_predictions) - - if(!(exists('cap', where = newdata))) { - stop('Max abundances must be supplied as a variable named "cap" for N-mixture models', - call. = FALSE) - } + # Beta coefficients for GAM component + betas <- mcmc_chains(object$model_output, 'b') + + # Family of model + family <- object$family + + # Family-specific parameters + family_pars <- extract_family_pars(object = object) + + # Determine which series each observation belongs to + series_ind <- as.numeric(newdata$series) + + # Family parameters spread into long vectors + family_extracts <- lapply(seq_along(family_pars), function(j){ + if(is.matrix(family_pars[[j]])){ + as.vector(family_pars[[j]][, series_ind]) + } else { + as.vector(matrix(rep(family_pars[[j]], + NROW(Xp)), + nrow = NROW(betas), + byrow = FALSE)) + } + }) + names(family_extracts) <- names(family_pars) - validate_pos_integers(newdata$cap) + # Add trial information if this is a Binomial model + if(object$family %in% c('binomial', 'beta_binomial')){ + resp_terms <- as.character(terms(formula(object))[[2]]) + resp_terms <- resp_terms[-grepl('cbind', resp_terms)] + trial_name <- resp_terms[2] + if(!trial_name %in% names(newdata)){ + stop(paste0('variable ', trial_name, ' not found in newdata'), + call. = FALSE) + } - if(any(is.na(newdata$cap)) | any(is.infinite(newdata$cap))){ - stop(paste0('Missing or infinite values found for some "cap" terms'), - call. = FALSE) + trials <- newdata[[trial_name]] + trials <- as.vector(matrix(rep(as.vector(trials), + NROW(betas)), + nrow = NROW(betas), + byrow = TRUE)) + family_extracts$trials <- trials } - cap <- as.vector(t(replicate(NROW(betas), newdata$cap))) - } else { - all_linpreds <- as.matrix(as.vector(t(apply(as.matrix(betas), 1, - function(row) Xp %*% row + - attr(Xp, 'model.offset')))) + - trend_predictions) - latent_lambdas <- NULL - cap <- NULL - } + # Pre-multiply the linear predictors, including any offset and trend + # predictions if applicable + if(family == 'nmix'){ + all_linpreds <- as.matrix(as.vector(t(apply(as.matrix(betas), 1, + function(row) Xp %*% row + + attr(Xp, 'model.offset'))))) + latent_lambdas <- exp(trend_predictions) - attr(all_linpreds, 'model.offset') <- 0 + if(!(exists('cap', where = newdata))) { + stop('Max abundances must be supplied as a variable named "cap" for N-mixture models', + call. = FALSE) + } - # Calculate vectorized predictions - predictions_vec <- mvgam_predict(family = family, - Xp = all_linpreds, - latent_lambdas = latent_lambdas, - cap = cap, - type = type, - betas = 1, - family_pars = family_extracts) + validate_pos_integers(newdata$cap) - # Convert back to matrix - preds <- matrix(predictions_vec, nrow = NROW(betas)) + if(any(is.na(newdata$cap)) | any(is.infinite(newdata$cap))){ + stop(paste0('Missing or infinite values found for some "cap" terms'), + call. = FALSE) + } + cap <- as.vector(t(replicate(NROW(betas), newdata$cap))) - if(summary){ - Qupper <- apply(preds, 2, quantile, probs = max(probs), na.rm = TRUE) - Qlower <- apply(preds, 2, quantile, probs = min(probs), na.rm = TRUE) + } else { + all_linpreds <- as.matrix(as.vector(t(apply(as.matrix(betas), 1, + function(row) Xp %*% row + + attr(Xp, 'model.offset')))) + + trend_predictions) + latent_lambdas <- NULL + cap <- NULL + } - if(robust){ - estimates <- apply(preds, 2, median, na.rm = TRUE) - errors <- apply(abs(preds - estimates), 2, median, na.rm = TRUE) + attr(all_linpreds, 'model.offset') <- 0 + + # Calculate vectorized predictions + predictions_vec <- mvgam_predict(family = family, + Xp = all_linpreds, + latent_lambdas = latent_lambdas, + cap = cap, + type = type, + betas = 1, + family_pars = family_extracts) + + # Convert back to matrix + preds <- matrix(predictions_vec, nrow = NROW(betas)) + + if(summary){ + Qupper <- apply(preds, 2, quantile, probs = max(probs), na.rm = TRUE) + Qlower <- apply(preds, 2, quantile, probs = min(probs), na.rm = TRUE) + + if(robust){ + estimates <- apply(preds, 2, median, na.rm = TRUE) + errors <- apply(abs(preds - estimates), 2, median, na.rm = TRUE) + } else { + estimates <- apply(preds, 2, mean, na.rm = TRUE) + errors <- apply(preds, 2, sd, na.rm = TRUE) + } + + out <- cbind(estimates, errors, Qlower, Qupper) + colnames(out) <- c('Estimate', 'Est.Error', paste0('Q', 100*min(probs)), + paste0('Q', 100*max(probs))) } else { - estimates <- apply(preds, 2, mean, na.rm = TRUE) - errors <- apply(preds, 2, sd, na.rm = TRUE) + out <- preds } + } + return(out) +} + +#' Term-specific predictions and uncertainties +#' @noRd +terms_preds = function(object, newdata, summary = TRUE, + robust = FALSE, probs = c(0.025, 0.975), + trend_effects = FALSE){ + + if(trend_effects){ + Xp <- trend_Xp_matrix(newdata = newdata, + trend_map = object$trend_map, + series = 'all', + mgcv_model = object$trend_mgcv_model) + betas <- mcmc_chains(object$model_output, 'b_trend') + effect_names <- colnames(predict.gam(object$trend_mgcv_model, + type = 'terms', + se.fit = FALSE)) + effect_names <- gsub('series', 'trend', + effect_names, fixed = TRUE) + coef_names <- names(coef(object$trend_mgcv_model)) + coef_names <- gsub('series', 'trend', + coef_names, fixed = TRUE) + } else { + Xp <- obs_Xp_matrix(newdata = newdata, + mgcv_model = object$mgcv_model) + betas <- mcmc_chains(object$model_output, 'b') + effect_names <- colnames(predict.gam(object$mgcv_model, + type = 'terms', + se.fit = FALSE)) + coef_names <- names(coef(object$trend_mgcv_model)) + } - out <- cbind(estimates, errors, Qlower, Qupper) - colnames(out) <- c('Estimate', 'Est.Error', paste0('Q', 100*min(probs)), - paste0('Q', 100*max(probs))) + # Contributions considering full uncertainties + contributions <- serrors <- vector(mode = 'list', + length = length(effect_names)) + for(i in seq_along(effect_names)){ + effect_idxs <- grep(effect_names[i], + coef_names, fixed = TRUE) + linpred <- as.matrix(as.vector(t(apply(as.matrix(betas[, effect_idxs, drop = FALSE]), 1, + function(row) Xp[, effect_idxs, drop = FALSE] + %*% row)))) + contributions[[i]] <- matrix(linpred, nrow = NROW(betas)) + + if(summary){ + serrors[[i]] <- (apply(contributions[[i]], 2, + function(x) quantile(x, probs = max(probs))) - + apply(contributions[[i]], 2, + function(x) quantile(x, probs = min(probs)))) / 2 + if(robust){ + contributions[[i]] <- apply(contributions[[i]], 2, median) + } else { + contributions[[i]] <- apply(contributions[[i]], 2, mean) + } + } + } + if(summary){ + out <- list() + contributions <- do.call(cbind, contributions) + serrors <- do.call(cbind, serrors) + colnames(contributions) <- colnames(serrors) <- effect_names + out$fit <- contributions + out$se.fit <- serrors } else { - out <- preds + names(contributions) <- effect_names + out <- contributions } return(out) } - diff --git a/R/residuals.mvgam.R b/R/residuals.mvgam.R index cd4c7430..27ec73b3 100644 --- a/R/residuals.mvgam.R +++ b/R/residuals.mvgam.R @@ -26,8 +26,11 @@ #' # Simulate some data and fit a model #' simdat <- sim_mvgam(n_series = 1, trend_model = 'AR1') #' mod <- mvgam(y ~ s(season, bs = 'cc'), -#' trend_model = 'AR1', -#' data = simdat$data_train) +#' trend_model = 'AR1', +#' data = simdat$data_train, +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' #'# Extract posterior residuals #'resids <- residuals(mod) diff --git a/R/score.mvgam_forecast.R b/R/score.mvgam_forecast.R index 1eb2495f..6cc2a34b 100644 --- a/R/score.mvgam_forecast.R +++ b/R/score.mvgam_forecast.R @@ -38,7 +38,10 @@ #'mod <- mvgam(y ~ 1, #' trend_model = RW(), #' data = data$data_train, -#' newdata = data$data_test) +#' newdata = data$data_test, +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' #'# Extract forecasts into a 'mvgam_forecast' object #'fc <- forecast(mod) diff --git a/R/update.mvgam.R b/R/update.mvgam.R index e2719b71..e2e95309 100644 --- a/R/update.mvgam.R +++ b/R/update.mvgam.R @@ -21,7 +21,10 @@ #' simdat <- sim_mvgam(n_series = 1, trend_model = AR()) #' mod <- mvgam(y ~ s(season, bs = 'cc'), #' trend_model = AR(), -#' data = simdat$data_train) +#' data = simdat$data_train, +#' burnin = 300, +#' samples = 300, +#' chains = 2) #' summary(mod) #' conditional_effects(mod, type = 'link') #' diff --git a/R/validations.R b/R/validations.R index 9a386250..b78acd5a 100644 --- a/R/validations.R +++ b/R/validations.R @@ -113,44 +113,6 @@ validate_series_time = function(data, name = 'data', return(data) } -#' Get data objects into correct order in case it is not already -#'@noRd -sort_data = function(data, series_time = FALSE){ - if(inherits(data, 'list')){ - data_arranged <- data - if(series_time){ - temp_dat = data.frame(time = data$index..time..index, - series = data$series) %>% - dplyr::mutate(index = dplyr::row_number()) %>% - dplyr::arrange(series, time) - } else { - temp_dat = data.frame(time = data$index..time..index, - series = data$series) %>% - dplyr::mutate(index = dplyr::row_number()) %>% - dplyr::arrange(time, series) - } - - data_arranged <- lapply(data, function(x){ - if(is.matrix(x)){ - matrix(x[temp_dat$index,], ncol = NCOL(x)) - } else { - x[temp_dat$index] - } - }) - names(data_arranged) <- names(data) - } else { - if(series_time){ - data_arranged <- data %>% - dplyr::arrange(series, index..time..index) - } else { - data_arranged <- data %>% - dplyr::arrange(index..time..index, series) - } - } - - return(data_arranged) -} - #'@importFrom rlang warn #'@noRd validate_family = function(family, use_stan = TRUE){ diff --git a/README.Rmd b/README.Rmd index c15e032f..3618d254 100644 --- a/README.Rmd +++ b/README.Rmd @@ -64,7 +64,7 @@ some features of `mvgam` which specifically rely on certain packages. The most i ## Cheatsheet [![`mvgam` usage cheatsheet](https://github.com/nicholasjclark/mvgam/raw/master/misc/mvgam_cheatsheet.png)](https://github.com/nicholasjclark/mvgam/raw/master/misc/mvgam_cheatsheet.pdf) -## Introducing mvgam for fitting Generalized Additive Models to time seriese +## Introducing mvgam for fitting Generalized Additive Models to time series We can explore the model’s primary functions using a dataset that is available with all `R` installations. Load the `lynx` data and plot the series as well as its autocorrelation function ```{r include = FALSE} library(mvgam) diff --git a/README.md b/README.md index a3323871..ccdf434b 100644 --- a/README.md +++ b/README.md @@ -109,7 +109,7 @@ packages. [![`mvgam` usage cheatsheet](https://github.com/nicholasjclark/mvgam/raw/master/misc/mvgam_cheatsheet.png)](https://github.com/nicholasjclark/mvgam/raw/master/misc/mvgam_cheatsheet.pdf) -## Introducing mvgam for fitting Generalized Additive Models to time seriese +## Introducing mvgam for fitting Generalized Additive Models to time series We can explore the model’s primary functions using a dataset that is available with all `R` installations. Load the `lynx` data and plot the @@ -319,7 +319,7 @@ summary(lynx_mvgam) #> 1 #> #> N timepoints: -#> 50 +#> 60 #> #> Status: #> Fitted using Stan @@ -329,37 +329,38 @@ summary(lynx_mvgam) #> #> GAM coefficient (beta) estimates: #> 2.5% 50% 97.5% Rhat n_eff -#> (Intercept) 6.100 6.600 7.00 1.00 875 -#> s(season).1 -0.620 0.032 0.70 1.00 965 -#> s(season).2 -0.260 0.840 1.80 1.01 432 -#> s(season).3 -0.032 1.200 2.50 1.01 395 -#> s(season).4 -0.480 0.430 1.30 1.01 1063 -#> s(season).5 -1.200 -0.150 0.92 1.00 459 -#> s(season).6 -1.100 -0.015 1.00 1.00 457 -#> s(season).7 -0.710 0.390 1.40 1.00 987 -#> s(season).8 -0.950 0.310 1.80 1.00 446 -#> s(season).9 -1.100 -0.250 0.65 1.00 565 -#> s(season).10 -1.300 -0.710 -0.02 1.01 691 +#> (Intercept) 6.000 6.600 7.00 1.01 319 +#> s(season).1 -0.570 0.031 0.70 1.00 837 +#> s(season).2 -0.260 0.790 1.80 1.00 422 +#> s(season).3 -0.077 1.200 2.50 1.00 379 +#> s(season).4 -0.490 0.420 1.30 1.00 850 +#> s(season).5 -1.200 -0.170 0.87 1.00 413 +#> s(season).6 -1.100 -0.014 1.00 1.00 750 +#> s(season).7 -0.700 0.380 1.40 1.00 619 +#> s(season).8 -0.940 0.280 1.90 1.00 325 +#> s(season).9 -1.100 -0.270 0.72 1.00 371 +#> s(season).10 -1.300 -0.660 0.02 1.00 589 #> #> Approximate significance of GAM smooths: #> edf Ref.df Chi.sq p-value -#> s(season) 9.91 10 19271 0.22 +#> s(season) 9.88 10 18384 0.26 #> #> Latent trend AR parameter estimates: #> 2.5% 50% 97.5% Rhat n_eff -#> ar1[1] 0.73 1.10 1.400 1.01 614 -#> ar2[1] -0.82 -0.40 0.049 1.00 1284 -#> ar3[1] -0.45 -0.12 0.290 1.00 621 -#> sigma[1] 0.40 0.50 0.650 1.00 995 +#> ar1[1] 0.74 1.10 1.400 1 755 +#> ar2[1] -0.83 -0.40 0.032 1 1485 +#> ar3[1] -0.46 -0.12 0.310 1 389 +#> sigma[1] 0.40 0.50 0.650 1 1032 #> #> Stan MCMC diagnostics: #> n_eff / iter looks reasonable for all parameters #> Rhat looks reasonable for all parameters #> 0 of 2000 iterations ended with a divergence (0%) -#> 0 of 2000 iterations saturated the maximum tree depth of 12 (0%) +#> 1 of 2000 iterations saturated the maximum tree depth of 12 (0.05%) +#> *Run with max_treedepth set to a larger value to avoid saturation #> E-FMI indicated no pathological behavior #> -#> Samples were drawn using NUTS(diag_e) at Thu Apr 18 8:23:57 PM 2024. +#> Samples were drawn using NUTS(diag_e) at Tue Apr 30 11:41:08 AM 2024. #> For each parameter, n_eff is a crude measure of effective sample size, #> and Rhat is the potential scale reduction factor on split MCMC chains #> (at convergence, Rhat = 1) @@ -480,13 +481,12 @@ series (testing and training) ``` r plot(lynx_mvgam, type = 'forecast', newdata = lynx_test) +#> Out of sample CRPS: +#> 2820.726661 ``` Plotting forecast distributions using mvgam in R - #> Out of sample CRPS: - #> [1] 2850.77 - And the estimated latent trend component, again using the more flexible `plot_mvgam_...()` option to show first derivatives of the estimated trend @@ -602,7 +602,7 @@ summary(mod, include_betas = FALSE) #> 3 #> #> N timepoints: -#> 60 +#> 80 #> #> Status: #> Fitted using Stan @@ -646,7 +646,7 @@ summary(mod, include_betas = FALSE) #> 0 of 2000 iterations saturated the maximum tree depth of 12 (0%) #> E-FMI indicated no pathological behavior #> -#> Samples were drawn using NUTS(diag_e) at Thu Apr 18 8:25:56 PM 2024. +#> Samples were drawn using NUTS(diag_e) at Tue Apr 30 11:42:40 AM 2024. #> For each parameter, n_eff is a crude measure of effective sample size, #> and Rhat is the potential scale reduction factor on split MCMC chains #> (at convergence, Rhat = 1) @@ -662,11 +662,11 @@ for(i in 1:3){ ``` #> Out of sample CRPS: - #> [1] 2.0731 + #> 2.07309994394723 #> Out of sample CRPS: - #> [1] 1.833157 + #> 1.8331565279954 #> Out of sample CRPS: - #> [1] 1.736085 + #> 1.73608537518319 diff --git a/docs/reference/GP.html b/docs/reference/GP.html index 542e53ba..025e5917 100644 --- a/docs/reference/GP.html +++ b/docs/reference/GP.html @@ -16,7 +16,7 @@ mvgam - 1.0.91 + 1.1.0 - - - - - -
-
-
- -
-

This function uses samples of latent trends for each series from a fitted -mvgam model to calculates correlations among series' trends

-
- -
-

Usage

-
lv_correlations(object)
-
- -
-

Arguments

-
object
-

list object returned from mvgam

- -
-
-

Value

- - -

A list object containing the mean posterior correlations and the full array of posterior correlations

-
- -
- - -
- - - - - - - + +Calculate trend correlations based on mvgam latent factor loadings — lv_correlations • mvgam + Skip to contents + + +
+
+
+ +
+

This function uses samples of latent trends for each series from a fitted +mvgam model to calculates correlations among series' trends

+
+ +
+

Usage

+
lv_correlations(object)
+
+ +
+

Arguments

+
object
+

list object returned from mvgam

+ +
+
+

Value

+ + +

A list object containing the mean posterior correlations +and the full array of posterior correlations

+
+ +
+

Examples

+
# \donttest{
+simdat <- sim_mvgam()
+mod <- mvgam(y ~ s(season, bs = 'cc',
+                  k = 6),
+            trend_model = AR(),
+            use_lv = TRUE,
+            n_lv = 2,
+            data = simdat$data_train,
+            burnin = 300,
+            samples = 300,
+            chains = 2)
+#> Warning in 'C:/Users/uqnclar2/AppData/Local/Temp/Rtmpyc0ip7/model_d37e599d07680538190fcc7b2c84c55b.stan', line 23, column 31: Found

+#>     int division:

+#>       n_lv * (n_lv - 1) / 2

+#>     Values will be rounded towards zero. If rounding is not desired you can

+#>     write

+#>     the division as

+#>       n_lv * (n_lv - 1) / 2.0

+#>     If rounding is intended please use the integer division operator %/%.

+#> Using cmdstanr as the backend
+#> 
+#> Warning in 'C:/Users/uqnclar2/AppData/Local/Temp/Rtmpyc0ip7/model-4fb4403c5a1e.stan', line 23, column 33: Found

+#>     int division:

+#>       n_lv * (n_lv - 1) / 2

+#>     Values will be rounded towards zero. If rounding is not desired you can

+#>     write

+#>     the division as

+#>       n_lv * (n_lv - 1) / 2.0

+#>     If rounding is intended please use the integer division operator %/%.

+#> In file included from stan/lib/stan_math/stan/math/prim/prob/von_mises_lccdf.hpp:5,
+#>                  from stan/lib/stan_math/stan/math/prim/prob/von_mises_ccdf_log.hpp:4,
+#>                  from stan/lib/stan_math/stan/math/prim/prob.hpp:359,
+#>                  from stan/lib/stan_math/stan/math/prim.hpp:16,
+#>                  from stan/lib/stan_math/stan/math/rev.hpp:16,
+#>                  from stan/lib/stan_math/stan/math.hpp:19,
+#>                  from stan/src/stan/model/model_header.hpp:4,
+#>                  from C:/Users/uqnclar2/AppData/Local/Temp/Rtmpyc0ip7/model-4fb4403c5a1e.hpp:2:
+#> stan/lib/stan_math/stan/math/prim/prob/von_mises_cdf.hpp: In function 'stan::return_type_t<T_x, T_sigma, T_l> stan::math::von_mises_cdf(const T_x&, const T_mu&, const T_k&)':
+#> stan/lib/stan_math/stan/math/prim/prob/von_mises_cdf.hpp:194: note: '-Wmisleading-indentation' is disabled from this point onwards, since column-tracking was disabled due to the size of the code/headers
+#>   194 |       if (cdf_n < 0.0)
+#>       | 
+#> stan/lib/stan_math/stan/math/prim/prob/von_mises_cdf.hpp:194: note: adding '-flarge-source-files' will allow for more column-tracking support, at the expense of compilation time and memory
+#> Init values were only set for a subset of parameters. 
+#> Missing init values for the following parameters:
+#>  - chain 1: ar1, LV_raw, L, lambda
+#>  - chain 2: ar1, LV_raw, L, lambda
+#> Running MCMC with 2 parallel chains...
+#> 
+#> Chain 1 Iteration:   1 / 600 [  0%]  (Warmup) 
+#> Chain 2 Iteration:   1 / 600 [  0%]  (Warmup) 
+#> Chain 1 Iteration: 100 / 600 [ 16%]  (Warmup) 
+#> Chain 2 Iteration: 100 / 600 [ 16%]  (Warmup) 
+#> Chain 1 Iteration: 200 / 600 [ 33%]  (Warmup) 
+#> Chain 2 Iteration: 200 / 600 [ 33%]  (Warmup) 
+#> Chain 1 Iteration: 300 / 600 [ 50%]  (Warmup) 
+#> Chain 1 Iteration: 301 / 600 [ 50%]  (Sampling) 
+#> Chain 2 Iteration: 300 / 600 [ 50%]  (Warmup) 
+#> Chain 2 Iteration: 301 / 600 [ 50%]  (Sampling) 
+#> Chain 1 Iteration: 400 / 600 [ 66%]  (Sampling) 
+#> Chain 2 Iteration: 400 / 600 [ 66%]  (Sampling) 
+#> Chain 2 Iteration: 500 / 600 [ 83%]  (Sampling) 
+#> Chain 1 Iteration: 500 / 600 [ 83%]  (Sampling) 
+#> Chain 2 Iteration: 600 / 600 [100%]  (Sampling) 
+#> Chain 2 finished in 1.3 seconds.
+#> Chain 1 Iteration: 600 / 600 [100%]  (Sampling) 
+#> Chain 1 finished in 1.4 seconds.
+#> 
+#> Both chains finished successfully.
+#> Mean chain execution time: 1.4 seconds.
+#> Total execution time: 1.5 seconds.
+#> 
+lvcors <- lv_correlations(mod)
+names(lvcors)
+#> [1] "mean_correlations"      "posterior_correlations"
+lapply(lvcors, class)
+#> $mean_correlations
+#> [1] "matrix" "array" 
+#> 
+#> $posterior_correlations
+#> [1] "list"
+#> 
+# }
+
+
+
+ + +
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z$X7x@^{4O2lN5*?4@E|*lF4M$$6qXT&SUz*Z?NE*61=YqEr%|TF65e128Pd;*BY%) zCv%cy)Om=S9?mw;ZV!xqv>AUq2ZFP*_rY1Z6g1)`Gq;lsVmLU&?Iz&?)H?9Tha5)5 zq53XAN0)|TU20Kwh&J7|PT`DTKYA_NCrq_-xd^~g(uq=*MNU~4GeW~N1j>fFN-i!g zzjf0?2PeokjilpZxC4#xVN>%^))tSnXXpT)5!JK6>dZE1gZ-+B;OS{-YL-B}yqJ8S zn)!EQEoG0BszdGZei_CzjitxOcR8e&f0xAEq;}?-*`w$o%U#y#A?JJFBpH42w0&}{ z#BqH7v{UZ_=5a%9a1r&VQ|kTO#767_)AHV_Jx!SnTh4kNPB`gSF7B@<tmmLaHOvmvgam - 1.0.91 + 1.1.0 - -

- - - -
-
-
- -
-

This function takes a fitted mvgam object and returns plots and summary statistics for -the latent dynamic factors

-
- -
-

Usage

-
plot_mvgam_factors(object, plot = TRUE)
-
- -
-

Arguments

-
object
-

list object returned from mvgam. See mvgam()

- - -
plot
-

logical specifying whether factors should be plotted

- -
-
-

Value

- - -

A dataframe of factor contributions and, optionally, a series of base R plots

-
-
-

Details

-

If the model in object was estimated using dynamic factors, it is possible that not all factors -contributed to the estimated trends. This is due to the regularisation penalty that acts independently on each -factor's Gaussian precision, which will squeeze un-needed factors to a white noise process (effectively dropping -that factor from the model). In this function, each factor is tested against a null hypothesis of white noise by -calculating the sum of the factor's 2nd derivatives. A factor that has a larger contribution will have a larger -sum due to the weaker penalty on the factor's precision. If -plot == TRUE, the factors are also plotted.

-
-
-

Author

-

Nicholas J Clark

-
- -
- - -
- - - - - - - + +Latent factor summaries for a fitted mvgam object — plot_mvgam_factors • mvgam + Skip to contents + + +
+
+
+ +
+

This function takes a fitted mvgam object and returns plots and summary statistics for +the latent dynamic factors

+
+ +
+

Usage

+
plot_mvgam_factors(object, plot = TRUE)
+
+ +
+

Arguments

+
object
+

list object returned from mvgam. See mvgam()

+ + +
plot
+

logical specifying whether factors should be plotted

+ +
+
+

Value

+ + +

A dataframe of factor contributions and, +optionally, a series of base R plots

+
+
+

Details

+

If the model in object was estimated using dynamic factors, it is possible that not all factors +contributed to the estimated trends. This is due to the regularisation penalty that acts independently on each +factor's Gaussian precision, which will squeeze un-needed factors to a white noise process (effectively dropping +that factor from the model). In this function, each factor is tested against a null hypothesis of white noise by +calculating the sum of the factor's 2nd derivatives. A factor that has a larger contribution will have a larger +sum due to the weaker penalty on the factor's precision. If +plot == TRUE, the factors are also plotted.

+
+
+

Author

+

Nicholas J Clark

+
+ +
+

Examples

+
# \donttest{
+simdat <- sim_mvgam()
+mod <- mvgam(y ~ s(season, bs = 'cc',
+                  k = 6),
+            trend_model = AR(),
+            use_lv = TRUE,
+            n_lv = 2,
+            data = simdat$data_train,
+            chains = 2)
+#> Warning in 'C:/Users/uqnclar2/AppData/Local/Temp/Rtmpyc0ip7/model_d37e599d07680538190fcc7b2c84c55b.stan', line 23, column 31: Found

+#>     int division:

+#>       n_lv * (n_lv - 1) / 2

+#>     Values will be rounded towards zero. If rounding is not desired you can

+#>     write

+#>     the division as

+#>       n_lv * (n_lv - 1) / 2.0

+#>     If rounding is intended please use the integer division operator %/%.

+#> Using cmdstanr as the backend
+#> 
+#> Init values were only set for a subset of parameters. 
+#> Missing init values for the following parameters:
+#>  - chain 1: ar1, LV_raw, L, lambda
+#>  - chain 2: ar1, LV_raw, L, lambda
+#> Running MCMC with 2 parallel chains...
+#> 
+#> Chain 1 Iteration:   1 / 1000 [  0%]  (Warmup) 
+#> Chain 2 Iteration:   1 / 1000 [  0%]  (Warmup) 
+#> Chain 1 Iteration: 100 / 1000 [ 10%]  (Warmup) 
+#> Chain 2 Iteration: 100 / 1000 [ 10%]  (Warmup) 
+#> Chain 2 Iteration: 200 / 1000 [ 20%]  (Warmup) 
+#> Chain 1 Iteration: 200 / 1000 [ 20%]  (Warmup) 
+#> Chain 2 Iteration: 300 / 1000 [ 30%]  (Warmup) 
+#> Chain 1 Iteration: 300 / 1000 [ 30%]  (Warmup) 
+#> Chain 2 Iteration: 400 / 1000 [ 40%]  (Warmup) 
+#> Chain 1 Iteration: 400 / 1000 [ 40%]  (Warmup) 
+#> Chain 2 Iteration: 500 / 1000 [ 50%]  (Warmup) 
+#> Chain 1 Iteration: 500 / 1000 [ 50%]  (Warmup) 
+#> Chain 1 Iteration: 501 / 1000 [ 50%]  (Sampling) 
+#> Chain 2 Iteration: 501 / 1000 [ 50%]  (Sampling) 
+#> Chain 2 Iteration: 600 / 1000 [ 60%]  (Sampling) 
+#> Chain 1 Iteration: 600 / 1000 [ 60%]  (Sampling) 
+#> Chain 2 Iteration: 700 / 1000 [ 70%]  (Sampling) 
+#> Chain 1 Iteration: 700 / 1000 [ 70%]  (Sampling) 
+#> Chain 2 Iteration: 800 / 1000 [ 80%]  (Sampling) 
+#> Chain 1 Iteration: 800 / 1000 [ 80%]  (Sampling) 
+#> Chain 2 Iteration: 900 / 1000 [ 90%]  (Sampling) 
+#> Chain 1 Iteration: 900 / 1000 [ 90%]  (Sampling) 
+#> Chain 2 Iteration: 1000 / 1000 [100%]  (Sampling) 
+#> Chain 2 finished in 2.7 seconds.
+#> Chain 1 Iteration: 1000 / 1000 [100%]  (Sampling) 
+#> Chain 1 finished in 3.1 seconds.
+#> 
+#> Both chains finished successfully.
+#> Mean chain execution time: 2.9 seconds.
+#> Total execution time: 3.2 seconds.
+#> 
+plot_mvgam_factors(mod)
+
+#>         Contribution
+#> Factor1    0.3077939
+#> Factor2    0.6922061
+# }
+
+
+
+ + +
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