From e1c61de5a0e693e2f24a1c4a10336e2a1c4563cb Mon Sep 17 00:00:00 2001 From: Naeem Model Date: Wed, 10 Jan 2024 14:50:22 +0000 Subject: Rename ID and IDEA --- R/IDEA.R | 56 -------------------------------------------------------- 1 file changed, 56 deletions(-) delete mode 100644 R/IDEA.R (limited to 'R/IDEA.R') diff --git a/R/IDEA.R b/R/IDEA.R deleted file mode 100644 index 53fa653..0000000 --- a/R/IDEA.R +++ /dev/null @@ -1,56 +0,0 @@ -#' IDEA method -#' -#' This function implements a least squares estimation method of R0 due to -#' Fisman et al. (PloS One, 2013). See details for implementation notes. -#' -#' This method is closely related to that implemented in \code{ID}. The method -#' is based on an incidence decay model. The estimate of R0 is the value which -#' minimizes the sum of squares between observed case counts and cases counts -#' expected under the model. -#' -#' This method is based on an approximation of the SIR model, which is most -#' valid at the beginning of an epidemic. The method assumes that the mean of -#' the serial distribution (sometimes called the serial interval) is known. The -#' final estimate can be quite sensitive to this value, so sensitivity testing -#' is strongly recommended. Users should be careful about units of time (e.g., -#' are counts observed daily or weekly?) when implementing. -#' -#' @param NT Vector of case counts. -#' @param mu Mean of the serial distribution. This needs to match case counts in -#' time units. For example, if case counts are weekly and the serial -#' distribution has a mean of seven days, then \code{mu} should be set -#' to one. If case counts are daily and the serial distribution has a -#' mean of seven days, then \code{mu} should be set to seven. -#' -#' @return \code{IDEA} returns a single value, the estimate of R0. -#' -#' @examples -#' # Weekly data. -#' NT <- c(1, 4, 10, 5, 3, 4, 19, 3, 3, 14, 4) -#' -#' # Obtain R0 when the serial distribution has a mean of five days. -#' IDEA(NT, mu = 5 / 7) -#' -#' # Obtain R0 when the serial distribution has a mean of three days. -#' IDEA(NT, mu = 3 / 7) -#' -#' @export -IDEA <- function(NT, mu) { - if (length(NT) < 2) - print("Warning: length of NT should be at least two.") - else { - NT <- as.numeric(NT) - TT <- length(NT) - s <- (1:TT) / mu - - y1 <- log(NT) / s - y2 <- s^2 - y3 <- log(NT) - - IDEA1 <- sum(y2) * sum(y1) - sum(s) * sum(y3) - IDEA2 <- TT * sum(y2) - sum(s)^2 - IDEA <- exp(IDEA1 / IDEA2) - - return(IDEA) - } -} -- cgit v1.2.3