# Copyright © 2016 by Justin Bedő # # Permission to use, copy, modify, and/or distribute this software for any # purpose with or without fee is hereby granted, provided that the above # copyright notice and this permission notice appear in all copies. # # THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES # WITH REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF # MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR # ANY SPECIAL, DIRECT, INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES # WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, WHETHER IN AN # ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS ACTION, ARISING OUT OF # OR IN CONNECTION WITH THE USE OR PERFORMANCE OF THIS SOFTWARE. pmt <- function(a, b, two.sided=T) { if(any(a == 0) | any(b == 0)) stop("cannot handle 0 counts") ce <- function(mu){ pt1 <- mapply(function(xa, mu, rho) logsumexp(cumsum(log(((1 + rho) * (xa - (0:xa-1))/(2 * mu))))), a, mu, rho) pt2 <- mapply(function(xb, mu, rho) logsumexp(cumsum(log((2*mu*rho) / ((1 + rho)*(xb + (1:100)))))), b, mu, rho) rho + rho * (exp(pt1) - exp(pt2)) } logsumexp <- function(x) { x <- sort(x, decreasing=T) log1p(sum(exp(x[-1] - x[1]))) + x[1] } Ra <- sum(a) Rb <- sum(b) chi <- a/b rho <- rep(Ra/Rb, length(a)) msk <- a/Ra > b/Rb rho[msk] <- 1/rho[msk] tmp <- a[msk] a[msk] <- b[msk] b[msk] <- tmp chi[msk] <- 1/chi[msk] lb <- (rho - chi + sqrt(((rho - chi)^2 + 4 * chi * rho * (1 + rho)))) / (4 * rho) * b * 0.75 ub <- (1 + chi) * (1 + rho) / (2 * rho + 1) * b * 1.25 while(max(ub - lb) > 1e-6){ mu <- (ub + lb) / 2 scmu <- ce(mu) >= 0 ub <- ub * scmu + mu * (1 - scmu) lb <- lb * (1 - scmu) + mu * scmu } t1 <- mapply(function(xa, mu, rho) { i <- 0:xa; logsumexp(i * log(2 * mu) - lfactorial(i) - i * log(1 + rho))}, a, mu, rho) t2 <- mapply(function(xb, mu, rho) { j <- xb:(xb*100); logsumexp(j * log(2 * mu * rho) - lfactorial(j) - j * log(1 + rho))}, b, mu, rho) ps <- (2*mu-t1-t2) / log(10) if(!two.sided)ps[msk] <- NA ps }