X-Git-Url: https://git.auder.net/?a=blobdiff_plain;f=reports%2Fmultistart.R;h=6804b6b3f7734b3bfed99211309dd5b8eda5d09b;hb=e134ce3cadd68c3a888494cb6e683ab739e0df27;hp=5fa80ad97ce52b83c2bebc93c5394585532e8212;hpb=0ad4c8de650e9f27ec3754c9cb9b2a03db5aff24;p=morpheus.git diff --git a/reports/multistart.R b/reports/multistart.R index 5fa80ad..6804b6b 100644 --- a/reports/multistart.R +++ b/reports/multistart.R @@ -1,9 +1,9 @@ library(morpheus) -testMultistart <- function(N, n, K, p, beta, b, link, nstart, ncores) +testMultistart <- function(N, n, d, K, p, beta, b, link, nstart, ncores) { - ms <- multiRun( - list(n=n,p=p,beta=beta,b=b,optargs=list(K=K,link=link,nstart=nstart)), + res <- multiRun( + list(n=n,p=p,beta=beta,b=b,optargs=list(K=K,d=d,link=link,nstart=nstart)), list( function(fargs) { # 1 start @@ -11,18 +11,17 @@ testMultistart <- function(N, n, K, p, beta, b, link, nstart, ncores) K <- fargs$optargs$K op <- optimParams(K, fargs$optargs$link, fargs$optargs) x_init <- list(p=rep(1/K,K-1), beta=fargs$mu, b=rep(0,K)) - res <- NULL + res2 <- NULL tryCatch({ - res <- do.call(rbind, op$run(x_init)) - }, error = function(e) { - res <- NA - }) - res + res2 <- do.call(rbind, op$run(x_init)) + }, error = function(e) {}) + res2 }, function(fargs) { # B starts library(morpheus) K <- fargs$optargs$K + d <- fargs$optargs$d op <- optimParams(K, fargs$optargs$link, fargs$optargs) best_val <- Inf best_par <- list() @@ -32,12 +31,11 @@ testMultistart <- function(N, n, K, p, beta, b, link, nstart, ncores) M <- matrix(rnorm(d*K), nrow=d, ncol=K) M <- t(t(M) / sqrt(colSums(M^2))) x_init <- list(p=rep(1/K,K-1), beta=M, b=rep(0,K)) - tryCatch({ + par <- NULL + tryCatch({ par <- op$run(x_init) - }, error = function(e) { - par <- NA - }) - if (!is.na(par[0])) + }, error = function(e) {}) + if (!is.null(par)) { val <- op$f( op$linArgs(par) ) if (val < best_val) @@ -57,11 +55,11 @@ testMultistart <- function(N, n, K, p, beta, b, link, nstart, ncores) fargs$optargs$M <- computeMoments(io$X, io$Y) mu <- computeMu(io$X, io$Y, fargs$optargs) fargs$mu <- mu - fargs + fargs }, N=N, ncores=ncores, verbose=TRUE) for (i in 1:2) - ms[[i]] <- alignMatrices(ms[[i]], ref=rbind(p,beta,b), ls_mode="exact") - ms + res[[i]] <- alignMatrices(res[[i]], ref=rbind(p,beta,b), ls_mode="exact") + res } #model = binomial @@ -103,8 +101,8 @@ betas <- list( matrix( c(1,2,-1,0,3,4,-1,-3,0,2, 2,-3,0,1,0,-1,-4,3,2,0), ncol=K ) ) #d=10 beta <- betas[[ ifelse( d==2, 1, ifelse(d==5,2,3) ) ]] -ms <- testMultistart(N, n, K, p, beta, b, link, nstart, ncores) -ms_params <- list("N"=N, "nc"=ncores, "n"=n, "K"=K, "d"=d, "link"=link, +mr <- testMultistart(N, n, d, K, p, beta, b, link, nstart, ncores) +mr_params <- list("N"=N, "nc"=ncores, "n"=n, "K"=K, "d"=d, "link"=link, "p"=c(p,1-sum(p)), "beta"=beta, "b"=b, "nstart"=nstart) -save("ms", "ms_params", file="multistart.RData") +save("mr", "mr_params", file=paste("res_",n,"_",d,"_",link,"_",nstart,".RData",sep=""))