#! /usr/bin/Rscript
###
### Simulations for how the number of seeds, vois, and vertices
### in the graphs affects the accuracy of TopK.
### --
### Fix ratio of number of vertices in graphs: 1 (or .75)
### Fix number of vois: 1
### vary the number of seeds
###
### Heather Gaddy Patsolic
### 2015 <[email protected]>
### S.D.G
#
require(igraph)
require(clue)
require(raster)
require(foreach)
require(ggplot2)
require(VN)
run <- FALSE
if(run){
#require(doMC); nCores <- 4
require(doMPI)
## Register Cores for parallelism
if("package:doMPI" %in% search()){
cl <- startMPIcluster()
registerDoMPI(cl)} else {
registerDoMC(nCores)
}
#source("localnbd.r") # Was setting for plot, but this function is
#same as vnsgm.
frakn <- 300 # number of vertices in graph 1
fraknp <- 300 # number of vertices in graph 2
feat <- 20 # number of feature vectors
corr <- .6
svec <- 4
#svec <- c(2:5)
ratiovec <- seq(0.25,1,by=0.05)
rhovec <- 0.6
#rhovec <- c(0.6,0.7,0.8)
srv <- expand.grid(s=svec,rho=rhovec,ratio=ratiovec)
lensr <- nrow(srv)
set.seed(1234567)
# Random vectors for RDPG
lpvs <- matrix(rnorm(feat*frakn), feat, frakn) # features, 10 vertices
lpvs <- apply(lpvs, 2, function(x) { return (abs(x)/sqrt(sum(x^2))) })
Pmat <- t(lpvs)%*%lpvs
#########################
v <- 1 # voi
h <- 2 # max walk from voi
ell <- 2
g <- 0.1 # gamma <- max tolerance for alpha
R <- 30
iternum <- 20
len2 <- 300
MK <- foreach(srl = 1:lensr)%:%
foreach(le = 1:len2,.combine='rbind')%dopar%{
s <- srv[srl,]$s
r <- srv[srl,]$ratio
frakm <- frakn*r
corr <- srv[srl,]$rho
set.seed <- 12345*srl + 19*le
## A randomly generated graph
g1 <- sample_dot_product(lpvs)
A <- as.matrix(get.adjacency(g1,type="both"))
B <- adjcorrH(A,Pmat,corr)
shared <- sample(c(1:frakn),frakm,replace=FALSE)
unshared1 <- setdiff(c(1:frakn),shared)
A <- A[c(shared,unshared1),c(shared,unshared1)]
g1 <- graph_from_adjacency_matrix(A)
B <- B[shared,shared]
g2 <- graph_from_adjacency_matrix(B)
voi <- sample(c(1:(frakm)),1)
Nhtmp <- unlist(ego(g1,h,nodes=voi,mindist=1)) # mindist=0: close, 1: open
S <- sample(intersect(Nhtmp,c(1:summ)),s)
seedpot <- intersect(Nhtmp,c(1:frakm))
lsp <- length(seedpot)
# what if lsp < s ???
S <- sample(seedpot,s)
#L <- localnbd(voi,S,g1,g2,h,ell,R,g)
seeds <- cbind(S,S)
L <- vnsgm(voi,seeds,g1,g2,h,ell,R,g,sim=TRUE)
if(L$case=="possible"){
Ps <- L$P
Ps <- Ps[(1:length(L$labelsGx)),(1:length(L$labelsGxp))]
rankPs <- pass2ranksuplus(Ps)
rankvoi <- rankPs[(length(L$Sx)+1),(length(L$Sx)+1)]
rankvoi <- (rankvoi - 1)/(length(L$Cxp)-1)
}else{
rankvoi <- NA
}
c(case=L$case,normrankvoi=rankvoi,"sx"=length(L$Sx),numcand=length(L$Cxp),"s"=length(L$S))#,mstime)
}
#save.image(file="rdpgratiovaryNOplot.RData")
}else{
load("rdpgratiovaryNOplot.RData")
}
MKnrkbar <- as.numeric(lapply(MK,function(x){mean(as.numeric(x[,2]))}))
MKnrksd <- as.numeric(lapply(MK,function(x){sd(as.numeric(x[,2]))}))
MKnrksd <- MKnrksd/sqrt(len2)
MKnrkci <- cbind(c(MKnrkbar-2*MKnrksd),c(MKnrkbar+2*MKnrksd))
# for 95% CI, use 1.96 instead of 2
df1 <- data.frame(srv,MKnrkbar, MKnrkci)
#rpref <- seq(0,1,by=0.2)
#rpref <- c(0,.3,.5,.7,1)
#rstr <- which(as.numeric(as.character(df1$r)) %in% rpref)
#df1rstr <- df1[rstr,]
p04 <-
ggplot(data=df1, aes(x=ratio, y = MKnrkbar))+ #,colour=as.factor(rho))) +
scale_x_continuous(breaks = df1$ratio) +
geom_line(size=1) + #aes(colour=as.factor(rho)),size=1) +
geom_point() +
theme(axis.line.x = element_line(colour="black"),
axis.line.y = element_line(colour="black")) +
theme(axis.text.x = element_text(angle = 90, hjust = 1))+
geom_errorbar(aes(ymin=X1, ymax=X2,aes=.7),width=0.04,size=0.75) +
theme(text=element_text(size=25)) +
ylab(expression(paste(tau,"(x')"))) +
xlab(expression(r)) +
theme(plot.title = element_text(hjust = 0.5)) +
#guides(color=guide_legend(title="rho")) +
labs(title= "RDPG: Vary ratio (r)")
## Warning: Ignoring unknown aesthetics: aes
# theme_bw() +
# theme(plot.background = element_blank(),
# panel.grid.major = element_blank(),
# panel.grid.minor = element_blank()) +
# theme(panel.border=element_blank()) +
#pdf("rdpg_ratiovary.pdf",width=8,height=6)
p04
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)
#dev.off()
###save.image(file="srhovaryWITHplot.RData")
#if(run){
# if(exists("cl")){
# closeCluster(cl)
# mpi.quit()
# }
#}
# Time:
## Working status:
### Comments:
####Soli Deo Gloria