Created
April 4, 2014 04:08
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Test program for "pHom" package which can calculate persistent homologies in R
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library(phom) | |
library(scatterplot3d) | |
N <- 20 | |
R <- 25 | |
r <- 10 | |
sd <- 1 | |
ts <- seq(0,2*pi,pi/N) | |
ps <- seq(0,2*pi,pi/N) | |
x<-y<-z<-c() | |
for (t in ts) for (p in ps) { | |
x <- c(x,R*cos(t)+r*cos(p)*cos(t)) | |
y <- c(y,R*sin(t)+r*cos(p)*sin(t)) | |
z <- c(z,r*sin(p)) | |
} | |
par(mfcol=c(1,2)) | |
scatterplot3d(x,y,z,type="l") | |
N1 <- length(ts) | |
rn <- function() rnorm(N1*N1,0,sd) | |
scatterplot3d(x+rn(), | |
y+rn(), | |
z+rn(), | |
type="p",pch=20) | |
print("Please enter key for next graphs.") | |
readline() | |
par(mfcol=c(1,2)) | |
max_dim <- 2 | |
max_f <- 5 | |
intervals <- pHom(cbind(x,y,z), max_dim, max_f) | |
plotBarcodeDiagram(intervals, 0, max_f, title="b0") | |
plotBarcodeDiagram(intervals, 1, max_f, title="b1") | |
print("Please enter key for next graphs.") | |
readline() | |
par(mfcol=c(1,1)) | |
#plotBarcodeDiagram(intervals, 2, max_f) | |
plotPersistenceDiagram(intervals, max_dim, max_f) | |
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