Welcome to OStack Knowledge Sharing Community for programmer and developer-Open, Learning and Share
Welcome To Ask or Share your Answers For Others

Categories

0 votes
306 views
in Technique[技术] by (71.8m points)

how to calculate integral with R

Here, I would like to have your helps on implementing calculation of integral on two vector. I checked pages on integral calculation relative to R. But, I have few training on mathematics, so I still can not do that by myself.

My objectives is to implement the idea of this sentence "If you plot the rate estimates by position, the genetic map is just the integral of this plot." This mean I have variables (rates, positions), each position have a rate of its own. I want to calculate the integral of rates for each position. Here, the position is Monotonically increasing.

This task should not be so complex for those who have good background on mathematic computation. So, could you please give me any directions/instructions on that?

Thanks in advance.

# here I make dummy data

position <- c(2,34,58)
rate <- c(14, 20, 5)  
See Question&Answers more detail:os

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome To Ask or Share your Answers For Others

1 Answer

0 votes
by (71.8m points)

In mathematics, an integral is the area under the curve. In your example, you want the area under the curve as defined by position and rate.

position <- c(2,34,58)
rate <- c(14, 20, 5)  

plot(position, rate, type="l", ylim=c(0, 25))

enter image description here

You can calculate the area under the curve by hand, using the trapezoidal rule:

32*17 + 24*12.5 = 844

Or, to do it programmatically:

AUC <- function(x, y){
  sum(diff(x)*rollmean(y,2))
}

AUC(position, rate)
[1] 844

与恶龙缠斗过久,自身亦成为恶龙;凝视深渊过久,深渊将回以凝视…
Welcome to OStack Knowledge Sharing Community for programmer and developer-Open, Learning and Share
Click Here to Ask a Question

...