Calculate p-value from Weibull distribution?
0
0
Entering edit mode
3.7 years ago
star ▴ 350

In the foloww up of my previous questionC: How to calculate probability of a value under Weibull distribution?. I have fitted a set of data into Weibull distribution and extract related parameters. Also, I have another set of data that I would like to calculate the p-value for each given value under the distribution.

I calculated the value of cumulative Weibull distribution for each point like below:

pweibull (x,scale,shape)

I would like to know can I use the value of pweibull directly as p-value or I should calculate like p-value= 1 - pweibull.

statistic p-value • 2.6k views
ADD COMMENT
2
Entering edit mode

by default it reports P[X ≤ x] ; if you want P[X > x] you can add lower.tail = F as parameter

ADD REPLY
0
Entering edit mode

Many thanks for your reply. but for finding p-value shall I consider the value of the function itself or do 1- pweibull()?

ADD REPLY
2
Entering edit mode

You're getting the probability that X<=x or the probability that X>x for X following a Weibull distribution with the given parameters. The p-value is the probability of getting a value at least as big as what's observed if the null hypothesis is true. So whether you want to treat P[X>x] as p-value depends on whether you're testing the null hypothesis that X follows a Weibull distribution with the given parameters.

ADD REPLY
0
Entering edit mode

Thanks for your reply.

My data set is a kind of HiC data that shows the interaction between genomic regions. I would like to find the probability of observation which has stronger interaction under the Weibull distribution.

So the hypothesis is like: if x refers to background and X refers to observations.

H0: X<x< p="">

H1:X>x

In this case whether the p-value = 1-pweibull (X,weiull(parameters),lower.tail = F), or I am wrong?

ADD REPLY

Login before adding your answer.

Traffic: 2503 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6