overall psi and p estimates

questions concerning analysis/theory using program PRESENCE

overall psi and p estimates

Postby sushma » Wed Dec 12, 2012 5:59 am

Hi, I'm a new user of the Presence software and I'm using version 5.1. I have a basic query. I would like to know how to obtain overall estimates of psi and p for each model when covariates are used since Presence output gives estimates for each site and not one estimate for the model.
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Re: overall psi and p estimates

Postby jhines » Wed Dec 12, 2012 8:38 am

You could just take the average of each site, which gives a single estimate weighted equally by each site. Or, just use the estimate from a model without covariates, which takes into account the variance of each site. The 2nd method seems preferable as imprecise site estimates will have less influence on the result than precise estimates.

Jim
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Re: overall psi and p estimates

Postby darryl » Wed Dec 12, 2012 4:14 pm

Depends on what you mean in terms of 'overall'. Are you only interested in the places you've surveyed or do you want to extrapolate to other places too? Strictly speaking, psi and p are probabilities and if you've identified important covariates that suggests there is no 'overall' value as the probabilities are different under different conditions.
Darryl
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Re: overall psi and p estimates

Postby sushma » Sat Dec 15, 2012 2:30 am

Hi, what i mean is, when you're modelling occupancy and detection probabilities as a function of certain covariates, Presence returns estimates for each of the sites. How do you obtain one single value and the associated SE for a particular model?
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Re: overall psi and p estimates

Postby darryl » Sun Dec 16, 2012 5:51 pm

I understand that. My question is what is that single number supposed to represent? Is it an average probability for all surveyed places, an estimate of what proportion of the surveyed places were occupied (not these are not the same thing), or you wanting to use that number of apply it to all places of interest including that those were not surveyed? Once we understand what you want that single number to mean, we can make some suggestions on how to use your results most appropriately to get that number.
Darryl
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Re: overall psi and p estimates

Postby sushma » Wed Jan 09, 2013 2:55 am

Hi, I want to obtain an estimate of what proportion of surveyed sites were occupied and average detection probability as a function of covariates. Additionally, I'm also interested in obtaining occupany estimate for unsampled sites given a set of site-specific covariates. My site covariates are all GIS based covariates.

sushma
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Re: overall psi and p estimates

Postby jhines » Tue Jan 22, 2013 10:16 pm

To get the expected number of surveyed sites which are occupied, you could sum all of the conditional psi's. Then convert that to a proportion by dividing by the number of sites.

To get the prob of occupancy for unsurveyed sites, you can compute psi for them by plugging the beta's into the inverse-logit function. For example, if psi is a function of a single site covariate, X(i), where X(i) is the covariate value for site, i, then psi(i)=1/(1+exp(-Beta0 - Beta1*X(i)). Or, an easy way to get PRESENCE to do this for you is to add the additional sites to your data, entering the covariate data as well and entering missing values for each site. (Just don't add in these sites to the sum mentioned above.)

I'd compute average detection probability by copying all of the detection probabilities for each site and survey which did not have missing data to a spreadsheet and compute the average.
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Re: overall psi and p estimates

Postby stephanietodd » Sat Jan 04, 2014 5:40 am

Hi,
What about the the standard error for the expected number of surveyed sites that were occupied? I would like to compare the naive occupancy estimate with the estimated occupancy when detection is taken into account for my top model/s
Cheers,
Steph
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