WAIC?

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Scarlett Taylor

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Sep 16, 2021, 12:49:58 PMSep 16
to distance-sampling
Hi there, 

I'm wondering if there is a way to get WAIC scores instead of AIC scores from Distance in R for model selection with MCDS? 

Best, 

Scarlett Taylor  (she/her)
MSc. Candidate
Integrated Fisheries Lab | Department of Biology | LSC 7088
Dalhousie University | Halifax, NS B3H 4R2

Halifax Coordinator: 
Sharks of the Atlantic Research and Conservation Centre (ShARCC)

e: scarlet...@dal.ca
c: (905) 872-8534


Eric Rexstad

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Sep 16, 2021, 2:12:19 PMSep 16
to Scarlett Taylor, distance-sampling
Scarlett

WAIC is not computed by the ds()​function.  There is a function AIC()​ in the Distance package that can compute Bayes Information Criterion (BIC) by setting the argument k​ to be the natural log of the number of detections.

Example here if modelobj​ is the object returned by ds()​ and nval​ is the number of detections.
BIC <- AIC(modelobj, k = log(nval))$AIC
As I understand WAIC, it requires a posterior distribution of parameters, hence is Bayesian in nature.  The Distance package does not carry out Bayesian estimation.

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Scarlett Taylor

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Sep 16, 2021, 2:27:23 PMSep 16
to distance-sampling
Hi Eric, 

Thanks for confirming my suspicions. That's what I was thinking, but I wanted to confirm it before going back to my supervisor and telling them it wasn't possible. It's nice to know that you can calculate BIC however! 


Cheers, 
Scarlett
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