[R-sig-ME] Is there a leverage diagnostic test for glmmTMB models?
Ben Bolker
bbo|ker @end|ng |rom gm@||@com
Mon Jul 27 22:25:09 CEST 2020
As I mentioned in my CrossValidated answer
https://stats.stackexchange.com/questions/478727/leverage-diagnostic-test-not-supported-for-glmmtmb-models-in-r/479298#479298
, this does work with the add-on influence_mixed function in the glmmTMB
package ; you just need to specify group=".cases" (or leave the group
blank, since ".cases" is the default value).
This doesn't use hatvalues, which as I commented there aren't
available (yet) for glmmTMB; instead, it does brute-force leave-one-out
computations (although it can do them in parallel).
It would be a good idea making this functionality more easily
available, but I've messed up in the past when trying to export 'car'
functionality, so I'd like to be careful.
cheers
Ben
On 7/27/20 3:47 PM, John Fox wrote:
> Dear April,
>
> Unfortunately, there's no hatvalues() method for "glmmTMB" objects,
> nor do functions in the car package, where the influenceIndexPlot()
> function that you tried to use originates, have "glmmTMB" methods. car
> does have methods for the "merMod" objects produced by functions in
> the lme4 package and for the "lme" objects produced by the lme()
> function in the nlme package, but those probably aren't useful to you.
>
> I'm willing to look into providing the necessary infrastructure in the
> car package to support glmmTMB() but can't promise to do that before
> the Fall.
>
> Best,
> John
>
> --------------------------------------------
> John Fox
> Professor Emeritus
> McMaster University
> Hamilton, Ontario, Canada
> web: https://socialsciences.mcmaster.ca/jfox/
>
> On 7/27/2020 1:40 PM, April Martinig wrote:
>> Hello,
>>
>> I've posted my question to Cross Validated, but I am also linking to
>> it here
>> <https://stats.stackexchange.com/questions/478727/leverage-diagnostic-test-not-supported-for-glmmtmb-models-in-r>
>> because it might have been missed.
>>
>> I am trying to use the DHARMa package to test for how much leverage
>> specific points (on one extreme) for my response variable has on my
>> output.
>>
>> In my question I have posted the data, what I have tried, and linked
>> to other sources. Thank you in advance.
>>
>> Take care,
>> April
>>
>> ---
>> April Martinig, M.Sc.
>> Ph.D. Candidate in Ecology
>> University of Alberta
>> martinig.weebly.com
>> “I do not accept the conventional order of things as a given."
>>
>> https://stats.stackexchange.com/questions/478727/leverage-diagnostic-test-not-supported-for-glmmtmb-models-in-r
>> <https://stats.stackexchange.com/questions/478727/leverage-diagnostic-test-not-supported-for-glmmtmb-models-in-r>.
>>
>> [[alternative HTML version deleted]]
>>
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