Brian Battaile
2014-Apr-09 17:25 UTC
[R] Fractional multinomial logit model or similar in R for analysis of behavior?
I'm looking for a method to analyse behavior data that can be assigned to multiple categories as a proportion with all the categories adding to 1 and some explanatory variables and repeated measures on some individuals. Data would look something like this AnimalID Behavior1 Behavior2 Behavior3 Covariate1 Covariate2 1 0.75 0.2 0.05 1 0 2 0.5 0.25 0.25 0 0 2 0.6 0.3 0.1 0 0 3 0.7 0.25 0.05 1 1 .... There is a fractional multinomial logit model (fmlogit) in Stata that is designed to do this analysis ala Papke, Leslie E. and Jeffrey M. Wooldridge. 1996. Econometric Methods for Fractional Response Variables with an Application to 401(k) Plan Participation Rates. Journal of Applied Econometrics 11(6):619-632. but I have not found anything in R. If anyone knows of something similar in R or perhaps a different approach I would be grateful to hear about it. Thank you Brian Battaile University of British Columbia US Geological Survey [[alternative HTML version deleted]]
David Winsemius
2014-Apr-10 02:11 UTC
[R] Fractional multinomial logit model or similar in R for analysis of behavior?
On Apr 9, 2014, at 10:25 AM, Brian Battaile wrote:> I'm looking for a method to analyse behavior data that can be assigned to > multiple categories > as a proportion with all the categories adding to 1 and some explanatory > variables and repeated measures on some individuals.Maybe expanding your search strategy would help. What you are describing sounds like a Dirichlet problem. Consider searching on "dirichlet regression". I got 325 links in 100 packages with sos::findFn("dirichlet regression"), but it's not my field so you need to judge suitability. And ... this mailing list requests postings to be plain text. -- David.> > Data would look something like this > > AnimalID Behavior1 Behavior2 Behavior3 Covariate1 Covariate2 > 1 0.75 0.2 0.05 1 0 > 2 0.5 0.25 0.25 0 0 > 2 0.6 0.3 0.1 0 0 > 3 0.7 0.25 0.05 1 1 > .... > > There is a fractional multinomial logit model (fmlogit) in Stata that is > designed to do this > analysis ala > Papke, Leslie E. and Jeffrey M. Wooldridge. 1996. Econometric Methods for > Fractional Response Variables with an Application to 401(k) Plan > Participation Rates. Journal of Applied Econometrics 11(6):619-632. > > but I have not found anything in R. If anyone knows of something similar > in R or perhaps a different approach I would be grateful to hear about it. > > Thank you > Brian Battaile > University of British Columbia > US Geological Survey > > [[alternative HTML version deleted]] > > ______________________________________________ > R-help at r-project.org mailing list > https://stat.ethz.ch/mailman/listinfo/r-help > PLEASE do read the posting guide http://www.R-project.org/posting-guide.html > and provide commented, minimal, self-contained, reproducible code.David Winsemius Alameda, CA, USA