Haifeng (Kevin) Xie
2001-Sep-17 20:14 UTC
[R] Many thanks. (Was: Supply linear constrain to optimizer)
Many thanks to those took time replied to my question. They were very helpful and I solved my problem by reparameterization. With the help of optim() the fitting procedure is very robust and insensitive to initial starting value. Once again, many thanks. Kevin -------- Original post --------->Dear R and S users, > >I've been working on fitting finite mixture of negative exponential >distributions using maximum likelihood based on the example given in >MASS. So far I had much success in fitting two components. The problem >started when I tried to extend the procedure to fit three components. >More specifically, > >likelihood = sum( ln(c1*exp(-x/lambda1)/lambda1 + >c2*exp(-x/lambda2)/lambda2 + (1-c1-c2)*exp(-x/lambda3)/lambda3) ) > >I've used optimizers such as ms and nlminb (SPLUS 5.0 for UNIX), and >provided parameters constrains (0 <= c1, c2 <= 1) to nlminb via lower and >upper. But these constrains provide no protection for (1-c1-c2) being >between interval [0,1], which resulted in generating NAs in the >likelihood function during iteration. > >I've been looking at various documentations, but didn't see anywhere >mentioning setting linear constrain, in this case, c1 + c2 <= 1. > >Any suggestion and pointers will be greatly apprepciated. > >Kevin Xie >Research Student >Cavendish School of Computer Science >University of Westminster >London, UK >-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.-.- r-help mailing list -- Read http://www.ci.tuwien.ac.at/~hornik/R/R-FAQ.html Send "info", "help", or "[un]subscribe" (in the "body", not the subject !) To: r-help-request at stat.math.ethz.ch _._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._._