(inline) > On 7 Nov 2017, at 06:02 , Hugo André <karlhugoan...@gmail.com> wrote: > > So I am trying to use the mle command (from stats4 package) to estimate a > number of parameters using data but it keeps throwing up this error message: > > Error in solve.default(oout$hessian) : > Lapack routine dgesv: system is exactly singular: U[1,1] = 0 > > This error sometimes indicates that the list of starting values is too far > from optimum but this is unlikely since I picked values close to where the > parameters usually end up. I have also tried switching these around a bit. > > Here is the code: > > xhat = c(statemw-(1-alpha)*rval) > survivalf <- function(x) {(1-plnorm(statemw,mean=mu,sd=logalpha))} > > wagefn <- function(lam, eta, alpha, xhat, mu, logalpha) { > n=nrow(cpsdata2) > wagevec = matrix(nrow=n,ncol=1) > for (i in 1:n) { > > if (cpsdata2[i,2] > 0){ > wagevec[i,] <- > c(eta*lam*survivalf(statemw)*exp(-lam*survivalf(statemw)*cpsdata2[i,2,])) > } else if (cpsdata2[i,1,]==statemw) { > wagevec[i,] <- > c(lam*(survivalf(statemw)-survivalf((statemw-(1-alpha)*xhat)/alpha))/(eta+lam*survivalf(statemw))) > } else if (cpsdata2[i,1,]>statemw) { > wagevec[i,] <- > c(lam*plnorm((cpsdata2[i,1,]-(1-alpha)*xhat)/alpha,mean=mu,sd=logalpha)/(alpha*(eta+lam*survivalf(statemw)))) > } > else { > wagevec[i,] <- NA > } > } > lnwagevec <- log(wagevec) > -sum(lnwagevec>-200 & ln2wagevec<200, na.rm=TRUE) > } > > fit <- mle(wagefn, start=listmat, method= "L-BFGS-B",lower= > c(-Inf,0),upper=c(Inf,Inf) > > > I know the likelihood function is a handful but it does return a reasonable > looking vector of values. The "lnwagevec>-200" etc is an inelegant way of > preventing values of Inf and -Inf from entering the sum, the actual values > rarely go as high as 8 or low as -5. >
If you're getting infinite likelihoods, something may be needing a rethink, but first this: I don't think -sum(lnwagevec>-200 & ln2wagevec<200, na.rm=TRUE) does what I think you think it does.... Presumably you wanted -sum(lnagevec[lnwagevec>-200 & ln2wagevec<200], na.rm=TRUE) -pd > Thank you in advance to anyone responding! > /Hugo > > [[alternative HTML version deleted]] > > ______________________________________________ > R-help@r-project.org mailing list -- To UNSUBSCRIBE and more, see > 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. -- Peter Dalgaard, Professor, Center for Statistics, Copenhagen Business School Solbjerg Plads 3, 2000 Frederiksberg, Denmark Phone: (+45)38153501 Office: A 4.23 Email: pd....@cbs.dk Priv: pda...@gmail.com ______________________________________________ R-help@r-project.org mailing list -- To UNSUBSCRIBE and more, see 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.