From 90335d13dc41744649210206a1d3353610be6d63 Mon Sep 17 00:00:00 2001 From: Jim Thorson Date: Thu, 12 Apr 2018 11:12:41 -0700 Subject: [PATCH] added in class-example code --- .../Lab/In-class exercise/Gompertz_exercise.R | 54 ++++++++++++++++++ .../Lab/In-class exercise/gompertz_2.cpp | 47 +++++++++++++++ .../pollock_1-with_measurement_error.png | Bin 0 -> 9310 bytes .../pollock_2-with_measurement_error.png | Bin 0 -> 17191 bytes .../Lab/In-class exercise/pollock_2.csv | 6 ++ .../Lab/In-class exercise/pollock_3.csv | 5 ++ .../Lab/Lab 3 -- Gompertz model.pptx | Bin 762457 -> 810208 bytes 7 files changed, 112 insertions(+) create mode 100644 Week 3 -- Temporal Models/Lab/In-class exercise/Gompertz_exercise.R create mode 100644 Week 3 -- Temporal Models/Lab/In-class exercise/gompertz_2.cpp create mode 100644 Week 3 -- Temporal Models/Lab/In-class exercise/pollock_1-with_measurement_error.png create mode 100644 Week 3 -- Temporal Models/Lab/In-class exercise/pollock_2-with_measurement_error.png create mode 100644 Week 3 -- Temporal Models/Lab/In-class exercise/pollock_2.csv create mode 100644 Week 3 -- Temporal Models/Lab/In-class exercise/pollock_3.csv diff --git a/Week 3 -- Temporal Models/Lab/In-class exercise/Gompertz_exercise.R b/Week 3 -- Temporal Models/Lab/In-class exercise/Gompertz_exercise.R new file mode 100644 index 0000000..33240c8 --- /dev/null +++ b/Week 3 -- Temporal Models/Lab/In-class exercise/Gompertz_exercise.R @@ -0,0 +1,54 @@ + +setwd( "C:/Users/James.Thorson/Desktop/Project_git/2018_FSH556/Week 3 -- Temporal Models/Lab/In-class exercise" ) + +###################### +# Modify to add sampling variance to measurement error +###################### + +# Modify to decompose measurement error into sampling and additional error +sd_B_t = sqrt( tapply( CPUE[,'Wt'], INDEX=CPUE[,'Year'], FUN=var ) / tapply( CPUE[,'Wt'], INDEX=CPUE[,'Year'], FUN=length ) ) +CV_b_t = sd_B_t / B_t +SD_log_b_t = sqrt(log( CV_b_t^2 + 1 )) + +# Compile model +Version = "gompertz_2" +compile( paste0(Version,".cpp") ) + +# Build inputs +Data = list( "nt"=length(B_t), "log_b_t"=log(B_t), "SD_log_b_t"=SD_log_b_t ) +Parameters = list( "log_d0"=0, "log_sigmaP"=1, "log_sigmaM"=1, "alpha"=0, "rho"=0, "log_d_t"=rep(0,Data$nt) ) +Random = c("log_d_t") +if( Use_REML==TRUE ) Random = union( Random, c("log_d0","alpha","rho") ) + +# Build object +dyn.load( dynlib("gompertz_2") ) +Obj = MakeADFun(data=Data, parameters=Parameters, random=Random, DLL="gompertz_2") # +Opt2 = TMBhelper::Optimize( obj=Obj ) + +# Plot again +for( z in 1:2 ){ + png( file=paste0("pollock_",z,"-with_measurement_error.png"), width=8, height=5, res=200, units="in" ) + par( mar=c(3,3,1,1), mgp=c(2,0.5,0), tck=-0.02 ) + plot( x=1:Data$nt, y=Data$log_b_t, col="blue", cex=1.2, xlab="Time", ylab="Value", pch=20 ) + if(z>=2){ + points( x=1:Data$nt, y=as.list(Opt2$SD,"Estimate")$log_d_t, col="red" ) + for( t in 1:Data$nt) lines( x=rep(t,2), y=as.list(Opt2$SD,"Estimate")$log_d_t[t]+c(-1.96,1.96)*as.list(Opt2$SD,"Std. Error")$log_d_t[t], col="red" ) + } + dev.off() +} + +write.csv( cbind(Opt2$diagnostics, summary(Opt$SD,"fixed")[,'Std. Error']), file=paste0(getwd(),"/pollock_2.csv") ) + +############### +# Fix SigmaM at zero +############### + +Map = list() +Map$log_sigmaM = factor(NA) +Parameters$log_sigmaM = log(1e-10) +Obj = MakeADFun(data=Data, parameters=Parameters, random=Random, map=Map, DLL="gompertz_2") # +Opt3 = TMBhelper::Optimize( obj=Obj ) +Report = Obj$report() + +# Compare AIC +c(Opt2$AIC, Opt3$AIC) diff --git a/Week 3 -- Temporal Models/Lab/In-class exercise/gompertz_2.cpp b/Week 3 -- Temporal Models/Lab/In-class exercise/gompertz_2.cpp new file mode 100644 index 0000000..530683f --- /dev/null +++ b/Week 3 -- Temporal Models/Lab/In-class exercise/gompertz_2.cpp @@ -0,0 +1,47 @@ +#include +template +Type objective_function::operator() () +{ + // Data + DATA_INTEGER( nt ); + DATA_VECTOR( log_b_t ); + DATA_VECTOR( SD_log_b_t ); + + // Parameters + PARAMETER( log_d0 ); + PARAMETER( log_sigmaP ); + PARAMETER( log_sigmaM ); + PARAMETER( alpha ); + PARAMETER( rho ); + PARAMETER_VECTOR( log_d_t ); + + // 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