From 37d010d8ffc3a7fc068a35203d99577cc1d862c6 Mon Sep 17 00:00:00 2001 From: Vianey Leos Barajas Date: Sun, 21 Jun 2020 16:01:41 -0400 Subject: [PATCH] Add files via upload --- StanCourseVLB/index.Rmd | 10 +- StanCourseVLB/index.html | 10 +- .../photos/realworld_abstract_chart.png | Bin 0 -> 30726 bytes StanCourseVLB/photos/stanforums.png | Bin 0 -> 152905 bytes StanCourseVLB/runningstancode_vlb1.Rmd | 51 +++- StanCourseVLB/stanhour3.Rmd | 27 ++- StanCourseVLB/stanhour3.html | 77 ++++-- StanCourseVLB/stanhour6.Rmd | 108 +++++++++ StanCourseVLB/stanhour6.html | 226 ++++++++++++++++++ 9 files changed, 455 insertions(+), 54 deletions(-) create mode 100644 StanCourseVLB/photos/realworld_abstract_chart.png create mode 100644 StanCourseVLB/photos/stanforums.png create mode 100644 StanCourseVLB/stanhour6.Rmd create mode 100644 StanCourseVLB/stanhour6.html diff --git a/StanCourseVLB/index.Rmd b/StanCourseVLB/index.Rmd index 322e554..af1e168 100644 --- a/StanCourseVLB/index.Rmd +++ b/StanCourseVLB/index.Rmd @@ -345,7 +345,7 @@ model{ x[t]*beta)); } else { y[t] ~ bernoulli_logit(alpha[1] + - alpha[2]*sex[t] + alpha[2]*sex[t] + alpha[3]*bsize[t] + x[t]*beta); } @@ -385,13 +385,13 @@ Changes: have an index for individual shark and $\beta_1$ is now a hierarchical ```{stan, output.var = "ex4", eval=F} data{ ... - int no.sharks; + int nsharks; vector[TT] sharkid; } parameters{ ... - vector[no.sharks] beta; + vector[nsharks] beta; real betamu; real betasig; } @@ -466,7 +466,7 @@ https://mc-stan.org/projpred/articles/quickstart.html Back to the fixed effects for a minute: ```{r, eval=F} -n <- 4000 +n <- 7300 D <- 5 p0 <- 2 # prior guess for the number of relevant variables tau0 <- p0/(D-p0) * 1/sqrt(n) @@ -477,7 +477,7 @@ prior_coeff <- hs(global_scale = tau0, slab_scale = 1) logregcov.horseshoe <- stan_glm(formula = Presence~., family = binomial(link="logit"), data = sharkfun, - prior = hs(global_scale = 0.03049858, + prior = hs(global_scale = 0.007802743, slab_scale = 1)) logregcov.defaultpriors <- stan_glm(formula = Presence~., diff --git a/StanCourseVLB/index.html b/StanCourseVLB/index.html index ee1ff48..5b85089 100644 --- a/StanCourseVLB/index.html +++ b/StanCourseVLB/index.html @@ -330,7 +330,7 @@ x[t]*beta)); } else { y[t] ~ bernoulli_logit(alpha[1] + - alpha[2]*sex[t] + alpha[2]*sex[t] + alpha[3]*bsize[t] + x[t]*beta); } @@ -371,13 +371,13 @@ ```stan data{ ... - int no.sharks; + int nsharks; vector[TT] sharkid; } parameters{ ... - vector[no.sharks] beta; + vector[nsharks] beta; real betamu; real<lower=0> betasig; } @@ -455,7 +455,7 @@ ```r -n <- 4000 +n <- 7300 D <- 5 p0 <- 2 # prior guess for the number of relevant variables tau0 <- p0/(D-p0) * 1/sqrt(n) @@ -466,7 +466,7 @@ logregcov.horseshoe <- stan_glm(formula = Presence~., family = binomial(link="logit"), data = sharkfun, - prior = hs(global_scale = 0.03049858, + prior = hs(global_scale = 0.007802743, slab_scale = 1)) logregcov.defaultpriors <- stan_glm(formula = Presence~., diff --git 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z)X-0Q0vNle$!@SyUV|kzYBSGGyT~pcg&l|yyrjuLKm2{X?&5bpQGGJ#BK<65K_i~= y)L-K`{q1w+zbVKYPyX?L(f_B)vD(Cs{T0^_v|eCk%AqH5U)H;-TXMnf;eP=DzzD?v literal 0 HcmV?d00001 diff --git a/StanCourseVLB/runningstancode_vlb1.Rmd b/StanCourseVLB/runningstancode_vlb1.Rmd index 1763275..77448ba 100644 --- a/StanCourseVLB/runningstancode_vlb1.Rmd +++ b/StanCourseVLB/runningstancode_vlb1.Rmd @@ -34,7 +34,7 @@ alpha[3] <- 0.01 ## number of `sharks` = 20 sex <- rbinom(20, size=1, prob=0.5) -size <- rpois(20, lambda=200) ## in cm +size <- rpois(20, lambda=220) ## in cm y <- list() for(n in 1:20){ @@ -140,19 +140,21 @@ prior_coeff <- hs(global_scale = tau0, slab_scale = 1) #---------------------------------------------------------------------- ## FITTING THE MODELS -logregcov.horseshoe <- stan_glm(formula = Presence~., +logregcov.horseshoe <- stan_glm(formula = Presence ~ Sex + BSize + timecos + timesin, family = binomial(link="logit"), - data = sharkfun%>%dplyr::select(-Shark), + data = sharkfun%>%dplyr::select(-Shark)%>%mutate(BSize = Size - 220), prior = hs(global_scale = 0.007802743, slab_scale = 1)) -logregcov.defaultpriors <- stan_glm(formula = Presence~., +#launch_shinystan(logregcov.horseshoe) + +logregcov.defaultpriors <- stan_glm(formula = Presence ~ Sex + BSize + timecos + timesin, family = binomial(link="logit"), - data = sharkfun%>%dplyr::select(-Shark)) + data = sharkfun%>%dplyr::select(-Shark)%>%mutate(BSize = Size - 220)) -logregcov.n01 <- stan_glm(formula = Presence~., +logregcov.n01 <- stan_glm(formula = Presence ~ Sex + BSize + timecos + timesin, family = binomial(link="logit"), - data = sharkfun%>%dplyr::select(-Shark), + data = sharkfun%>%dplyr::select(-Shark)%>%mutate(BSize = Size - 220), prior = normal(0,1)) @@ -164,14 +166,14 @@ cvs.horseshoe <- cv_varsel(logregcov.horseshoe, cv_method='kfold', K=5) cvplot.horseshoe <- varsel_plot(cvs.horseshoe, - stats=c('elpd, acc')) + + stats=c('elpd', 'acc')) + theme_minimal() + theme(text=element_text(size=15), legend.position = "none") + ggtitle("Classification Accuracy (5-fold CV)") cvplot.horseshoe -suggest_size(cvs) +suggest_size(cvs.horseshoe) vs <- varsel(logregcov.horseshoe, method='forward') vs$vind @@ -184,7 +186,38 @@ cvs.horseshoe$vind ``` +## Trying to have the covariates on approximately the same scale...let's see how that works out +```{r} + +logregscaledcov.horseshoe <- stan_glm(formula = Presence ~ Sex + BSize + timecos + timesin, + family = binomial(link="logit"), + data = sharkfun%>%dplyr::select(-Shark)%>%mutate(BSize = (Size - 220)/30), + prior = hs(global_scale = 0.007802743, + slab_scale = 1)) + +#---------------------------------------------------------------------- +## K-FOLD CROSS-VALIDATION + +cvs.horseshoe2 <- cv_varsel(logregscaledcov.horseshoe, + method='forward', + cv_method='kfold', K=5) + +cvplot.horseshoe2 <- varsel_plot(cvs.horseshoe2, + stats=c('elpd', 'acc')) + + theme_minimal() + theme(text=element_text(size=15), + legend.position = "none") + + ggtitle("Classification Accuracy (5-fold CV)") + +cvplot.horseshoe2 + +suggest_size(cvs.horseshoe2) +vs2 <- varsel(logregscaledcov.horseshoe, method='forward') +vs2$vind +varsel_plot(vs2, stats=c('elpd', 'acc'), deltas=F) +#---------- +cvs.horseshoe2$vind +``` diff --git a/StanCourseVLB/stanhour3.Rmd b/StanCourseVLB/stanhour3.Rmd index af1e168..562219a 100644 --- a/StanCourseVLB/stanhour3.Rmd +++ b/StanCourseVLB/stanhour3.Rmd @@ -111,9 +111,9 @@ class: center Combinations: -( $\nu_1 = 1, \nu_2=1$ ), ( $\nu_1=2, \nu_2=1$ ) , ( $\alpha=1, \beta=2$ ) +( $\nu_1 = 1, \nu_2=1$ ), ( $\nu_1=2, \nu_2=1$ ) , ( $\nu_1=1, \nu_2=2$ ) -( $\alpha=10, \beta=1$ ), ( $\alpha=1, \beta=10$ ), ( $\alpha=10, \beta=10$ ) +( $\nu_1=10, \nu_2=1$ ), ( $\nu_1=1, \nu_2=10$ ), ( $\nu_1=10, \nu_2=10$ ) ```{r, echo=FALSE, fig.height=5} @@ -415,8 +415,10 @@ model{ beta ~ normal(betamu, betasig); - y[t] ~ bernoulli_logit(alpha[1] + alpha[2]*sex[t] + - alpha[3]*bsize[t] + x[t]*beta[sharkid]); + for(t in 1:TT){ + y[t] ~ bernoulli_logit(alpha[1] + alpha[2]*sex[t] + + alpha[3]*bsize[t] + x[t]*beta[sharkid[t]]); + } } @@ -470,24 +472,23 @@ n <- 7300 D <- 5 p0 <- 2 # prior guess for the number of relevant variables tau0 <- p0/(D-p0) * 1/sqrt(n) -# regularized horseshoe prior -prior_coeff <- hs(global_scale = tau0, slab_scale = 1) - +#prior_coeff <- hs(global_scale = tau0, slab_scale = 1) logregcov.horseshoe <- stan_glm(formula = Presence~., family = binomial(link="logit"), - data = sharkfun, - prior = hs(global_scale = 0.007802743, - slab_scale = 1)) + data = sharkfun%>%dplyr::select(-Shark)%>% + mutate(BSize = Size - 220), + prior = hs(global_scale = 0.007802743, slab_scale = 1)) logregcov.defaultpriors <- stan_glm(formula = Presence~., family = binomial(link="logit"), - data = sharkfun) + data = sharkfun%>%dplyr::select(-Shark)%>% + mutate(BSize = Size - 220)) logregcov.n01 <- stan_glm(formula = Presence~., family = binomial(link="logit"), - data = sharkfun, - prior = normal(0,1)) + data = sharkfun%>%%>%dplyr::select(-Shark) + mutate(BSize = Size - 220), prior = normal(0,1)) ``` diff --git a/StanCourseVLB/stanhour3.html b/StanCourseVLB/stanhour3.html index 042bdf1..0da6f49 100644 --- a/StanCourseVLB/stanhour3.html +++ b/StanCourseVLB/stanhour3.html @@ -1,5 +1,5 @@ - + Stan @ ISEC 2020 @@ -107,9 +107,9 @@ Combinations: -( `\(\nu_1 = 1, \nu_2=1\)` ), ( `\(\nu_1=2, \nu_2=1\)` ) , ( `\(\alpha=1, \beta=2\)` ) +( `\(\nu_1 = 1, \nu_2=1\)` ), ( `\(\nu_1=2, \nu_2=1\)` ) , ( `\(\nu_1=1, \nu_2=2\)` ) -( `\(\alpha=10, \beta=1\)` ), ( `\(\alpha=1, \beta=10\)` ), ( `\(\alpha=10, \beta=10\)` ) +( `\(\nu_1=10, \nu_2=1\)` ), ( `\(\nu_1=1, \nu_2=10\)` ), ( `\(\nu_1=10, \nu_2=10\)` ) ![](stanhour3_files/figure-html/unnamed-chunk-3-1.png)<!-- --> @@ -330,7 +330,7 @@ x[t]*beta)); } else { y[t] ~ bernoulli_logit(alpha[1] + - alpha[2]*sex[t] + alpha[2]*sex[t] + alpha[3]*bsize[t] + x[t]*beta); } @@ -371,13 +371,13 @@ ```stan data{ ... - int no.sharks; + int nsharks; vector[TT] sharkid; } parameters{ ... - vector[no.sharks] beta; + vector[nsharks] beta; real betamu; real<lower=0> betasig; } @@ -402,8 +402,10 @@ beta ~ normal(betamu, betasig); - y[t] ~ bernoulli_logit(alpha[1] + alpha[2]*sex[t] + - alpha[3]*bsize[t] + x[t]*beta[sharkid]); + for(t in 1:TT){ + y[t] ~ bernoulli_logit(alpha[1] + alpha[2]*sex[t] + + alpha[3]*bsize[t] + x[t]*beta[sharkid[t]]); + } } @@ -455,28 +457,27 @@ ```r -n <- 4000 +n <- 7300 D <- 5 p0 <- 2 # prior guess for the number of relevant variables tau0 <- p0/(D-p0) * 1/sqrt(n) -# regularized horseshoe prior -prior_coeff <- hs(global_scale = tau0, slab_scale = 1) - +#prior_coeff <- hs(global_scale = tau0, slab_scale = 1) logregcov.horseshoe <- stan_glm(formula = Presence~., family = binomial(link="logit"), - data = sharkfun, - prior = hs(global_scale = 0.03049858, - slab_scale = 1)) + data = sharkfun%>%dplyr::select(-Shark)%>% + mutate(BSize = Size - 220), + prior = hs(global_scale = 0.007802743, slab_scale = 1)) logregcov.defaultpriors <- stan_glm(formula = Presence~., family = binomial(link="logit"), - data = sharkfun) + data = sharkfun%>%dplyr::select(-Shark)%>% + mutate(BSize = Size - 220)) logregcov.n01 <- stan_glm(formula = Presence~., family = binomial(link="logit"), - data = sharkfun, - prior = normal(0,1)) + data = sharkfun%>%%>%dplyr::select(-Shark) + mutate(BSize = Size - 220), prior = normal(0,1)) ``` --- @@ -602,9 +603,25 @@ } deleted = true; }); -})(); - - +// adds .remark-code-has-line-highlighted class to
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