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Merge branch 'master' of github.com:cboettig/multiple_uncertainty
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cboettig committed Dec 11, 2015
2 parents dbe0a21 + ce252a2 commit 9b4212e
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Showing 5 changed files with 32 additions and 8 deletions.
18 changes: 14 additions & 4 deletions inst/notebook/robustness.Rmd
Original file line number Diff line number Diff line change
Expand Up @@ -271,7 +271,7 @@ fig3 <- function(cost, dr, noise){
measure = c(g = 0.1, m = 0.5, i = 0.1),
implement = c(g = 0.1, m = 0.1, i = 0.5)),
function(s)
multiple_uncertainty(f = logistic, x_grid = grid, sigma_g = s[["g"]], sigma_m = s[["m"]], sigma_i = s[["i"]], noise_dist = noise, profit_fn = profit),
multiple_uncertainty(f = logistic, x_grid = grid, sigma_g = s[["g"]], sigma_m = s[["m"]], sigma_i = s[["i"]], noise_dist = as.character(noise), profit_fn = profit),
mc.cores = parallel::detectCores())
df <- data.frame(y_grid = grid, small = o$small, growth = o$growth,
Expand All @@ -281,11 +281,10 @@ fig3 <- function(cost, dr, noise){
expand.grid(cost = c(0, 0.02, 0.2),
dr = c(0, 0.1),
dr = c(0, 0.01),
noise = c("uniform", "lognormal")) %>%
dplyr::group_by(cost, dr, noise) %>%
dplyr::do(fig3(.$cost, .$dr, .$noise)) -> df
```

```{r}
Expand All @@ -297,9 +296,20 @@ df %>%
xlab("Stock") +
ylab("Escapement") +
coord_cartesian(xlim = c(0, 150), ylim = c(0,100)) +
theme_bw()
theme_bw() + ggtitle("Uniform Noise")
```

```{r}
df %>%
dplyr::filter(noise == "lognormal") %>%
ggplot(aes(x = y_grid, y = value, col = scenario)) +
geom_line() +
facet_grid(cost ~ dr) +
xlab("Stock") +
ylab("Escapement") +
coord_cartesian(xlim = c(0, 150), ylim = c(0,100)) +
theme_bw() + ggtitle("Lognormal Noise")
```



Expand Down
22 changes: 18 additions & 4 deletions inst/notebook/robustness.md
Original file line number Diff line number Diff line change
Expand Up @@ -303,7 +303,7 @@ fig3 <- function(cost, dr, noise){
measure = c(g = 0.1, m = 0.5, i = 0.1),
implement = c(g = 0.1, m = 0.1, i = 0.5)),
function(s)
multiple_uncertainty(f = logistic, x_grid = grid, sigma_g = s[["g"]], sigma_m = s[["m"]], sigma_i = s[["i"]], noise_dist = noise, profit_fn = profit),
multiple_uncertainty(f = logistic, x_grid = grid, sigma_g = s[["g"]], sigma_m = s[["m"]], sigma_i = s[["i"]], noise_dist = as.character(noise), profit_fn = profit),
mc.cores = parallel::detectCores())

df <- data.frame(y_grid = grid, small = o$small, growth = o$growth,
Expand All @@ -313,7 +313,7 @@ fig3 <- function(cost, dr, noise){


expand.grid(cost = c(0, 0.02, 0.2),
dr = c(0, 0.1),
dr = c(0, 0.01),
noise = c("uniform", "lognormal")) %>%
dplyr::group_by(cost, dr, noise) %>%
dplyr::do(fig3(.$cost, .$dr, .$noise)) -> df
Expand All @@ -328,11 +328,25 @@ df %>%
xlab("Stock") +
ylab("Escapement") +
coord_cartesian(xlim = c(0, 150), ylim = c(0,100)) +
theme_bw()
theme_bw() + ggtitle("Uniform Noise")
```

![](robustness_files/figure-markdown_github/unnamed-chunk-18-1.png)

``` r
df %>%
dplyr::filter(noise == "lognormal") %>%
ggplot(aes(x = y_grid, y = value, col = scenario)) +
geom_line() +
facet_grid(cost ~ dr) +
xlab("Stock") +
ylab("Escapement") +
coord_cartesian(xlim = c(0, 150), ylim = c(0,100)) +
theme_bw() + ggtitle("Lognormal Noise")
```

![](robustness_files/figure-markdown_github/unnamed-chunk-19-1.png)

Varying the assumption on inverse probability calculation (uniform noise only)
------------------------------------------------------------------------------

Expand Down Expand Up @@ -367,6 +381,6 @@ ggplot(df, aes(x = x, y = f, color = model)) +
facet_grid(model ~ r)
```

![](robustness_files/figure-markdown_github/unnamed-chunk-20-1.png)
![](robustness_files/figure-markdown_github/unnamed-chunk-21-1.png)

Recall or observe that the parameter `r` does not change the carrying capacity of the Logistic, Ricker or Allen models, but does for the Beverton-Holt and Gompertz model. This makes it difficult to directly consider how
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