Setting method as default method in geom_smooth gi

问题:

I'm plotting some data and have the following code:

ggplot(aes(x = x, y = y), data = data) + 
  geom_point(alpha = 1/15, color = 'blue')+
  scale_y_continuous('y')+
  scale_x_continuous('x')+
  geom_smooth(stat = 'smooth', color = 'Red')

The graph looks like this:

But if I specify 'gam' in the the geom_smooth function, like:

geom_smooth(stat = 'smooth', color = 'Red', method = 'gam')

I get a different result:

Why is this happening?

回答1:

In the Documentation, you can see that:

smoothing method (function) to use, eg. "lm", "glm", "gam", "loess", "rlm".

For method = "auto" the smoothing method is chosen based on the size of the largest group (across all panels). loess is used for less than 1,000 observations; otherwise gam is used with formula = y ~ s(x, bs = "cs"). Somewhat anecdotally, loess gives a better appearance, but is O(n^2) in memory, so does not work for larger datasets.

Note that when method 'auto' uses gam, it also changes the formula. The default formula is

formula = y ~ x

So in the first scenario, it uses method gam, with the modified function function y ~ s(x, bs = "cs"). The second time, you only specify that method 'gam' should be used, but you don't overwrite the formula, so y ~x is still used. You could do this:

geom_smooth(stat = 'smooth', color = 'Red', method = 'gam', formula = y ~ s(x, bs = "cs"))

To get the same result. Hope this helps!