How to set a theme to whole application in code, but not in the Manifest?

I know how to set theme to whole application in manifest,but how to set theme to whole application programmatically ? I am trying this: getApplicationContext.setTheme(R.style.mytheme), but it doesn't work.

I think the getApplicationContext is the Application's Context, which can set whole application theme.