In this presentation, Jaroslav Bachorik of Oracle discusses the different types of java profilers (sampling and instrumenting) and common problems with them.
https://vimeo.com/146371620
Video producer: http://geecon.org/
Slides and code: https://github.com/jbachorik/geecon2015