Blum gives a thorough introduction to online learning algorithms. In particular, it covers learning from expert advice - which is also covered in CS 8803 "Special Topics - Statistical Techniques in Robotics" held by Byron Boots in spring 2015.
Some of Blum's courses at Carnegie Mellon University may also be of interest: Blum's courses.
What is your opinion on the summarized work? Or do you know related work that is of interest? Let me know your thoughts in the comments below or get in touch with me: