Recently, I found that without mathematics knowledge, it's impossible to create any good ideas in computer vision and multimedia processing. Whatever it is late or not, I decide to equip myself with those useful mathematics stuff step by step.

There are many branches within mathematics. I decide to focus on statstics (random process) and linear algebra as well as their combination (statictical analysis of matrix). I guess these two areas are very useful to design good algorithms to solve vision problem.

Some useful reference I will start
M.I.T Opencourse Website (related courses) http://ocw.mit.edu
Linear Algebra Journals:
Linear Algebra & Statistics books