There's not a lot of theoretical background beyond the basics of pattern recognition to get started understanding this stuff. Of course, pattern recognition requires some knowledge of probability, statistics, linear algebra, and vector calculus. There are books on pattern recognition that are rather friendly towards this prerequisite knowledge, though.