I don't know Dynamics Optimization but Stochastic processes is very popular in many fields. It has a bunch of applications in other subjects, e.g., economics, biology, psychology, or even in stock market.
To learn this subject you must have a solid background in Measure Theory and Probability Theory. A special stochastic process such as Markov chain need a lot more background from linear algebra too.