I have established two main results in my dissertation. I have proved that the Julia set J(R) of a rational map R can be expressed in terms of the backward orbit of a nonexceptional point of R. This result is often used to calculate the Julia set and draw those visually fascinating pictures of the Julia sets. I have also used a suitably defined stochastic process Markov chain to reveal the chaotic nature of the Julia set.