Centralized-Radio Access Network (C-RAN) offers a promising potential for efficient management of radio resources and computing resources however, it also faces several technical challenges. The focus of this dissertation is the development of novel joint mathematical frameworks and algorithms that take into account the inter-dependency of different system parameters to optimize the performance of C-RAN.