This thesis studies the distributed optimization of protocols and linear precoding in multiple-input multiple-output (MIMO) wireless networks. We consider cellular systems including millimeter wave (mmWave) systems, frequency-division duplex (FDD) systems, and wideband time-division duplex (TDD) systems. Firstly, for mmWave systems, we design an efficient beam training protocol with multiple access...