Multi-objective optimization (MO) is part of computational intelligence research. This work explores the theoretical, as well as performance of MOs on a range of optimization issues including combinatorial, real-valued, dynamic, and noisy problems. It also features research on multi-objective optimization techniques, applications, and practices.