With the rapid development of nanoscience and nanotechnology, surface plasmon photonics using metal nanoparticles and nanostructures gain increasing interest, not only for fundamental scientific studies, but also for electronic, optical, and sensor applications. In the nanoscale, the physical and chemical properties of metallic particles, especially their optical properties, strongly depend on size and shape, as well as on surrounding media and structures. By modifying those features, one may design novel functional materials and devices. This thesis deals with the optical properties of silver and gold nanoparticles, focusing on applications and theory of surface-enhanced Raman scattering (SERS). <p />Localized surface plasmon resonances (S...