[Truncated abstract] This work was concerned with investigations into the synthesis of Ce(OH)4, Sm(OH)3 and hydrated Ce-Sm mixed oxide nanoparticles with anisotropic morphologies via a chemical precipitation technique. The effect of various experimental parameters including temperature, aging time, ionic environment and thermal treatment on the morphology, structure of nanoparticles as well as elemental homogeneity of the mixed oxide nanoparticles was emphasised. It was shown that different experimental conditions resulted in different particle morphologies. This suggested that by tuning experimental parameters an ultimate goal of nanotechnology, the formation of nanoparticles with desired morphologies and sizes, may be achieved. It was found that by modifying experimental parameters it was possible to influence the development of various morphological and structural characteristics of Ce(OH)4 nanoparticles. The resulting morphologies were fibrous needle-like, rod-like and nanowire particles of various sizes. Characterisation of the nanoparticles was conducted through analysis by X-ray diffraction, surface area analysis and transmission electron microscopy techniques. Investigations into the structure of the hydrated CeO2 nanoparticles were undertaken since it is considered to be a key to the relevant properties of the material. The structure was found to exhibit multiple twinning phenomenon with 5-fold symmetry, with a consequence that atomic planes formed the particle surface. However, upon thermal treatment of needle-like particles, structural transformation was observed that possibly led to the development of more reactive and particle circumferential facets. A structural model and formation mechanism of such structures was proposed. ... A preliminary study into suitability of particle anisotropic morphology for compaction and densification processes was undertaken. Investigations into the sintering behaviour of the particles with anisotropic morphology were conducted on ceria nanoneedles. It was found that these particles displayed favourable sintering characteristics. The final densities of the hydrated ceria needle-like particle samples were achieved as high as 94.1% of the theoretical density after sintering at 1100°C for 5 hours.