His PhD (from Sheffield University, Uk) study was concerned with statistical modelling for machine vision signals, specifically language descriptions of video steams. He has been studying on spoken language processing using statistical approaches with applications such as information extraction from speech and speech summarisation. His recent work is concerned with multimedia, incorporating text, audio and visual processing into one frame work.