This book will provide a snapshot and a résumé of the current state-of-the-art of the ongoing research avenues concerning the perception-reason-action cycle. The central aims of the volume are to provide an informational resource and a methodology for anyone interested in constructing and developing models, algorithms and systems of autonomous machines empowered with cognitive capabilities.