The main aim of this project is to develop a method to evaluate the motor impairments and the neurological state of patients with Parkinson’s Disease using three bio-signals: speech, handwriting and gait. This research work is suitable for the development of computer aided tools to evaluate the motor impairments of patients with different neurodegenerative disorders considering information from different bio–signals to take accurate decisions about the treatment of the patients.