This paper presents an example of how Machine Learning tools can effectively contribute to Guided Discovery Tutoring Environments. MEMOCAR is that kind of environment, developed to evaluate the validity of a cognitive hypothesis concerning the teaching of Chinese characters to non native speakers. This hypothesis states that an early familiarization with Chinese character features is a pre-requ...