Posture as a Predictor of Learner’s Affective Engagement
نویسندگان
چکیده
This research demonstrates the utility of automatically monitoring a student’s posture to track the affective states of boredom (low engagement) and flow (high engagement), which have been shown to influence learning. After a tutoring session with AutoTutor, the affective states of the student were rated by the learner, a peer, and two trained judges. Our results indicated that the affective state of flow was manifested through heightened pressure exerted on the seat of a pressure sensitive chair. Boredom, in turn, was associated with an increase in the pressure exerted on the back coupled with a rapid change in pressure on the seat, perhaps indicative of a state of restlessness. We also investigated the diagnosticity of each of the posture features and the reliability of a computer automatically discriminating episodes of boredom versus flow, which is a major discrimination in any affect-sensitive tutoring system.
منابع مشابه
Mind and Body: Dialogue and Posture for Affect Detection in Learning Environments
We investigated the potential of automatic detection of a learner’s affective states from posture patterns and dialogue features obtained from an interaction with AutoTutor, an intelligent tutoring system with conversational dialogue. Training and validation data were collected from the sensors in a learning session with AutoTutor, after which the affective states of the learner were rated by t...
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