Two-Stage Clustering of Human Preferences for Action Prediction in Assembly Tasks

Heramb Nemlekar,Jignesh Modi,Satyandra K. Gupta,Stefanos Nikolaidis,Heramb Nemlekar,Jignesh Modi,Satyandra K. Gupta,Stefanos Nikolaidis

To effectively assist human workers in assembly tasks a robot must proactively offer support by inferring their preferences in sequencing the task actions. Previous work has focused on learning the dominant preferences of human workers for simple tasks largely based on their intended goal. However, people may have preferences at different resolutions: they may share the same high-level preference ...