Purposive learning: Robot reasoning about the meanings of human activities

G Cheng, K Ramirez-Amaro, M Beetz, Y Kuniyoshi - Science Robotics, 2019 - science.org
… Purely autonomous learning does not make sense without serving a final purpose;
learning from humans is a powerful means to ensure a human-centric outcome. Early …

Designing a socially assistive robot for education through a participatory design approach: Pivotal principles for the developers

D Pnevmatikos, P Christodoulou… - … Journal of Social Robotics, 2022 - Springer
Purposive sampling strategy, one of the non-probability … to the robot’s mechanism to detect
the human action, interpret … Thus, we decided to define firstly the roles the stakeholders wish …

Knowledge elicitation as abstraction of purposive behaviour

A Axelsson - 2019 - diva-portal.org
… can be inspired by observing other individuals' purposive (ie, … understanding through reasoning
about the learning process. … This method is a means to envision work strategies by using …

Augmented human and human-machine co-evolution: Efficiency and ethics

A Dengel, L Devillers, LM Schaal - … on Artificial Intelligence for humanity, 2021 - Springer
… of them is Purposive Learning. This method, … , reasoning about the meanings of observed
human activities, is a powerful way for robots to learn from humans, and learning from humans

The robot as scientist: Using mental simulation to test causal hypotheses extracted from human activities in virtual reality

C Uhde, N Berberich… - … on Intelligent Robots …, 2020 - ieeexplore.ieee.org
… This is based on the approach of purposive learning for robots as discussed in [2]. … , “Purposive
learning: Robot reasoning about the meanings of human activities,” Science Robotics, vol…

A survey on semantic-based methods for the understanding of human movements

K Ramirez-Amaro, Y Yang, G Cheng - Robotics and Autonomous Systems, 2019 - Elsevier
… The correct interpretation of human activities is performed in … demonstrated movements and
represents robot-agnostic knowledge, … allows the reasoning system to learn new activities on …

Learning Causal Relationships of Object Properties and Affordances Through Human Demonstrations and Self-Supervised Intervention for Purposeful Action in …

C Uhde, N Berberich, H Ma… - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
… Our results show that extending learning from human demonstrations by causal learning
Purposive learning: Robot reasoning about the meanings of human activities,” Science Robotics

A semantic-based method for teaching industrial robots new tasks

K Ramirez-Amaro, E Dean-Leon, F Bergner… - KI-Künstliche …, 2019 - Springer
… on semantic reasoning to intuitive program new tasks to robots [… on-line segment and recognize
human activities. Therefore, this … the meaning of the demonstrated activities by means of …

Semantic grasping via a knowledge graph of robotic manipulation: A graph representation learning approach

JH Kwak, J Lee, JJ Whang, S Jo - IEEE Robotics and …, 2022 - ieeexplore.ieee.org
… in purposive learning [17], eg, inferring human activities from … We define ten different entity
types, ten different relations, … to other robotics applications requiring automated reasoning

[引用][C] Purposive learning: robot reasoning about the meanings of human activities. Sci Robot 4 (26)

G Cheng, K Ramirez-Amaro, M Beetz, Y Kuniyoshi - 2019