Browsing School of Mechatronic Engineering (Articles) by Author "bashis8@yahoo.co.jp"
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Emergence of discrete and abstract state representation through reinforcement learning in a continuous input task
Sawatsubashi, Yoshito; Mohamad Faizal, Samsudin; Shibata, Katsunari (Springer-Verlag, 2013)"Concept" is a kind of discrete and abstract state representation, and is considered useful for efficient action planning. However, it is supposed to emerge in our brain as a parallel processing and learning system through ... -
Emergence of multi-step discrete state transition through reinforcement learning with a recurrent neural network
Mohamad Faizal, Samsudin; Sawatsubashi, Yoshito; Katsunari, Shibata (Springer-Verlag, 2012)For developing a robot that learns long and complicated action sequences in the real-world, autonomous learning of multi-step discrete state transition is significant. To realize the multi-step discrete state transition ...