MDPs with Unawareness in Robotics

@inproceedings{Rong2016MDPsWU,
  title={MDPs with Unawareness in Robotics},
  author={Nan Rong and Joseph Y. Halpern and Ashutosh Saxena},
  booktitle={UAI},
  year={2016}
}
We formalize decision-making problems in robotics and automated control using continuous MDPs and actio ns that take place over continuous time intervals. We then approximate the continuous MDP us ing finer and finer discretizations. Doing this results in a family of sys tems, each of which has an extremely large action space, although only a few actions are “interesting”. We can view the decision maker as being unaware of which actions are “interesting”. We an model this using MDPUs, MDPs with… CONTINUE READING

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