Multi-Task Hierarchical Imitation Learning for Home Automation

作者: Roy Fox , Ron Berenstein , Ion Stoica , Ken Goldberg

DOI: 10.1109/COASE.2019.8843293

关键词: Home automationComputer scienceRobotCloud computingSet (psychology)Human–computer interactionTask (project management)ServerTable (database)Task analysis

摘要: Control policies for home automation robots can be learned from human demonstrations, and hierarchical control has the potential to reduce the required number of demonstrations …

参考文章(50)
J. Andrew Bagnell, Stéphane Ross, Reinforcement and Imitation Learning via Interactive No-Regret Learning arXiv: Learning. ,(2014)
Alessandro Lazaric, Transfer in Reinforcement Learning: a Framework and a Survey Reinforcement Learning. ,vol. 12, pp. 143- 173 ,(2012) , 10.1007/978-3-642-27645-3_5
Christos Dimitrakakis, Constantin A. Rothkopf, Bayesian multitask inverse reinforcement learning european workshop on reinforcement learning. pp. 273- 284 ,(2011) , 10.1007/978-3-642-29946-9_27
Andrew G. Barto, Sridhar Mahadevan, Recent Advances in Hierarchical Reinforcement Learning Discrete Event Dynamic Systems. ,vol. 13, pp. 41- 77 ,(2003) , 10.1023/A:1022140919877
H. H. Bui, S. Venkatesh, G. West, Policy recognition in the abstract hidden Markov model Journal of Artificial Intelligence Research. ,vol. 17, pp. 451- 499 ,(2002) , 10.1613/JAIR.839
George Konidaris, Scott Kuindersma, Roderic Grupen, Andrew Barto, Robot learning from demonstration by constructing skill trees The International Journal of Robotics Research. ,vol. 31, pp. 360- 375 ,(2012) , 10.1177/0278364911428653
Brenna D. Argall, Sonia Chernova, Manuela Veloso, Brett Browning, A survey of robot learning from demonstration Robotics and Autonomous Systems. ,vol. 57, pp. 469- 483 ,(2009) , 10.1016/J.ROBOT.2008.10.024
Abram L. Friesen, Rajesh P. N. Rao, Imitation learning with hierarchical actions international conference on development and learning. pp. 263- 268 ,(2010) , 10.1109/DEVLRN.2010.5578832
Scott Niekum, Sarah Osentoski, George Konidaris, Andrew G. Barto, Learning and generalization of complex tasks from unstructured demonstrations intelligent robots and systems. pp. 5239- 5246 ,(2012) , 10.1109/IROS.2012.6386006
Ben Kehoe, Sachin Patil, Pieter Abbeel, Ken Goldberg, A Survey of Research on Cloud Robotics and Automation IEEE Transactions on Automation Science and Engineering. ,vol. 12, pp. 398- 409 ,(2015) , 10.1109/TASE.2014.2376492