Richard S. Sutton

University of Alberta, AT&T (United States)

Papers

29

Total Citations

1,731

H-Index

18

About

No biography available yet.

Research Focus

Computer science29 · 1,731 citations
Artificial intelligence28 · 1,721 citations
Machine learning21 · 1,490 citations
Reinforcement learning19 · 1,489 citations
Robot15 · 1,167 citations
Function (biology)7 · 731 citations
Engineering12 · 692 citations
Temporal difference learning5 · 631 citations
Action (physics)4 · 545 citations
Robotics4 · 519 citations
Mathematics11 · 499 citations
Task (project management)8 · 479 citations

Key Achievements

18
H-Index
29
Papers
1,731
Total Citations
60
Avg Citations/Paper
🏆 Most Cited Paper
Horde: a scalable real-time architecture for learning knowledge from unsupervised sensorimotor interaction
305 citations · 2011
📈 Most Prolific Year: 2012 (7 Papers)
🤝 Key Collaborators: 34
🏛 Institutions: University of Alberta, AT&T (United States)

Top Papers

  1. 1
    Horde: a scalable real-time architecture for learning knowledge from unsupervised sensorimotor interaction
    305 citations · 2011
  2. 2
    Temporal abstraction in reinforcement learning
    247 citations · 2000
  3. 3
    Model-Free reinforcement learning with continuous action in practice
    234 citations · 2012
  4. 4
    Online human training of a myoelectric prosthesis controller via actor-critic reinforcement learning
    158 citations · 2011
  5. 5
    Training and tracking in robotics
    116 citations · 1985
  6. 6
    Multi-timescale nexting in a reinforcement learning robot
    68 citations · 2014
  7. 7
    Roles of Macro-actions in Accelerating Reinforcement Learning TITLE2:
    67 citations · 1998
  8. 8
    Adaptive artificial limbs: a real-time approach to prediction and anticipation
    64 citations · 2013
  9. 9
    Application of real-time machine learning to myoelectric prosthesis control
    62 citations · 2015
  10. 10
    Dynamic switching and real-time machine learning for improved human control of assistive biomedical robots
    55 citations · 2012

Key Collaborators

PMPatrick M. Pilarski14 shared papersTDThomas Degris6 shared papersJMJoseph Modayil6 shared papersMRMichael R. Dawson5 shared papersAWAdam White4 shared papersDPDoina Precup3 shared papersJBJaden B. Travnik3 shared papersAKAlexandra Kearney3 shared papersJPJason P. Carey3 shared papersJSJacqueline S. Hebert2 shared papersKMK. Ming Chan2 shared papersAMAmy McGovern2 shared papersVVVivek Veeriah2 shared papersPJPaul J. Werbos2 shared papersALAnn L. Edwards2 shared papersPSPeter Stone2 shared papersWTWallace T. Miller2 shared papersAWAdam White2 shared papersCSCraig Sherstan1 shared papersAGAndrew G. Barto1 shared papers
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