Detecting contingencies: An infomax approach

Neural Networks

Volumn 23, Issue 8-9, 2010, Pages 973-984

  Butko, Nicholas J ^a   Movellan, Javier R ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Active learning; Contingency detection; Control theory; Information maximization; Real time learning; Social robotics

Indexed keywords

ACTIVE LEARNING; CONTINGENCY DETECTION; INFORMATION MAXIMIZATION; REAL-TIME LEARNING; SOCIAL ROBOTICS;

BEHAVIORAL RESEARCH; CONTROL THEORY; OPTIMIZATION; ROBOTS; SYSTEM THEORY;

ROBOTICS;

ARTICLE; CHILD BEHAVIOR; HUMAN; LEARNING; MATHEMATICAL MODEL; PRIORITY JOURNAL; REINFORCEMENT; REWARD; SOCIAL ADAPTATION; SOCIAL EVOLUTION; SOCIAL INTERACTION;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BIOMECHANICS; CHILD DEVELOPMENT; COMPUTER SIMULATION; FEEDBACK, PSYCHOLOGICAL; HUMANS; INFANT; LEARNING; MALE; MODELS, PSYCHOLOGICAL; MODELS, STATISTICAL; REWARD; ROBOTICS; SOCIAL BEHAVIOR; SOCIAL ENVIRONMENT; STOCHASTIC PROCESSES;

EID: 77957860632     PISSN: 08936080     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neunet.2010.09.001     Document Type: Article

References (22)

1. Bertsekas D. Dynamic programming and optimal control 2007, Athena Scientific.
2. Bertsekas D., Shreve S. Stochastic optimal control 1996, Athena Scientific.
3. Bigelow A.E. Infant's sensitivity to imperfect contingency in social interaction. Early social cognition: understanding others in the first months of life 1999, 241-256. LEA, New York. P. Rochat (Ed.).
4. Bromberg-Martin E.S., Hikosaka O. Midbrain dopamine neurons signal preference for advance information about upcoming rewards. Neuron 2009, 63(1):119-126.
5. Butko, N. J., & Movellan, J. R. (2008). I-POMDP: an infomax model of eye movement. In Proceedings of the 2008 IEEE international conference on development and learning.
6. Butko, Nicholas J., & Movellan, Javier R. (2009). Optimal scanning for faster object detection. In Proc. IEEE conference on computer vision and pattern recognition.
7. Butko Nicholas J., Movellan Javier R. Infomax control of eye movements. IEEE Transactions on Autonomous Mental Development 2010, 2(2).
8. Edelman S., Vaina L.M. David Marr. International encyclopedia of the social and behavioral sciences 2001.
9. Johnson S., Slaughter V., Carey B. Whose gaze will infants follow? The elicitation of gaze-following in 12-month-olds. Developmental Science 1998, 1(2):233-238.
10. Marr David Vision 1982, Freeman, New York.
11. Montague P.R., Hyman S.E., Cohen J.D. Computational roles for dopamine in behavioural control. Nature 2004, 431(7010):760-767.
12. Movellan, J. R., & Watson, J. S. (1987). Perception of directional attention. In Infant behavior and development: abstracts of the 6th international conference on infant studies.
13. Movellan J.R., Watson J.S. The development of gaze following as a Bayesian systems identification problem. Proceedings of the international conference on development and learning 2002, IEEE.
14. Nelson J.D., Movellan J.R. Active inference in concept induction. Advances in neural information processing systems 2001, vol. 13:45-51. MIT Press, Cambridge, Massachusetts. T. Leen, T.G. Dietterich, V. Tresp (Eds.).
15. Nelson, J. D., Tenenbaum, J. B., & Movellan, J. R. (2001). Active inference in concept learning. In Proceedings of the 23rd annual conference of the cognitive science society (pp. 692-697).
16. Bahrick L.R., Watson J.S. Detection of intermodal proprioceptive-visual contingency as a potential basis of self-perception in infancy. Developmental Psychology 1985, 21:963-973.
17. Schultz W., Dayan P., Montague P.R. A neural substrate of prediction and reward. Science 1997, 275(5306):1593.
18. Sutton R.S., Barto A.G. Reinforcement learning: an introduction 1988, MIT Press, Cambridge, MA.
19. Watson J.S. Smiling, cooing and the game. Merrill-Palmer Quarterly 1972, 18:323-339.
20. Watson J.S. The perception of contingency as a determinant of social responsiveness. Origins of the infant's social responsiveness 1979, 33-64. LEA, New York. E.B. Thoman (Ed.).
21. Watson J.S. Contingency perception in early social development. Social perception in infants 1985, 157-176. Ables, New Jersey. T.M. Field, N.A. Fox (Eds.).
22. Wise R.A. Dopamine, learning and motivation. Nature Reviews Neuroscience 2004, 5(6):483-494.