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Forward models: Supervised learning with a distal teacher (1992)  (Make Corrections)  (116 citations)
Michael I. Jordan, David E. Rumelhart
Cognitive Science



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Abstract: Internal models of the environment have an important role to play in adaptive systems in general and are of particular importance for the supervised learning paradigm. In this paper we demonstrate that certain classical problems associated with the notion of the "teacher" in supervised learning can be solved by judicious use of learned internal models as components of the adaptive system. In particular, we show how supervised learning algorithms can be utilized in cases in which an unknown... (Update)

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BibTeX entry:   (Update)

Jordan, M. I. and Rumelhart, D. (1992). Forward models: Supervised learning with a distal teacher. Cognitice Science, 16:307--354. http://citeseer.ist.psu.edu/jordan92forward.html   More

@article{ jordanforward,
    author = "M. Jordan and D. Rumelhart",
    title = "Forward models: Supervised learning with a distal teacher",
    journal = "Cognitive Science",
    volume = 16,
    year = 1992,
    pages = "307--354",
    url = "citeseer.ist.psu.edu/jordan92forward.html" }
Citations (may not include all citations):
1491   Learning internal representations by error propagation (context) - Rumelhart, Hinton et al. - 1986  ACM
563   Learning to predict by the methods of temporal differences - Sutton - 1988  ACM   DBLP
399   Self-organized formation of topologically correct feature ma.. (context) - Kohonen - 1982  ACM
253   Beyond regression: New tools for prediction and analysis in .. (context) - Werbos - 1974
244   Theory and practice of recursive identification (context) - Ljung, Soderstrom - 1986
233   Neuronlike adaptive elements that can solve difficult learni.. (context) - Barto, Sutton et al. - 1983  ACM
222   Adaptive switching circuits (context) - Widrow, Hoff - 1960  ACM
174   Principles of neurodynamics (context) - Rosenblatt - 1962
168   Self-organization in a perceptual network (context) - Linsker - 1988  ACM   DBLP
141   Temporal credit assignment in reinforcement learning (context) - Sutton - 1984  ACM
138   Learning and relearning in Boltzmann machines (context) - Hinton, Sejnowski - 1986  ACM
135   Introduction to Robotics (context) - Craig - 1986  ACM
67   The truck backer-upper: An example of selflearning in neural.. (context) - Nguyen, Widrow - 1989
49   Calculus of variations (context) - Gelfand, Fomin - 1963
45   A hierarchical neural-network model for control and learning.. (context) - Kawato, Furukawa et al. - 1987
39   Learning-logic (context) - Parker - 1985
32   Building and understanding adaptive systems: A statistical/n.. (context) - Werbos - 1987  ACM
31   Discovering the structure of a reactive environment by explo.. (context) - Mozer, Bachrach - 1990  ACM   DBLP
29   Supervised learning and systems with excess degress of freed.. (context) - Jordan - 1988
26   Optimal control theory (context) - Kirk - 1970  ACM
22   A dual back-propagation scheme for scalar reward learning (context) - Munro - 1987
20   Using associative content-addressable memories to control ro.. (context) - Atkeson, Reinkensmeyer - 1988  ACM
20   Schemata and sequential thought processes in PDP models (context) - Rumelhart, Smolensky et al. - 1986  ACM
17   Motor learning and the degrees of freedom problem (context) - Jordan - 1990
17   Dynamic reinforcement driven error propagation networks with.. (context) - Robinson, Fallside - 1989
15   Computational schemes and neural network models for formatio.. (context) - Kawato - 1990
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