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Abstract: An effective functional architecture facilitates interactions among subsystems that are often used together. Computer simulations showed that differences in receptive field sizes can promote such organization. When input was filtered through relatively small nonoverlapping receptive fields, artificial neural networks learned to categorize shapes relatively quickly; in contrast, when input was filtered through relatively large overlapping receptive fields, networks learned to encode specific... (Update)
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...cup, and can images Jacobs (1997) argues, they have also been very useful tools for exploring hypotheses about brain function. Jacobs and Kosslyn (1994), for instance, showed that if one expert in a two expert network was endowed with large receptive fields and the other was...
...that reflect this division. Cohen, Romero, Farah and Servan Schreiber [2] have modelled opponent attentional processors. Jacobs and Kosslyn [3] have explored categorical and coordinate processing of spatial input. Reggia, Goodall and Shkuro [4] have studied lateralisation in...
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4: Adaptive Mixtures of Local Experts (context) - Jacobs, Jordan et al. - 1991
3: Cambridge, MA: Bradford Books. The MIT Press. Fodor, J. A. (1983) The Modularity of Mind. Cambridge, MA: MIT Press.
3: Neural networks (context) - Haykin - 1994
BibTeX entry: (Update)
Jacobs, R.A., & Kosslyn, S.M. (1994). Encoding shape and spatial relations: The role of receptive field size in coordinating complementary representations. Cognitive Science, 18(3), 361--386. http://citeseer.ist.psu.edu/jacobs94encoding.html More
@article{ jacobs94encoding,
author = "Robert A. Jacobs and Stephen M. Kosslyn",
title = "Encoding Shape and Spatial Relations: The Role of Receptive Field Size in Coordinating Complementary Representations",
journal = "Cognitive Science",
volume = "18",
number = "3",
pages = "361-386",
year = "1994",
url = "citeseer.ist.psu.edu/jacobs94encoding.html" }
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413 Adaptive mixtures of local experts (context) - Jacobs, Jordan et al. - 1991
242 Vision: A computational investigation into the human represe.. (context) - Marr - 1982
240 Advances in Neural Information Processing Systems (context) - Lippmann, Moody et al. - 1986
227 Recognition-by-components: A theory of human image understan.. (context) - Biederman - 1987
205 Mixture Models: Inference and Applications to Clustering (context) - McLachlan, Basford - 1988
91 Distributed representations (context) - Hinton, McClelland et al. - 1986
49 Maximum likelihood competitive learning (context) - Nowlan - 1990
46 Hierarchies of adaptive experts (context) - Jordan, Jacobs - 1992
45 Advances in Neural Information Processing Systems (context) - Lippmann, Moody et al. - 1991
27 Cortical connections and parallel processing: Structure and .. (context) - Ballard - 1986
24 A competitive modular connectionist architecture (context) - Jacobs, Jordan - 1991
19 Evaluation of adaptive mixtures of competing experts (context) - Nowlan, Hinton - 1991
16 Neural mechanisms of visual processing in monkeys (context) - Desimone, Ungerleider - 1989
10 Serial order: A parallel (context) - Jordan - 1986
9 Parallel Distributed Processing: Explorations in the Microst.. (context) - Rumelhart, McClelland - 1990
6 Shape representation in parallel systems (context) - Hinton - 1981
4 Language acquisition following hemidecortication: Linguistic.. (context) - Dennis, Whitaker - 1976
3 Pattern Classification and Scene Analysis (context) - Goodglass, Damasio et al. - 1973
3 NJ: Prentice-Hall (context) - Brain, Ballard et al. - 1982
3 Comprehension of syntax in infantile hemiplegics after cereb.. (context) - Dennis, Kohn - 1975
2 Form-specific visual priming in the right cerebral hemispher.. (context) - Marsolek, Kosslyn et al. - 1992
2 Neuropsychological contributions to theories of part/whole o.. (context) - Robertson, Lamb - 1991
1 Hemispheric differences in global versus local processing of.. (context) - Van Kleeck - 1989
1 Hemispheric asymmetry in the processing of absolute versus r.. (context) - Christman, Kitterle et al. - 1991
1 Visual field effects in the discrimination of sine-wave grat.. (context) - Kitterle, Selig - 1991
1 Probabilistic interpretation of feedforward classification n.. (context) - Review, Bridle - 1989
1 Categorical versus coordinate spatial representations: Compu.. (context) - Psychophysics, Kosslyn et al. - 1992
1 Shape representation in the cerebral hemispheres (context) - Marsolek - 1992
1 Wet mind: The new cognitive neuroscience (context) - Experimental, Human et al. - 1992
1 Normal global-local analysis in patients with dorsolateral f.. (context) - Robertson, Lamb et al. - 1991
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Documents on the same site (http://bcs.rochester.edu/bcs/people/faculty/robbie/robbie.html):
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