Articles listed below focus on analysis and applications of neural network systems originally developed by CELEST faculty, including ART, ARTMAP, and BCS/FCS.
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Topics:
Biological Vision,
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| Author(s) |
Grossberg, S. |
Seitz, A. |
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| Abstract |
How is development of cortical maps in V1 coordinated across cortical layers to form cortical columns? Previous neural models propose how maps of orientation (OR), ocular dominance (OD), and related properties develop in V1. ... |
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Topics:
Machine Learning,
Applications:
Information Fusion,
Models:
ARTMAP,
Modified ART, |
| Author(s) |
Carpenter, G.A. |
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| Abstract |
Adaptive Resonance Theory (ART) neural networks model real-time prediction, search, learning, and recognition. ART networks function both as models of human cognitive information processing [1,2,3] and as neural systems for ... |
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Topics:
Machine Learning,
Models:
Fuzzy ARTMAP,
Modified ART, |
| Author(s) |
Carpenter, G.A. |
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| Abstract |
The default ARTMAP algorithm and its parameter values specified here define a ready-to-use general-purpose neural network system for supervised learning and ... |
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Topics:
Speech and Hearing,
Models:
ART 1,
ART 2 / Fuzzy ART, |
| Author(s) |
Grossberg, S. |
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| Abstract |
What is the neural representation of a speech code as it evolves in time? How do listeners integrate temporally distributed phonemic information across hundreds of milliseconds, even backwards in time, into coherent ... |
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Topics:
Biological Learning,
Biological Vision,
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| Author(s) |
Grossberg, S. |
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| Abstract |
A key goal of behavioral and cognitive neuroscience is to link brain mechanisms to behavioral functions. The present article describes recent progress towards explaining how the visual cortex sees. Visual cortex, like many ... |
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Topics:
Biological Learning,
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| Author(s) |
Grossberg, S. |
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| Abstract |
This article introduces neural models as a link between neuroscience discoveries of brain mechanisms controlling behavior and psychiatric imbalances leading to behavioral ... |
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Topics:
Biological Learning,
Models:
Modified ART, |
| Author(s) |
Grossberg, S. |
Raizada, R. |
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| Abstract |
One of the most exciting and open research frontiers in neuroscience is that of seeking to understand the functional roles of the layers of cerebral cortex. New experimental techniques for probing the laminar circuitry of ... |
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Topics:
Biological Learning,
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| Author(s) |
Grossberg, S. |
Repin, D. |
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| Abstract |
Both animals and humans represent and compare numerical quantities, but only humans have evolved multi-digit place-value number systems. This article develops a Spatial Number Network, or SpaN, model to explain how these ... |
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Topics:
Image Analysis,
Applications:
Remote Sensing,
Models:
ARTMAP, |
| Author(s) |
Carpenter, G.A. |
Gopal, S. |
Shock, B.M. |
Woodcock, C.E. |
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| Abstract |
Detecting and monitoring changes in conditions at the Earth?s surface are essential for understanding human impact on the environment and for assessing the sustainability of development. In the next decade, NASA will gather ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Information Fusion,
Models:
ARTMAP, |
| Author(s) |
Carpenter, G.A. |
Parsons, O. |
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| Abstract |
The Sensor Exploitation Group of MIT Lincoln Laboratory incorporated an early version of the ARTMAP neural network as the recognition engine of a hierarchical system for fusion and data mining of registered geospatial ... |
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