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References » Articles

Articles listed below focus on analysis and applications of neural network systems originally developed by CELEST faculty, including ART, ARTMAP, and BCS. Publication downloads are in available in PDF. Click here to submit an article.

CONFIGR: A vision-based model for long-range figure completion (2007) Submitted: 04/14/2008
Categories:Machine Vision
Authors:Carpenter G.A., Gaddam, C.S., Mingolla, E.
Description:CONFIGR (CONtour FIgure and GRound) is a model that performs long-range contour completion on large-scale images. CONFIGR accomplishes this through a mechanism that fills-in both figure and ground via complementary process.
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Default ARTMAP 2 (2007) Submitted: 04/23/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Amis, G.P., Carpenter G.A.
Description:The default ARTMAP 2 algorithm increases classification accuracy without significantly decreasing code compression by introducing a distributed next-input test during training.
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Texture segregation by visual cortex: Perceptual grouping, attention, and learning (2007) Submitted: 04/22/2008
Categories:Adaptive Resonance Theory
Authors:Bhatt, R., Carpenter G.A., Grossberg, S.
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Self-organizing hierarchical knowledge discovery by an ARTMAP information fusion system (2005) Submitted: 05/05/2008
Authors:Carpenter G.A., Martens, S.
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How the Brain Sees: Fundamentals and Recent Progress in Modeling Vision (2005) Submitted: 04/23/2008
Authors:Grossberg, S., Mingolla, E.
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Brain categorization: learning, attention, and consciousness (2005) Submitted: 04/22/2008
Authors:Carpenter G.A., Ersoy, B., Grossberg, S.
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DISCOV: A Neural Model of Colour Vision, with Applications to Image Processing and Classification (2005) Submitted: 04/23/2008
Authors:Carpenter G.A., Chelian, S.F.
Description:A DISCOV (DImensionless Shunting COlour Vision) is introduced. DISCOV models a cascade of primate colour vision cells: retinal ganglion, thalamic single opponent, and two classes of cortical double opponents.
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Self-Organizing information fusion and hierarchical knowledge discovery: a new framework using ARTMAP neural networks. (2005) Submitted: 04/23/2008
Categories:Adaptive Resonance Theory
Authors:Carpenter G.A., Martens, S., Ogas, O. J.
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CEDI: A neural model of colour vision, with applications to image processing and classification (2005) Submitted: 04/23/2008
Authors:Carpenter G.A., Chelian, S.F.
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PointMap: A real-time memory-based learning system with on-line and post-training pruning. (2004) Submitted: 04/23/2008
Authors:Carpenter G.A., Kopco, N.
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Predicting the exchange traded fund DIA with a combination (2004) Submitted: 04/08/2008
Categories:Machine Learning, Financial Time Series Predictions, Genetic Algorithms
Authors:Bhatt, R., Hinds, O., Shiffer, M., Versace, M.
Description:A mixture of experts is used to boos the performance of a neural network for predicting the daily return of the traded fund DIA.
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Biologically Inspired Approaches to Automated Feature Extraction and Target Recognition. (2004) Submitted: 04/23/2008
Authors:Carpenter G.A., Martens, S., Mingolla, E., Ogas, O. J., Sai, C.
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A laminar cortical model for 3D perception of slanted and curved surfaces and of 2D images (2004) Submitted: 04/23/2008
Authors:Grossberg, S., Swaminathan, G.
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How does the cerebral cortex work? (2003) Submitted: 04/23/2008
Authors:Grossberg, S.
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From normal brain and behavior to schizophrenia. (2003) Submitted: 04/23/2008
Authors:Grossberg, S.
Description:This article introduces neural models as a link between neuroscience discoveries of brain mechanisms controlling behavior and psychiatric imbalances leading to behavioral abnormalities.
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A neural model of how the brain represents and compares multi-digit numbers. (2003) Submitted: 04/23/2008
Authors:Grossberg, S., Repin, D.
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Adaptive Resonance Theory. (2003) Submitted: 04/23/2008
Authors:Carpenter G.A., Grossberg, S.
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ARTMAP neural networks for information fusion and data mining: Map production and target recognition methodologies. (2003) Submitted: 05/09/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Parsons, O.
Description:ARTMAP neural networks for information fusion and data mining: Map production and target recognition methodologies.
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Resonant neural dynamics of speech perception. (2003) Submitted: 04/23/2008
Authors:Grossberg, S.
Description:This article describes an emerging neural model that suggests interpretations of how listeners integrate temporally distributed phonemic information across hundreds of milliseconds into a coherent representations of syllables and words.
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A neural network method for land use change classification, with application to the Nile River delta. (2003) Submitted: 04/25/2008
Categories:Machine Learning, Land Use Change, Adaptive Resonance Theory
Authors:Carpenter G.A., Gopal, S., Shock, B.M., Woodcock, C.E.
Description:A neural network method for land use change classification, with application to the Nile River delta.
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Towards a theory of the laminar architecture of cerebral cortex. (2003) Submitted: 04/23/2008
Authors:Grossberg, S., Raizada, R.
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Default ARTMAP (2003) Submitted: 04/14/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.
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Information fusion for image analysis: Geospatial foundations for higher-level fusion. (2002) Submitted: 04/23/2008
Authors:Bomberger, N.A., Carpenter G.A., Fay, D.A., Ivey, R.T., McKenna, T.S., Rhodes, B.J., Waxman, A.M.
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Redistribution of synaptic efficacy supports stable pattern learning in neural networks. (2002) Submitted: 04/23/2008
Authors:Carpenter G.A., Milenova, B.
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ARTMAP neural network classification of land use change. (2001) Submitted: 04/23/2008
Authors:Carpenter G.A., Gopal, S., Shock, B.M., Woodcock, C.E.
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S-TREE: Self-organizing trees for data clustering and online vector quantization. (2001) Submitted: 04/23/2008
Authors:Campos, M.M., Carpenter G.A.
Description:The article which introduced self-organizing trees.
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Neural-network models of learning and memory: leading questions and an emerging framework. (2001) Submitted: 04/23/2008
Authors:Carpenter G.A.
Description:This article considers key questions about how a physical system might simultaneously support one-trial learning and lifetime memories, then formulates a neural network framework to test and explore possible solutions to this and related problems.

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A neural model of how horizontal and interlaminar connections of visual cortex develop into adult circuits that carry out perceptual groupings and learning. (2001) Submitted: 04/23/2008
Authors:Grossberg, S., Williamson, J.R.
Description:A computational article about the Boundary Contour System.
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Classification of Incomplete Data Using the Fuzzy ARTMAP Neural Network. (2000) Submitted: 04/08/2008
Authors:Granger, E, Grossberg, S., Lavoie, P., Rubin, M.A.
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A neural model of corticocerebellar interactions during attentive imitation and predictive learning of sequential handwriting movements. (2000) Submitted: 04/23/2008
Authors:Grossberg, S., Paine, R.W.
Description:This article describes models of interactions among cortical and cerebellar Purkinje cells that allow for learning of the handwriting motor skills.
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Neural dynamics of 3-D surface perception: Figure-ground separation and lightness perception. (2000) Submitted: 04/23/2008
Authors:Grossberg, S., Kelly, F.J.
Description:A computational article about the Boundary Contour System.
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Linking mind to brain: The mathematics of biological intelligence. (2000) Submitted: 04/23/2008
Authors:Grossberg, S.
Description:This article provides a review of ART model, its background and mathematical underpinnings. Neural circuits responsible for implementation of ART basics such as attentive priming are described.
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Visual cortical mechanisms of perceptual grouping: Interacting layers, networks, columns, and maps. (2000) Submitted: 04/23/2008
Authors:Grossberg, S., Mingolla, E., Ross, W.D.
Description:An advanced article about the Boundary Contour System.
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ART neural networks for medical data analysis and fast distributed learning. (2000) Submitted: 04/23/2008
Authors:Carpenter G.A., Milenova, B.
Description:New frontier for ART: medical technologies and new diagnosis methods.
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Adaptive resonance: an emerging neural theory of cognition (2000) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.
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ART neural networks: Distributed coding and ARTMAP applications. (2000) Submitted: 04/23/2008
Authors:Carpenter G.A.
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Combining distributed and localist computations in real-time neural networks. (2000) Submitted: 04/23/2008
Authors:Carpenter G.A.
Description:A commentary on "Connectionist modelling in psychology: A localist manifesto," by Mike Page.
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Building adaptive basis functions with a continuous self-organizing map (2000) Submitted: 04/28/2008
Categories:SOM
Authors:Campos, M.M., Carpenter G.A.
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Contrast-sensitive perceptual grouping and object-based attention in the laminar circuits of primary visual cortex. (2000) Submitted: 04/23/2008
Authors:Grossberg, S., Raizada, R.
Description:A computational Boundary Contour System article discussing new theories on V1 and V2 functionality providing feedforward, horizontal, and feedback interactions.
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How does the cerebral cortex work? Learning, attention and grouping by the laminar circuits of visual cortex. (1999) Submitted: 04/23/2008
Authors:Grossberg, S.
Description:Conceputally important Boundary Contour System article.
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A Neural Network Method for Mixture Estimation for Vegetation Mapping. (1999) Submitted: 04/23/2008
Authors:Carpenter G.A., Gopal, S., Macomber, S., Martens, S., Woodcock, C.E.
Description:This article examines various algorithms that use data from the Landsat Thematic Mapper™ satellite to estimate mixtures of vegetation types within forest stands. Included in the study are maximum likelihood classification and linear mixture models as well as a new methodology based on the ARTMAP neural network.
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ART neural networks for remote sensing image analysis (1999) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Gjaja, N.M., Gopal, S., Woodcock, C.E.
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Distributed ARTMAP (1999) Submitted: 04/22/2008
Authors:Carpenter G.A., Milenova, B.
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A Neural Network Structure for Detecting Straight Line Segments (1999) Submitted: 04/30/2008
Categories:Image Processing, Tech Transfer
Authors:Murshed, N.
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A neural network method for efficient vegetation mapping. (1999) Submitted: 04/23/2008
Authors:Carpenter G.A., Franklin, J., Gopal, S., Macomber, S., Martens, S., Woodcock, C.E.
Description:This article describes the application of a neural network method designed to improve the efficiency of map production from remote sensing data. Specifically, the ARTMAP neural network produces vegetation maps of the Sierra National Forest, in Northern California, using Landsat Thematic Mapper (TM) data.
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Recognition of Printed Arabic Words with the Fuzzy ARTMAP Neural Network (1999) Submitted: 04/30/2008
Categories:Image Processing, Tech Transfer, Adaptive Resonance Theory
Authors:Amin, A., Murshed, N.
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A Fuzzy ARTMAP Module for Graphics Symbol Recognition (1998) Submitted: 04/30/2008
Authors:Bortolozzi, F., Murshed, N.
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Distributed ARTMAP: a neural network for fast distributed supervised learning (1998) Submitted: 04/14/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Milenova, B., Noeske, B.
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Mobile robot sensor fusion with fuzzy ARTMAP (1998) Submitted: 04/22/2008
Categories:Robotics, Control, Adaptive Resonance Theory
Authors:Carpenter G.A., Gaudiano, P., Martens, S.
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Building adaptive basis functions with a continuous SOM (1998) Submitted: 04/14/2008
Categories:Machine Learning, Tech Transfer, SOM
Authors:Campos, M.M., Carpenter G.A.
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Birth of a learning law. (1998) Submitted: 04/23/2008
Authors:Grossberg, S.
Description:This article reviews the conceptual foundations on which the basic neural networks equations are based, concentrating on a learning law for an adaptive weight or long-term memory trace, and introducing several implications of these hypotheses that have still not been fully exploited.
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Neural sensor fusion for spatial visualization on a mobile robot (1998) Submitted: 04/22/2008
Authors:Carpenter G.A., Gaudiano, P., Martens, S.
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ARTMAP-IC and medical diagnosis: Instance counting and inconsistent cases. (1998) Submitted: 04/23/2008
Categories:Machine Learning, Chemical Analysis, Adaptive Resonance Theory
Authors:Carpenter G.A., Markuzon, N.
Description:ARTMAP-IC and medical diagnosis: Instance counting and inconsistent cases.
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Detection of Carcinoma with the Fuzzy ARTMAP NN (1998) Submitted: 05/05/2008
Categories:Machine Learning, Medical, Adaptive Resonance Theory
Authors:Aires, R., de Carvalho, A.C., Ioshii, S.O., Murshed, N.
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ARTMAP-FTR: A neural network for fusion target recognition, with application to sonar classification (1998) Submitted: 04/14/2008
Categories:Machine Learning, Information Fusion, Adaptive Resonance Theory
Authors:Carpenter G.A., Streilein, W.W.
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The what-and-where filter: A spatial mapping neural network for object recognition and image understanding (1998) Submitted: 04/22/2008
Authors:Carpenter G.A., Grossberg, S., Lesher, G.W.
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WSOM: Building adaptive wavelets with self-organizing maps (1998) Submitted: 04/14/2008
Authors:Campos, M.M., Carpenter G.A.
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ARTMAP-FD: Familiarity discrimination applied to radar target recognition (1997) Submitted: 04/14/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Rubin, M.A., Streilein, M.A.
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ARTMAP-DS: Pattern discrimination by discounting similarities (1997) Submitted: 04/22/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Wilson, F.D.M.
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Distributed learning, recognition, and prediction by ART and ARTMAP neural networks. (1997) Submitted: 04/23/2008
Authors:Carpenter G.A.
Description:Introducing distributed ART and distributed ARTMAP.
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Threshold determination for ARTMAP-FD familiarity discrimination (1997) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Rubin, M.A., Streilein, W.W.
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ART and ARTMAP neural networks for applications: Self-organizing learning, recognition, and prediction (1997) Submitted: 04/14/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Gjaja, N.M., Gopal, S., Markuzon, N., Woodcock, C.E.
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Spatial pattern learning, catastrophic forgetting, and optimal rules of synaptic transmission (1997) Submitted: 05/09/2008
Categories:Adaptive Resonance Theory
Authors:Carpenter G.A.
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Fuzzy ART (1996) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.
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Classification of cancerous cells based on the one-class problem approach (1996) Submitted: 04/30/2008
Categories:Image Processing, Tech Transfer, Adaptive Resonance Theory
Authors:Bortolozzi, F., Murshed, N., Sabourin, R.
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Learning, categorization, rule formation, and prediction by fuzzy neural networks (1996) Submitted: 05/09/2008
Categories:Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S.
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A fuzzy ARTMAP-based classification system for detecting cancerous cells, based on the one-class problem approach (1996) Submitted: 04/30/2008
Categories:Image Processing, Tech Transfer, Adaptive Resonance Theory
Authors:Bortolozzi, F., Murshed, N., Sabourin, R.
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Distributed activation, search, and learning by ART and ARTMAP neural networks (1996) Submitted: 04/14/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.
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A fuzzy ARTMAP nonparametric probability estimator for non-stationary pattern recognition problems (1995) Submitted: 04/22/2008
Categories:Clustering, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Reynolds, J.H.
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Off-line signature verification using Fuzzy ARTMAP neural network. (1995) Submitted: 04/30/2008
Categories:Image Processing, Tech Transfer, Adaptive Resonance Theory
Authors:Bortolozzi, F., Murshed, N., Sabourin, R.
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Landsat satellite image segmentation using the fuzzy ARTMAP neural network (1995) Submitted: 05/05/2008
Categories:Image Processing, Tech Transfer, Adaptive Resonance Theory
Authors:Asfour, Y.R., Carpenter G.A., Grossberg, S.
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Synthetic aperture radar processing by a multiple scale neural system for boundary and surface representation. (1995) Submitted: 04/24/2008
Authors:Grossberg, S., Mingolla, E., Williamson, J.
Description:This article applies the Boundary Contour System to SAR images.
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The attentive brain. (1995) Submitted: 04/24/2008
Authors:Grossberg, S.
Description:This article discusses neural networks that match sensory inputs with learned expectations thus helping to explain how humans see, hear, learn and recognize information.
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A neural network architecture for autonomous learning, recognition, and prediction in a nonstationary world (1995) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S.
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Rule extraction: From neural architecture to symbolic representation (1995) Submitted: 05/09/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Tan, A.
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Off-line signature verification, without a priori knowledge of class. A new approach (1995) Submitted: 04/30/2008
Categories:Image Processing, Tech Transfer, Adaptive Resonance Theory
Authors:Bortolozzi, F., Murshed, N., Sabourin, R.
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ART-EMAP: A neural network architecture for object recognition by evidence accumulation. (1995) Submitted: 04/24/2008
Authors:Carpenter G.A., Ross, W.D.
Description:Introduction to ART-EMAP: a neural network for object classification by evidence accumulation.
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Fuzzy ART choice functions (1994) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Gjaja, N.M.
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3 D object recognition by the ART EMAP evidence accumulation network (1994) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Ross, W.D.
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Predicting risk of an adverse event in complex medical data sets using fuzzy ARTMAP network (1994) Submitted: 05/12/2008
Authors:Ash, A.S., Carpenter G.A., Gaehde, S.A., Markuzon, N., Moskowitz, M.A.
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Comparison of regression modeling and neural network modeling for predicting postoperative adverse events (1994) Submitted: 05/10/2008
Categories:Medical, Adaptive Resonance Theory
Authors:Ash, A.S., Carpenter G.A., Gaehde, S.A., Markuzon, N., Moskowitz, M.A.
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A distributed outstar network for spatial pattern learning (1994) Submitted: 04/28/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.
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Integrating symbolic and neural processing in a self-organizing architecture for pattern recognition and prediction (1994) Submitted: 04/28/2008
Categories:Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S.
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STORE working memory networks for storage and recall of arbitrary temporal sequences (1994) Submitted: 04/28/2008
Categories:Memory
Authors:Bradski, G., Carpenter G.A., Grossberg, S.
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Fusion ART A neural network architecture for multi channel data fusion and classification (1993) Submitted: 05/06/2008
Authors:Asfour, Y.R., Carpenter G.A., Grossberg, S., Lesher, G.W.
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Distributed outstar learning and the rules of synaptic transmission (1993) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.
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Fuzzy ARTMAP, Slow Learning, and Probability Estimation (1993) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Reynolds, J.H.
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Supervised learning by adaptive resonance neural networks (1993) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Markuzon, N., Reynolds, J.H., Rozen, D.B.
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Evaluation of speaker normalization methods for vowel recogntion using fuzzy ARTMAP and K NN (1993) Submitted: 05/05/2008
Categories:Adaptive Resonance Theory
Authors:Carpenter G.A., Govindarajan, K.K.
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Fusion ART An adaptive fuzzy network for multi channel classification (1993) Submitted: 05/05/2008
Authors:Asfour, Y.R., Carpenter G.A., Grossberg, S., Lesher, G.W.
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Neural network and nearest neighbor comparison of speaker normalization methods for vowel recognition (1993) Submitted: 05/12/2008
Authors:Carpenter G.A., Govindarajan, K.K.
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Normal and amnesic learning, recognition, and memory by a neural model of cortico hippocampal interactions (1993) Submitted: 05/05/2008
Categories:Memory, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S.
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Fuzzy ARTMAP neural network compared to linear discriminantanalysis prediction of the length of hospital stay in patients with pneumonia (1992) Submitted: 05/05/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Egbert, D., Goodman, P., Grossberg, S., Hartz, A.J., Kaburlasos, V., Reynolds, J.H., Rozen, D.B.
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Fuzzy ARTMAP neural network prediction of heart surgery mortality (1992) Submitted: 05/05/2008
Categories:Machine Learning, Medical, Adaptive Resonance Theory
Authors:Carpenter G.A., Egbert, D., Goodman, P., Grossberg, S., Grover, F., Hammermeister, K., Kaburlasos, V., Marshall, G., Reynolds, J.H.
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Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. (1992) Submitted: 04/24/2008
Authors:Carpenter G.A., Grossberg, S., Markuzon, N., Reynolds, J.H., Rozen, D.B.
Description:Article which provides technical details of Fuzzy ARTMAP implementations.
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Comparative performance measures of fuzzy ARTMAP, learned vectorquantization, and back propagation for handwritten character recognition (1992) Submitted: 05/05/2008
Categories:Image Processing, Land Use Change, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Iizuka, K.
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Attentive supervised learning and recognition by an adaptive resonance system (1992) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Markuzon, N., Reynolds, J.H., Rozen, D.B.
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Working memories for storage and recall of arbitrary temporal sequences (1992) Submitted: 05/05/2008
Authors:Bradski, G., Carpenter G.A., Grossberg, S.
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A neural network architecture for fast on line supervised learning and pattern recognition (1992) Submitted: 05/09/2008
Categories:Medical, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Markuzon, N., Reynolds, J.H., Rozen, D.B.
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A self organizing neural network for supervised learning, recognition, and prediction (1992) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S.
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A self organizing ARTMAP neural architecture for supervised learning and pattern recognition (1991) Submitted: 05/09/2008
Categories:Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Reynolds, J.H.
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Self organizing neural network architectures for adaptive pattern recognition and robotics (1991) Submitted: 05/09/2008
Categories:Adaptive Resonance Theory
Authors:Bullock, D., Carpenter G.A., Grossberg, S.
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ARTMAP: Supervised real-time learning and classification of nonstationary data by a self-organizing neural network. (1991) Submitted: 04/24/2008
Authors:Carpenter G.A., Grossberg, S., Reynolds, J.H.
Description:The article that introduced ARTMAP, a supervised learning and classification network.

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Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system. (1991) Submitted: 04/24/2008
Authors:Carpenter G.A., Grossberg, S., Rozen, D.B.
Description:The article that introduced Fuzzy ART.
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ART 2-A: An adaptive resonance algorithm for rapid category learning and recognition. (1991) Submitted: 04/24/2008
Authors:Carpenter G.A., Grossberg, S., Rozen, D.B.
Description:The article that introduced ART 2A: a faster implementation of ART 2.
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Distributed hypothesis testing, attention shifts, and transmitter dynamics during the self-organization of brain recognition codes (1991) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S.
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Working memory networks for learning multiple groupings oftemporally ordered events: applications to 3-D visual object recognition (1991) Submitted: 05/05/2008
Categories:Memory
Authors:Bradski, G., Carpenter G.A., Grossberg, S.
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A neural network realization of fuzzy ART (1991) Submitted: 05/05/2008
Categories:Machine Learning, Adaptive Resonance Theory
Authors:Carpenter G.A., Grossberg, S., Rozen, D.B.
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Neural dynamics of category learning and recognition: Structural invariants, evoked potentials, and reinforcement (1990) Submitted: 05/09/2008
Authors:Carpenter G.A., Grossberg, S.
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ART: Self-organizing neural networks for learning and memory of cognitive recognition codes (1990) Submitted: 05/09/2008
Categories:Machine Learning, Tech Transfer, Adaptive Resonance Theory
Authors:Carpenter G.A.,