Articles listed below give examples of ART-based systems being used outside the CNS department at Boston University.
| Categories |
Topics:
Machine Learning,
Applications:
Information Fusion,
Models:
ART 1, |
| Author(s) |
Massey, L. |
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| Abstract |
This paper investigates the abilities of adaptive resonance theory (ART) neural networks as miners of hierarchical thematic structure in text collections. We present experimental results with binary ART1 on the benchmark ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Financial Time Series Predictions,
Models:
Modified ART, |
| Author(s) |
Liu, L. |
Huang, L.H. |
Lai, M.Y. |
Ma, C.Q. |
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| Abstract |
Unlike to traditional hierarchical and partitional clustering algorithms which always fail to deal with very large databases, a neural network architecture, projective adaptive resonance theory (PART), is developed for the ... |
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| Categories |
Topics:
Neural Hardware,
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| Author(s) |
Abidin, I. Z. |
Afifi, A. |
Ayatollahi, A. |
Raissi, F. |
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| Abstract |
Implementation of a correlation-based learning rule, Spike-Timing-Dependent-Plasticity (STDP), for asynchronous neuromorphic networks is demonstrated using `memristive' nanodevice. STDP is performed using locally available ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Information Fusion,
Models:
ART 2 / Fuzzy ART, |
| Author(s) |
Meuth, R.J. |
Robinette, P. |
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| Abstract |
The NetFlix Prize is a research contest that will award $1 Million to the first group to improve NetFlix's movie recommendation system by 10%. Contestants are given a dataset containing the movie rating histories of ... |
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| Categories |
Topics:
Machine Learning,
Models:
Fuzzy ARTMAP,
Modified ART, |
| Author(s) |
Lim, C.P. |
Lai, W.K. |
Loy, C.C. |
Tan, C.P. |
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| Abstract |
This paper presents a Fuzzy ARTMAP (FAM) based modular architecture for multi-class pattern recognition known as Modular Adaptive Resonance Theory Map (MARTMAP). The prediction of class membership is made collectively by ... |
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| Categories |
Topics:
Image Analysis,
Applications:
Biological Classification,
Models:
ART 2 / Fuzzy ART, |
| Author(s) |
Aguilar, J. |
AlDaraiseh, A. |
Altamiranda, J. |
Hernandez, L. |
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| Abstract |
We develop a Data Mining system to assist with the elucidation by graphical means of the biochemical changes in the brains of rodents. Manual analysis of such experiments is increasingly impractical because of the voluminous ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Medical Diagnosis,
Models:
ART 2 / Fuzzy ART, |
| Author(s) |
Liu, D.R. |
Lloyd, S.R. |
Pang, Z.Y. |
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| Abstract |
Electroencephalogram (EEG) is able to indicate states of mental activity ranging from concentrated cognitive efforts to sleepiness. Such mental activity can be reflected by EEG energy. In particular, intrusion of EEG theta ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Other,
Models:
ART 1,
ART 2 / Fuzzy ART,
ART 2-A,
ARTMAP,
Fuzzy ARTMAP, |
| Author(s) |
Massey, L. |
|
| Abstract |
Stability and plasticity in learning systems are both equally essential, but achieving stability and plasticity simultaneously is difficult. Adaptive resonance theory (ART) neural networks are known for their plastic and ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Information Fusion,
Models:
ART 1,
ART 2 / Fuzzy ART, |
| Author(s) |
Hsu, C.C. |
Huang, Y.P. |
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| Abstract |
Clustering is an important function in data mining. Its typical application includes the analysis of consumer s materials. Adaptive resonance theory network (ART) is very popular in the unsupervised neural network. Type I ... |
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| Categories |
Topics:
Machine Learning,
Applications:
Network Analysis,
Models:
ART 1, |
| Author(s) |
Chen, R.C. |
Chuang, C.H. |
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| Abstract |
Research on semantic webs has become increasingly widespread in the computer science community. The core technology of a semantic web is an artefact called an ontology. The major problem in constructing an ontology is the ... |
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