Tech Transfers


Articles listed below give examples of ART-based systems being used outside the CNS department at Boston University.


Page 2 of 26  <  1 2 3 4 >  Last »

Discovery of hierarchical thematic structure in text collections with adaptive resonance theory (2009)
Categories Topics: Machine Learning, Applications: Information Fusion, Models: ART 1,
Author(s) Massey, L. |
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 ...

Projective ART with buffers for the high dimensional space clustering and an application to discover stock associations (2009)
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. |
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 ...

STDP implementation using memristive nanodevice in CMOS-Nano neuromorphic networks (2009)
Categories Topics: Neural Hardware,
Author(s) Abidin, I. Z. | Afifi, A. | Ayatollahi, A. | Raissi, F. |
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 ...

Computational Intelligence Meets the NetFlix Prize (2008)
Categories Topics: Machine Learning, Applications: Information Fusion, Models: ART 2 / Fuzzy ART,
Author(s) Meuth, R.J. | Robinette, P. |
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 ...

Robust Modular Artmap For Multi-Class Shape Recognition (2008)
Categories Topics: Machine Learning, Models: Fuzzy ARTMAP, Modified ART,
Author(s) Lim, C.P. | Lai, W.K. | Loy, C.C. | Tan, C.P. |
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 ...

Data Mining System for Biochemical Analysis in Experimental Physiology (2008)
Categories Topics: Image Analysis, Applications: Biological Classification, Models: ART 2 / Fuzzy ART,
Author(s) Aguilar, J. | AlDaraiseh, A. | Altamiranda, J. | Hernandez, L. |
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 ...

A neural network method for detection of obstructive sleep apnea and narcolepsy based on pupil size and EEG (2008)
Categories Topics: Machine Learning, Applications: Medical Diagnosis, Models: ART 2 / Fuzzy ART,
Author(s) Liu, D.R. | Lloyd, S.R. | Pang, Z.Y. |
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 ...

Soft-clustering and improved stability for adaptive resonance theory neural networks (2008)
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 ...

Incremental clustering of mixed data based on distance hierarchy (2008)
Categories Topics: Machine Learning, Applications: Information Fusion, Models: ART 1, ART 2 / Fuzzy ART,
Author(s) Hsu, C.C. | Huang, Y.P. |
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 ...

Automating construction of a domain ontology using a projective adaptive resonance theory neural network and Bayesian network (2008)
Categories Topics: Machine Learning, Applications: Network Analysis, Models: ART 1,
Author(s) Chen, R.C. | Chuang, C.H. |
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 ...

Page 2 of 26  <  1 2 3 4 >  Last »