Biased ART: A neural architecture that shifts attention toward previously disregarded features following an incorrect prediction

Neural Networks

Volumn 23, Issue 3, 2010, Pages 435-451

  Carpenter, Gail A ^a   Gaddam, Sai Chaitanya ^a  

^a BOSTON UNIVERSITY   (United States)

Author keywords

Adaptive resonance theory; ART; ARTMAP; Featural biasing; Supervised learning; Top down bottom up interactions

Indexed keywords

ADAPTIVE RESONANCE THEORY; ADAPTIVE RESONANCE THEORY NETWORKS; ART; BENCHMARK DATASETS; CONSISTENT PERFORMANCE; FAST LEARNING; FIRST-PRINCIPLES; KEY MODELS; LEARNING STRATEGY; MOVIE GENRES; NEURAL ARCHITECTURES; PREDICTIVE ERROR; SIMULATION STUDIES; TOPDOWN; TWO-DIMENSIONAL SIMULATIONS;

BRAIN MODELS; RESONANCE;

SUPERVISED LEARNING;

ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; COMPUTER MEMORY; COMPUTER PREDICTION; COMPUTER SIMULATION; CONTROLLED STUDY; INFORMATION PROCESSING; MACHINE LEARNING; MATHEMATICAL COMPUTING; PRIORITY JOURNAL; REMOTE SENSING;

ATTENTION; COMPUTER SIMULATION; DATABASES, FACTUAL; FUZZY LOGIC; INTERNET; MEMORY; NEURAL NETWORKS (COMPUTER);

EID: 76849104433     PISSN: 08936080     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neunet.2009.07.025     Document Type: Article

References (23)

1. Bennet, J., & Lanning, S. (2007). The Netflix Prize. http://www.cs.uic.edu/~liub/KDD-cup-2007/NetflixPrize-description.pdf
2. Carpenter G.A. A distributed outstar network for spatial pattern learning. Neural Networks 7 (1994) 159-168
3. Carpenter G.A. Distributed learning, recognition, and prediction by ART and ARTMAP neural networks. Neural Networks 10 (1997) 1473-1494
4. Carpenter, G. A. (2003). Default ARTMAP. In Proceedings of the international joint conference on neural networks (pp. 1396-1401)
5. Carpenter, G. A., & Gjaja, M. N. (1994). Fuzzy ART choice functions. In: Proceedings of the world congress on neural networks (pp. 713-722). Hillsdale, NJ: Lawrence Erlbaum Associates, I
6. Carpenter G.A., and Grossberg S. A massively parallel architecture for a self-organizing neural pattern recognition machine. Computer Vision, Graphics, and Image Processing 37 (1987) 54-115
7. Carpenter G.A., and Grossberg S. ART 3: Hierarchical search using chemical transmitters in self-organizing pattern recognition architectures. Neural Networks 4 (1990) 129-152
8. Carpenter G.A., Grossberg S., Markuzon N., Reynolds J.H., and Rosen D.B. Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Transactions on Neural Networks 3 (1992) 698-713
9. Carpenter G.A., Grossberg S., and Reynolds J.H. ARTMAP: Supervised real-time learning and classification of nonstationary data by a self-organizing neural network. Neural Networks 4 (1991) 565-588
10. Carpenter G.A., Grossberg S., and Rosen D.B. Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system. Neural Networks 4 (1991) 759-771
11. Carpenter G.A., and Markuzon N. ARTMAP-IC and medical diagnosis: Instance counting and inconsistent cases. Neural Networks 11 (1998) 323-336
12. Carpenter G.A., Martens S., and Ogas O.J. Self-organizing information fusion and hierarchical knowledge discovery: A new framework using ARTMAP neural networks. Neural Networks 18 (2005) 287-295
13. Carpenter G.A., Milenova B.L., and Noeske B.W. Distributed ARTMAP: A neural network for fast distributed supervised learning. Neural Networks 11 (1998) 793-813
14. Carpenter G.A., and Ross W.D. ART-EMAP: A neural network architecture for object recognition by evidence accumulation. IEEE Transactions on Neural Networks 6 (1995) 805-818
15. Caudell T.P., Smith S.D.G., Escobedo R., and Anderson M. NIRS: Large scale ART 1 neural architectures for engineering design retrieval. Neural Networks 7 (1994) 1339-1350
16. Funk, S. (2006). Netflix update: Try this at home. http://sifter.org/~simon/journal/20061211.html
17. Grossberg S. The link between brain, learning, attention, and consciousness. Consciousness and Cognition 8 (1999) 1-44
18. Grossberg S. How does the cerebral cortex work? Development, learning, attention, and 3D vision by laminar circuits of visual cortex. Behavioral and Cognitive Neuroscience Reviews 2 (2003) 47-76
19. Hurvich L.M., and Jameson D. An opponent-process theory of color vision. Psychological Review 64 (1957) 384-390
20. Lisboa, P. (2001). Industrial use of saftey-related artificial neural networks. In: Contract research report 327/2001. Liverpool: John Moores University
21. Parsons O., and Carpenter G.A. ARTMAP neural networks for information fusion and data mining: Map production and target recognition methodologies. Neural Networks 16 (2003) 1075-1089
22. Schiller P.H. Central connections of the retinal ON and OFF pathways. Nature 297 (1982) 580-583
23. Williamson J.R. Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps. Neural Networks 9 (1998) 881-897