Unifying multiple knowledge domains using the ARTMAP information fusion system

Proceedings of the 11th International Conference on Information Fusion, FUSION 2008

Volumn , Issue , 2008, Pages

  Carpenter, Gail A ^a   Ravindran, Arun ^a  

^a BOSTON UNIVERSITY   (United States)

Author keywords

Adaptive resonance theory (ART); ARTMAP; Data mining; Distributed coding; Expert system; Image fusion; Information fusion; Neural network; Remote sensing

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; ARTS COMPUTING; DATA FUSION; DECISION SUPPORT SYSTEMS; EXPERT SYSTEMS; FUSION REACTIONS; IMAGE CLASSIFICATION; IMAGE CODING; INFORMATION FUSION; INFORMATION MANAGEMENT; NEURAL NETWORKS; PROGRAMMING THEORY; REMOTE SENSING; SENSOR DATA FUSION; SPACE OPTICS;

ADAPTIVE RESONANCE THEORY (ART); ARTMAP; DATA SETS; DISTRIBUTED CODE REPRESENTATIONS; DISTRIBUTED CODING; DO-MAINS; FUSION SYSTEMS; HIERARCHICAL KNOWLEDGES; IMAGE LABELS; INFORMATION FUSION SYSTEMS; KNOWLEDGE DOMAINS; KNOWLEDGE STRUCTURES; NEW SYSTEMS; PAPER ADDRESSES; TESTBED;

IMAGE FUSION;

EID: 56749112433     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (23)

1. G. Simone, A. Farina, F.C. Morabito, S.B. Serpico, and L. Bruzzone. Image fusion techniques for remote sensing applications. Information Fusion, 3:3-15, 2002.
2. G.A. Carpenter, S. Martens, and O.J. Ogas. Self-Organizing information fusion and hierarchical knowledge discovery: a new framework using ARTMAP neural networks. Neural Networks, 18(3), 287-295, 2005.
3. G. A. Carpenter, S. Martens, and O.J. Ogas. Selforganizing hierarchical knowledge discovery by an ARTMAP image fusion system. In Proceedings of the 7th International Conference on Information Fusion (Fusion 2004), 235-242, 2004.
4. G.A. Carpenter. Distributed learning, recognition, and prediction by ART and ARTMAP neural networks. Neural Networks, 10(8):1473-1494, 1997.
5. G.A. Carpenter and S. Grossberg. Normal and amnesic learning, recognition, and memory by a neural model of cortico-hippocampal interactions. Trends in Neuroscience, 16(4):131-137, 1993.
6. S. Grossberg. How does a brain build a cognitive code? Psychological Review, 87:1-51, 1980.
7. S. Grossberg. How does the cerebral cortex work? Development, learning, attention, and 3-D vision by laminar circuits of visual cortex. Behavioral and Cognitive Neuroscience Reviews, 2(1):47-76, 2003.
8. M. Page. Connectionist modelling in psychology: A localist manifesto. Behavioral and Brain Sciences, 23:443-512, 2000.
9. R.K. Aggarwal, Q.Y. Xuan, A.T. Johns, F. Li, and A. Bennett. A novel approach to fault diagnosis in multicircuit transmission lines using fuzzy ARTMAP neural networks. IEEE Transactions on Neural Networks, 10(5):1214-1221, 1999.
10. S. Gopal, C. Woodcock, and A. Strahler. Fuzzy ARTMAP classification of global land cover from the 1 degree AVHRR data set. Remote Sensing of Environment, 67:230-243, 1999.
11. N. Griffith and P.M. Todd (editors). Musical Networks: Parallel Distributed Perception and Performance. MIT Press, Cambridge, MA, 1999.
12. T.P. Caudell, S.D.G. Smith, R. Escobedo, and M. Anderson. NIRS: Large scale ART 1 neural architectures for engineering design retrieval. Neural Networks, 7(9):1339-1350, 1994.
13. P. Lisboa. Industrial use of safety-related artificial neural networks. Contract Research Report 327/2001, John Moores University, Liverpool, UK, 2001.
14. G.A. Carpenter, S. Grossberg, N. Markuzon, J.H. Reynolds, and D.B. Rosen. Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps. IEEE Transactions on Neural Networks, 3(5):698-713, 1992.
15. T. Kasuba. Simplified fuzzy ARTmap. AI Expert, 8(11):18-25, 1993.
16. J.R. Williamson. Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps. Neural Networks, 9(5):881-897, 1998.
17. G.A. Carpenter, B.L. Milenova, and B.W. Noeske. Distributed ARTMAP: a neural network for fast distributed supervised learning. Neural Networks, 11(5):793-813, 1998.
18. G.A. Carpenter and S. Grossberg. A massively parallel architecture for a self-organizing neural pattern recognition machine. Computer Vision, Graphics, and Image Processing, 37:54-115, 1987.
19. G.A. Carpenter, S. Grossberg, and J.H. Reynolds. ARTMAP: Supervised real-time learning and classification of nonstationary data by a self-organizing neural network. Neural Networks, 4(5):565-588, 1991.
20. G.A. Carpenter. Default ARTMAP. In Proceedings of the International Joint Conference on Neural Networks (IJCNN), 1396-1401, Portland, Oregon, 2003.
21. G. Amis and G.A. Carpenter. Default ARTMAP 2. In Proceedings of the International Joint Conference on Neural Networks (IJCNN), Orlando, Florida, 2007.
22. O. Parsons and G.A. Carpenter. ARTMAP neural networks for information fusion and data mining: map production and target recognition methodologies. Neural Networks, 16(7):1075-1089, 2003.
23. R. Agrawal, T. Imielinski, and A. Swami. Mining association rules between sets of items in large databases. In Proceedings of ACM SIGMOD Conference on Management of Data, Washington, DC, 1993.