Recurrent-neural-network-based boolean factor analysis and its application to word clustering

IEEE Transactions on Neural Networks

Volumn 20, Issue 7, 2009, Pages 1073-1086

  Frolov, Alexander A ^a   Husek, Dusan ^b   Polyakov, Pavel Yu ^c  

^a INSTITUTE OF HIGHER NERVOUS ACTIVITY AND NEUROPHYSIOLOGY   (Russian Federation)

^b INSTITUTE OF COMPUTER SCIENCE   (Czech Republic)

^c RUSSIAN ACADEMY OF SCIENCES   (Russian Federation)

Author keywords

Associative memory; Boolean factor analysis; Concepts search; Hopfield like neural network; Information retrieval; Neural network application; Neural network architecture; Recurrent neural network; Statistics; Unsupervised learning

Indexed keywords

ASSOCIATIVE MEMORY; BOOLEAN FACTOR ANALYSIS; CONCEPTS SEARCH; HOPFIELD-LIKE NEURAL NETWORK; NEURAL NETWORK APPLICATION;

ASSOCIATIVE PROCESSING; CLUSTER ANALYSIS; CLUSTERING ALGORITHMS; FUZZY CLUSTERING; FUZZY SYSTEMS; INFORMATION RETRIEVAL; INFORMATION SERVICES; RECURRENT NEURAL NETWORKS; SET THEORY; UNSUPERVISED LEARNING;

NETWORK ARCHITECTURE;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; ARTIFICIAL NEURAL NETWORK; COMPUTER SIMULATION; FUZZY LOGIC; LANGUAGE; MATHEMATICAL COMPUTING; SEMANTICS; STATISTICAL MODEL;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; FUZZY LOGIC; LANGUAGE; MATHEMATICAL COMPUTING; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); SEMANTICS;

EID: 67949118777     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2009.2016090     Document Type: Article

References (18)

1. A. A. Frolov, D. Husek, I. P. Muraviev, and P. Y. Polyakov, "Boolean factor analysis by attractor neural network,"IEEE Trans. Neural Netw, vol. 18, no. 3, pp. 698-707, May 2007.
2. K. Ueberla, Faktorenanalyse. Berlin, Germany: Springer-Verlag, 1974.
3. M. W. Spratling, "Learning image components for object recognition," J. Mach. Learn. Res., vol. 7, pp. 793-815, 2006.
4. M. Mickey, P. Mundle, and L. Engelman, "Boolean factor analysis," in BMDP Statistical Software,W. J. Dixon, Ed. Berkeley, CA: Univ. California Press, 1983, pp. 538-545
5. R. Belohlavek and V. Vychodil, "On boolean factor analysis with formal concepts as factors," in Proc. Int. Conf. Soft Comput. Intell. Syst./Int. Symp. Intell. Syst., Tokyo, Japan, 2006, pp. 1054-1059.
6. A. Keprt and V. Snášel, "Binary factor analysis with genetic algorithms," in Proc. 4th IEEE Int. Workshop Soft Comput. Transdisciplinary Sci. Technol., Muroran, Japan, 2005, pp. 1259-1268.
7. K. H. Kim, Boolean Matrix Theory and Applications. New York: Marcel Dekker, 1982.
8. C. J. van Rijsbergen, "A theoretical basis for the use of cooccurrence data in information retrieval," J. Documentation, vol. 33, no. 2, pp. 106-119, 1977.
9. J. Farkas, "Documents, concepts and neural networks," in Proceedings of the 1993 Conference of the Centre For Advanced Studies on Collaborative Research: Distributed Computing, A. Gawman, E. Kidd, and P. Larson, Eds. Armonk, NY: IBM Press, 1993, vol. 2, pp. 1021-1031.
10. M. Alexandrov, A. Gelbukh, and P. Rosso, "An approach to clustering abstracts," in Proc. Appl. Natural Language Data Base, Alicante, Spain, Jun. 2005, vol. 3513, pp. 275-285.
11. A. Frolov, D. Husek, H. Rezankova, V. Snasel, and P. Polyakov, "Clustering variables by classical approaches and neural network Boolean factor analysis," in Proc. IEEE Int. Joint Conf. Neural Netw./IEEE World Congr. Comput. Intell., 2008, pp. 3742-3746.
12. F. Hoppner, F. Klawonn, R. Kruse, and T. Runkler, Fuzzy Cluster Analysis. New York: Wiley, 1999.
13. A. A. Frolov, D. Husek, and I. P. Muraviev, "Informational efficiency of sparsely encoded Hopfield-like autoassociative memory," Opt. Memory Neural Netw., vol. 12, no. 3, pp. 177-197, 2003.
14. A. A. Frolov, A. M. Sirota, D. Husek, I. P. Muraviev, and P. J. Polyakov, "Binary factorization in Hopfield-like neural networks: Single-step approximation and computer simulations," Neural Netw. Word, vol. 14, pp. 139-152, 2004.
15. M. W. Berry and M. Browne, Understanding Search Engines: Mathematical Modeling and Text Retrieval. Philadelphia, PA: SIAM, 1999.
16. V. J. Hodge and J. Austin, "Hierarchical word clustering - Automatic thesaurus generation," Neurocomputing, vol. 48, pp. 819-846, 2002.
17. D. C. Manning and H. Shultze, Foundations of Statistical Natural Language Processing. Cambridge, MA: MIT Press, 1999.
18. T. Kohonen, "Self-organization of very large documents collections: State of the art," in Proc. Int. Conf. Artif. Neural Netw., London, U.K., 1998, vol. 1, pp. 65-74.