메뉴 건너뛰기




Volumn , Issue 110, 2000, Pages

Text mining with the WEBSOM

Author keywords

Document maps; Information exploration; Large text collections; Self organizing map; Text retrieval; Visual user interfaces

Indexed keywords


EID: 27844563331     PISSN: 14569418     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (9)

References (120)
  • 4
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • A. Bell and T. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Computation, vol. 7, pp. 1129-1159, 1995.
    • (1995) Neural Computation , vol.7 , pp. 1129-1159
    • Bell, A.1    Sejnowski, T.2
  • 5
    • 0031656348 scopus 로고    scopus 로고
    • CiteSeer: An autonomous web agent for automatic retrieval and identification of interesting publications
    • ACM Press, May
    • K. Bollacker, S. Lawrence, and C. L. Giles, "CiteSeer: An autonomous web agent for automatic retrieval and identification of interesting publications," in 2nd International ACM Conference on Autonomous Agents, pp. 116-123, ACM Press, May 1998.
    • (1998) 2nd International ACM Conference on Autonomous Agents , pp. 116-123
    • Bollacker, K.1    Lawrence, S.2    Giles, C.L.3
  • 6
    • 3543044364 scopus 로고    scopus 로고
    • BibRelEx - Exploring bibliographic databases by visualization of annotated content-based relations
    • November
    • A. Brüggemann-Klein, R. Klein, and B. Landgraf, "BibRelEx - exploring bibliographic databases by visualization of annotated content-based relations," D-Lib Magazine, vol. 5, November 1999.
    • D-Lib Magazine , vol.5 , pp. 1999
    • Brüggemann-Klein, A.1    Klein, R.2    Landgraf, B.3
  • 13
    • 2342665771 scopus 로고
    • Inverse document frequency (IDF): A measure of deviations from Poisson
    • (D. Yarowsky and K. Church, eds.), Massachusetts Institute of Technology
    • K. W. Church and W. A. Gale, "Inverse document frequency (IDF): A measure of deviations from Poisson," in Proceedings of the Third Workshop on Very Large Corpora (D. Yarowsky and K. Church, eds.), pp. 121-130, Massachusetts Institute of Technology, 1995.
    • (1995) Proceedings of the Third Workshop on Very Large Corpora , pp. 121-130
    • Church, K.W.1    Gale, W.A.2
  • 19
    • 0345331809 scopus 로고
    • Unsupervised methods for finding linguistic categories
    • North-Holland
    • S. Finch and N. Chater, "Unsupervised methods for finding linguistic categories," in Artificial Neural Networks, 2, pp. II-1365-1368, North-Holland, 1992.
    • (1992) Artificial Neural Networks, 2
    • Finch, S.1    Chater, N.2
  • 21
    • 84930564603 scopus 로고
    • A practical approach for representing context and for performing word sense disambiguation using neural networks
    • S. I. Gallant, "A practical approach for representing context and for performing word sense disambiguation using neural networks," Neural Computation, vol. 3, pp. 293-309, 1991.
    • (1991) Neural Computation , vol.3 , pp. 293-309
    • Gallant, S.I.1
  • 22
    • 27844446647 scopus 로고    scopus 로고
    • "Methods for generating or revising context vectors for a plurality of word stems." U.S. Patent number 5,325,298, 1994
    • S. I. Gallant, "Methods for generating or revising context vectors for a plurality of word stems." U.S. Patent number 5,325,298, 1994.
    • Gallant, S.I.1
  • 23
    • 0042545820 scopus 로고
    • Meaning as conceptual structures
    • Lund University Cognitive Studies, ISSN 1101-8453
    • P. Gärdenfors, "Meaning as conceptual structures," Tech. Rep. LUCS 40, Lund University Cognitive Studies, 1995. ISSN 1101-8453.
    • (1995) Tech. Rep. LUCS 40
    • Gärdenfors, P.1
  • 31
    • 0029201853 scopus 로고
    • Tilebars: Visualization of term distribution information in full text information access
    • Denver, CO, ACM, May
    • M. A. Hearst, "Tilebars: Visualization of term distribution information in full text information access," in Proceedings of the ACM CHI'95 Conference on Human Factors in Computing Systems, (Denver, CO), pp. 56-66, ACM, May 1995.
    • (1995) Proceedings of the ACM CHI'95 Conference on Human Factors in Computing Systems , pp. 56-66
    • Hearst, M.A.1
  • 32
    • 0002911384 scopus 로고    scopus 로고
    • Modern Information Retrieval
    • ch. 10. Addison Wesley Longman
    • M. A. Hearst, Modern Information Retrieval, ch. 10. User Interfaces and Visualization, pp. 257-324. Addison Wesley Longman, 1999.
    • (1999) User Interfaces and Visualization , pp. 257-324
    • Hearst, M.A.1
  • 34
    • 0029508596 scopus 로고
    • Narcissus: Visualizing information
    • (Los Alamitos, CA), IEEE Computer Press
    • R. Hendley, N. Drew, and A. Wood, "Narcissus: Visualizing information," in Proc. IEEE Information Visualization '95, (Los Alamitos, CA), pp. 90-96, IEEE Computer Press, 1995.
    • (1995) Proc. IEEE Information Visualization '95 , pp. 90-96
    • Hendley, R.1    Drew, N.2    Wood, A.3
  • 36
    • 0242557035 scopus 로고    scopus 로고
    • Learning to understand - General aspects of using self-organizing maps in natural language processing
    • American Institute of Physics, Woodbury
    • T. Honkela, "Learning to understand - general aspects of using self-organizing maps in natural language processing," in Proceedings of the CASYS'97, Computing Anticipatory Systems, pp. 563-576, American Institute of Physics, Woodbury, 1997.
    • (1997) Proceedings of the CASYS'97, Computing Anticipatory Systems , pp. 563-576
    • Honkela, T.1
  • 39
    • 0005807978 scopus 로고    scopus 로고
    • Self-organizing maps of very large document collections: Justification for the WEBSOM method
    • (I. Balderjahn, R. Mathar, and M. Schader, eds.), Springer
    • T. Honkela, S. Kaski, T. Kohonen, and K. Lagus, "Self-organizing maps of very large document collections: Justification for the WEBSOM method," in Classification, Data Analysis, and Data Highways (I. Balderjahn, R. Mathar, and M. Schader, eds.), pp. 245-252, Springer, 1998.
    • (1998) Classification, Data Analysis, and Data Highways , pp. 245-252
    • Honkela, T.1    Kaski, S.2    Kohonen, T.3    Lagus, K.4
  • 41
    • 0003889264 scopus 로고    scopus 로고
    • Newsgroup exploration with WEBSOM method and browsing interface
    • Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland
    • T. Honkela, S. Kaski, K. Lagus, and T. Kohonen, "Newsgroup exploration with WEBSOM method and browsing interface," Tech. Rep. A32, Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland, 1996.
    • (1996) Tech. Rep. A32
    • Honkela, T.1    Kaski, S.2    Lagus, K.3    Kohonen, T.4
  • 43
    • 13644260426 scopus 로고    scopus 로고
    • Self-organizing maps of large document collections
    • (G. Deboeck and T. Kohonen, eds.), Springer
    • T. Honkela, K. Lagus, and S. Kaski, "Self-organizing maps of large document collections," in Visual Explorations in Finance with Self-Organizing Maps (G. Deboeck and T. Kohonen, eds.), pp. 168-178, Springer, 1998.
    • (1998) Visual Explorations in Finance with Self-Organizing Maps , pp. 168-178
    • Honkela, T.1    Lagus, K.2    Kaski, S.3
  • 48
    • 0000466122 scopus 로고    scopus 로고
    • Survey on independent component analysis
    • A. Hyvärinen, "Survey on independent component analysis," Neural Computing Surveys, no. 2, pp. 94-128, 1999.
    • (1999) Neural Computing Surveys , Issue.2 , pp. 94-128
    • Hyvärinen, A.1
  • 51
    • 0031118837 scopus 로고    scopus 로고
    • Computationally efficient approximation of a probabilistic model for document representation in the WEBSOM full-text analysis method
    • S. Kaski, "Computationally efficient approximation of a probabilistic model for document representation in the WEBSOM full-text analysis method," Neural Processing Letters, vol. 5, pp. 139-151, 1997.
    • (1997) Neural Processing Letters , vol.5 , pp. 139-151
    • Kaski, S.1
  • 53
    • 0031625017 scopus 로고    scopus 로고
    • Dimensionality reduction by random mapping: Fast similarity computation for clustering
    • IEEE Service Center
    • S. Kaski, "Dimensionality reduction by random mapping: Fast similarity computation for clustering," in Proceedings of IJCNN'98, International Joint Conference on Neural Networks, vol. 1, pp. 413-418, IEEE Service Center, 1998.
    • (1998) Proceedings of IJCNN'98, International Joint Conference on Neural Networks , vol.1 , pp. 413-418
    • Kaski, S.1
  • 56
    • 0002479386 scopus 로고    scopus 로고
    • Bibliography of self-organizing map (SOM) papers: 1981-1997
    • Vol 1, pp. 102-350
    • S. Kaski, J. Kangas, and T. Kohonen, "Bibliography of self-organizing map (SOM) papers: 1981-1997," Neural Computing Surveys, vol. 1, no. 3&4, pp. 1-176, 1998. Available in electronic form at http://www.icsi.berkeley.edu/∼jagota/NCS/: Vol 1, pp. 102-350.
    • (1998) Neural Computing Surveys , vol.1 , Issue.3-4 , pp. 1-176
    • Kaski, S.1    Kangas, J.2    Kohonen, T.3
  • 59
    • 0002929327 scopus 로고    scopus 로고
    • Statistical aspects of the WEBSOM system in organizing document collections
    • (Scott, D. W., ed.), Interface Foundation of North America, Inc.: Fairfax Station, VA
    • S. Kaski, K. Lagus, T. Honkela, and T. Kohonen, "Statistical aspects of the WEBSOM system in organizing document collections," Computing Science and Statistics, vol. 29, pp. 281-290, 1998. (Scott, D. W., ed.), Interface Foundation of North America, Inc.: Fairfax Station, VA.
    • (1998) Computing Science and Statistics , vol.29 , pp. 281-290
    • Kaski, S.1    Lagus, K.2    Honkela, T.3    Kohonen, T.4
  • 61
    • 0020068152 scopus 로고
    • Self-organizing formation of topologically correct feature maps
    • T. Kohonen, "Self-organizing formation of topologically correct feature maps," Biological Cybernetics, vol. 43, no. 1, pp. 59-69, 1982.
    • (1982) Biological Cybernetics , vol.43 , Issue.1 , pp. 59-69
    • Kohonen, T.1
  • 63
    • 0006620244 scopus 로고    scopus 로고
    • The speedy SOM
    • Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland
    • T. Kohonen, "The speedy SOM," Tech. Rep. A33, Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland, 1996.
    • (1996) Tech. Rep. A33
    • Kohonen, T.1
  • 65
    • 0002072189 scopus 로고    scopus 로고
    • Self-organization of very large document collections: State of the art
    • (L. Niklasson, M. Bodén, and T. Ziemke, eds.), Springer
    • T. Kohonen, "Self-organization of very large document collections: State of the art," in Proceedings of ICANN98, the 8th International Conference on Artificial Neural Networks (L. Niklasson, M. Bodén, and T. Ziemke, eds.), vol. 1, pp. 65-74, Springer, 1998.
    • (1998) Proceedings of ICANN98, the 8th International Conference on Artificial Neural Networks , vol.1 , pp. 65-74
    • Kohonen, T.1
  • 67
    • 84902191947 scopus 로고    scopus 로고
    • Very large two-level SOM for the browsing of newsgroups
    • Proceedings of ICANN96, International Conference on Artificial Neural Networks, Bochum, Germany, July 16-19, 1996 (C. von der Malsburg, W. von Seelen, J. C. Vorbrüggen, and B. Sendhoff, eds.), Springer
    • T. Kohonen, S. Kaski, K. Lagus, and T. Honkela, "Very large two-level SOM for the browsing of newsgroups," in Proceedings of ICANN96, International Conference on Artificial Neural Networks, Bochum, Germany, July 16-19, 1996 (C. von der Malsburg, W. von Seelen, J. C. Vorbrüggen, and B. Sendhoff, eds.), Lecture Notes in Computer Science, vol. 1112, pp. 269-274, Springer, 1996.
    • (1996) Lecture Notes in Computer Science , vol.1112 , pp. 269-274
    • Kohonen, T.1    Kaski, S.2    Lagus, K.3    Honkela, T.4
  • 68
    • 0002017886 scopus 로고    scopus 로고
    • Self organization of a massive text document collection
    • (E. Oja and S. Kaski, eds.), Elsevier
    • T. Kohonen, S. Kaski, K. Lagus, J. Salojärvi, J. Honkela, V. Paatero, and A. Saarela, "Self organization of a massive text document collection," in Kohonen Maps (E. Oja and S. Kaski, eds.), pp. 171-182, Elsevier, 1999.
    • (1999) Kohonen Maps , pp. 171-182
    • Kohonen, T.1    Kaski, S.2    Lagus, K.3    Salojärvi, J.4    Honkela, J.5    Paatero, V.6    Saarela, A.7
  • 71
    • 0003025479 scopus 로고    scopus 로고
    • Indexing audio documents by using latent semantic analysis and som
    • Elsevier
    • M. Kurimo, "Indexing audio documents by using latent semantic analysis and som," in Kohonen Maps, pp. 363-374, Elsevier, 1999.
    • (1999) Kohonen Maps , pp. 363-374
    • Kurimo, M.1
  • 72
    • 0342938693 scopus 로고    scopus 로고
    • Map of WSOM'97 abstracts - Alternative index
    • Helsinki University of Technology, Neural Networks Research Centre
    • K. Lagus, "Map of WSOM'97 abstracts - alternative index," in Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6, pp. 368-372, Helsinki University of Technology, Neural Networks Research Centre, 1997.
    • (1997) Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6 , pp. 368-372
    • Lagus, K.1
  • 74
    • 0032478628 scopus 로고    scopus 로고
    • Searching the world wide web
    • Aprin
    • S. Lawrence and C. L. Giles, "Searching the world wide web.," Science, vol. 280, pp. 98-100, Aprin 1998.
    • (1998) Science , vol.280 , pp. 98-100
    • Lawrence, S.1    Giles, C.L.2
  • 75
    • 0006770809 scopus 로고    scopus 로고
    • Neural networks and information extraction in astronomical information retrieval
    • S. Lesteven, P. Ponçot, and F. Murtagh, "Neural networks and information extraction in astronomical information retrieval," Vistas in Astronomy, vol. 40, p. 395, 1996.
    • (1996) Vistas in Astronomy , vol.40 , pp. 395
    • Lesteven, S.1    Ponçot, P.2    Murtagh, F.3
  • 76
    • 84890885672 scopus 로고
    • Visualization for the document space
    • (Los Alamitos, CA, USA), Center for Comput. Legal Res., Pace Univ., White Plains, NY, USA, IEEE Comput. Soc. Press
    • X. Lin, "Visualization for the document space," in Proceedings of Visualization '92, (Los Alamitos, CA, USA), pp. 274-81, Center for Comput. Legal Res., Pace Univ., White Plains, NY, USA, IEEE Comput. Soc. Press, 1992.
    • (1992) Proceedings of Visualization '92 , pp. 274-281
    • Lin, X.1
  • 79
    • 84989402021 scopus 로고    scopus 로고
    • Language applications with finite-state technology
    • K. Linden, "Language applications with finite-state technology," International Journal of Corpus Linguistics, vol. 2, pp. 1-7, 1997.
    • (1997) International Journal of Corpus Linguistics , vol.2 , pp. 1-7
    • Linden, K.1
  • 82
    • 0027849460 scopus 로고
    • Structuring software for reuse - The case of self-organizing maps
    • (Piscataway, NJ), JNNS, IEEE Service Center
    • D. Merkl, "Structuring software for reuse - the case of self-organizing maps," in Proceedings of IJCNN-93-Nagoya, International Joint Conference on Neural Networks, vol. III, (Piscataway, NJ), pp. 2468-2471, JNNS, IEEE Service Center, 1993.
    • (1993) Proceedings of IJCNN-93-Nagoya, International Joint Conference on Neural Networks , vol.3 , pp. 2468-2471
    • Merkl, D.1
  • 83
    • 0029512032 scopus 로고
    • Content-based software classification by self-organization
    • (Piscataway, NJ), IEEE Service Center
    • D. Merkl, "Content-based software classification by self-organization," in Proceedings of ICNN'95, IEEE International Conference on Neural Networks, vol. II, (Piscataway, NJ), pp. 1086-1091, IEEE Service Center, 1995.
    • (1995) Proceedings of ICNN'95, IEEE International Conference on Neural Networks , vol.2 , pp. 1086-1091
    • Merkl, D.1
  • 85
    • 0037986903 scopus 로고    scopus 로고
    • Lessons learned in text document classification
    • (Espoo, Finland), Helsinki University of Technology, Neural Networks Research Centre
    • D. Merkl, "Lessons learned in text document classification," in Proc. of Workshop on Self-Organizing Maps 1997 (WSOM'97), (Espoo, Finland), pp. 316-321, Helsinki University of Technology, Neural Networks Research Centre, 1997.
    • (1997) Proc. of Workshop on Self-Organizing Maps 1997 (WSOM'97) , pp. 316-321
    • Merkl, D.1
  • 86
    • 0012375696 scopus 로고    scopus 로고
    • Document classification with self-organizing maps
    • Elsevier
    • D. Merkl, "Document classification with self-organizing maps," in Kohonen Maps, pp. 183-195, Elsevier, 1999.
    • (1999) Kohonen Maps , pp. 183-195
    • Merkl, D.1
  • 90
    • 0031238559 scopus 로고    scopus 로고
    • Dyslexic and category-specific aphasic impairments in a self-organizing feature map model of the lexicon
    • R. Miikkulainen, "Dyslexic and category-specific aphasic impairments in a self-organizing feature map model of the lexicon," Brain and Language, vol. 59, pp. 334-366, 1997.
    • (1997) Brain and Language , vol.59 , pp. 334-366
    • Miikkulainen, R.1
  • 95
    • 0000699588 scopus 로고    scopus 로고
    • A spatial user interface to the astronomical literature
    • P. Poinçot, S. Lesteven, and F. Murtagh, "A spatial user interface to the astronomical literature," Astronomy and Astrophysics, vol. 130, pp. 183-191, 1998.
    • (1998) Astronomy and Astrophysics , vol.130 , pp. 183-191
    • Poinçot, P.1    Lesteven, S.2    Murtagh, F.3
  • 96
    • 27844479194 scopus 로고    scopus 로고
    • An "intersubjective" method for cognitive-semantic research on polysemy: The case of get
    • (M. K. Hiraga, C. Sinha, and S. Wilcox, eds.), John Benjamins B.V.
    • J. Raukko, "An "intersubjective" method for cognitive-semantic research on polysemy: The case of get" in Cultural, Psychological and Typological Issues in Cognitive Linguistics (M. K. Hiraga, C. Sinha, and S. Wilcox, eds.), John Benjamins B.V., 1999.
    • (1999) Cultural, Psychological and Typological Issues in Cognitive Linguistics
    • Raukko, J.1
  • 97
    • 34249971816 scopus 로고
    • Self-organizing semantic maps
    • H. Ritter and T. Kohonen, "Self-organizing semantic maps," Biological Cybernetics, vol. 61, pp. 241-254, 1989.
    • (1989) Biological Cybernetics , vol.61 , pp. 241-254
    • Ritter, H.1    Kohonen, T.2
  • 103
    • 0003862399 scopus 로고
    • Term weighting approaches in automatic text retrieval
    • Cornell University, Department of Computer Science, Ithaca, NY
    • G. Salton and C. Buckley, "Term weighting approaches in automatic text retrieval," Tech. Rep. 87-881, Cornell University, Department of Computer Science, Ithaca, NY, 1987.
    • (1987) Tech. Rep. 87-881
    • Salton, G.1    Buckley, C.2
  • 105
    • 0016572913 scopus 로고
    • A vector space model for automatic indexing
    • G. Salton, A. Wong, and C. S. Yang, "A vector space model for automatic indexing," Communications of the ACM, vol. 18, no. 11, pp. 613-620, 1975.
    • (1975) Communications of the ACM , vol.18 , Issue.11 , pp. 613-620
    • Salton, G.1    Wong, A.2    Yang, C.S.3
  • 106
    • 0028732461 scopus 로고
    • Graphical fisheye views
    • M. Sarkar and M. H. Brown, "Graphical fisheye views," Commumications of the ACM, vol. 37, no. 12, pp. 73-84, 1994.
    • (1994) Commumications of the ACM , vol.37 , Issue.12 , pp. 73-84
    • Sarkar, M.1    Brown, M.H.2
  • 108
    • 0029725135 scopus 로고    scopus 로고
    • The eyes have it: A task by data type taxonomy for information visualizations
    • (Boulder, CO), September
    • B. Shneiderman, "The eyes have it: A task by data type taxonomy for information visualizations," in Proceedings IEEE Visual Language, (Boulder, CO), pp. 336-343, September 1996.
    • (1996) Proceedings IEEE Visual Language , pp. 336-343
    • Shneiderman, B.1
  • 109
    • 2542446965 scopus 로고    scopus 로고
    • Navigation in databases using self-organizing maps
    • Elsevier
    • S. Shumsky, "Navigation in databases using self-organizing maps," in Kohonen Maps, pp. 197-206, Elsevier, 1999.
    • (1999) Kohonen Maps , pp. 197-206
    • Shumsky, S.1
  • 113
    • 0002535204 scopus 로고
    • Self-organizing neural networks for visualization and classification
    • (London, UK), Springer
    • A. Ultsch, "Self-organizing neural networks for visualization and classification," in Information and Classification, (London, UK), pp. 307-313, Springer, 1993.
    • (1993) Information and Classification , pp. 307-313
    • Ultsch, A.1
  • 114
    • 0006519201 scopus 로고    scopus 로고
    • Report A57, Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland, April
    • J. Vesanto, J. Himberg, E. Alhoniemi, and J. Parhankangas, "Som toolbox for matlab 5," Report A57, Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland, April 2000.
    • (2000) Som Toolbox for Matlab 5
    • Vesanto, J.1    Himberg, J.2    Alhoniemi, E.3    Parhankangas, J.4
  • 118
    • 27844461593 scopus 로고    scopus 로고
    • (Espoo, Finland), Helsinki University of Techology, Neural Networks Research Centre
    • Proceedings of WSOM'97, Workshop on Self-Organizing Maps, (Espoo, Finland), Helsinki University of Techology, Neural Networks Research Centre, 1997.
    • (1997) Proceedings of WSOM'97, Workshop on Self-Organizing Maps
  • 119
    • 0030260109 scopus 로고    scopus 로고
    • Neural navigation interfaces for information retrieval: Are they more than an appealing idea?
    • J. Zavrel, "Neural navigation interfaces for information retrieval: are they more than an appealing idea?," Artificial Intelligence Review, vol. 10, no. 5-6, pp. 477-504, 1996.
    • (1996) Artificial Intelligence Review , vol.10 , Issue.5-6 , pp. 477-504
    • Zavrel, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.