메뉴 건너뛰기




Volumn 23, Issue 1, 2009, Pages 126-144

GA, MR, FFNN, PNN and GMM based models for automatic text summarization

Author keywords

Automatic summarization; Feed forward neural network; Gaussian mixture model; Genetic algorithm; Mathematical regression; Probabilistic neural network

Indexed keywords

GAUSSIAN DISTRIBUTION; GENETIC ALGORITHMS; STATISTICAL MECHANICS; TEXT PROCESSING;

EID: 47349121015     PISSN: 08852308     EISSN: 10958363     Source Type: Journal    
DOI: 10.1016/j.csl.2008.04.002     Document Type: Article
Times cited : (240)

References (51)
  • 1
    • 47349105644 scopus 로고    scopus 로고
    • Aone, C., Okurowski, M.E., Gorlinsky, J., Larsen, B., 1997. A scalable summarization system using robust NLP. In: Proceedings of the ACL'97/EACL'97 Workshop on Intelligent Scalable Text Summarization, Madrid, Spain, pp. 10-17.
    • Aone, C., Okurowski, M.E., Gorlinsky, J., Larsen, B., 1997. A scalable summarization system using robust NLP. In: Proceedings of the ACL'97/EACL'97 Workshop on Intelligent Scalable Text Summarization, Madrid, Spain, pp. 10-17.
  • 2
    • 47349113273 scopus 로고    scopus 로고
    • Azzam, S., Humphreys, K., Gaizauskas, R., 1999. Using coreference chains for text summarization. In: Proceedings of the ACL'99, College Park, MD, USA, pp. 77-84.
    • Azzam, S., Humphreys, K., Gaizauskas, R., 1999. Using coreference chains for text summarization. In: Proceedings of the ACL'99, College Park, MD, USA, pp. 77-84.
  • 3
    • 0025627190 scopus 로고
    • Improved probabilistic neural networks and its performance relative to the other models
    • Cain B.J. Improved probabilistic neural networks and its performance relative to the other models. Proceedings of SPIE, Applications of Artificial Neural Networks 1294 (1990) 354-365
    • (1990) Proceedings of SPIE, Applications of Artificial Neural Networks , vol.1294 , pp. 354-365
    • Cain, B.J.1
  • 4
    • 0032270694 scopus 로고    scopus 로고
    • Carbonell, J.G., Goldstein, J., 1998. The use of MMR, diversity-based reranking for reordering documents and producing summaries. In: Proceedings of the 21st ACM SIGIR, pp. 335-336.
    • Carbonell, J.G., Goldstein, J., 1998. The use of MMR, diversity-based reranking for reordering documents and producing summaries. In: Proceedings of the 21st ACM SIGIR, pp. 335-336.
  • 5
    • 0034785142 scopus 로고    scopus 로고
    • Conroy, J., O'Leary, J., 2001. Text summarization via hidden Markov models. In: SIGIR, pp. 406-407.
    • Conroy, J., O'Leary, J., 2001. Text summarization via hidden Markov models. In: SIGIR, pp. 406-407.
  • 6
    • 34547966337 scopus 로고    scopus 로고
    • User-model based personalized summarization
    • Diaz A., and Gervás P. User-model based personalized summarization. Information Processing & Management 43 6 (2007) 1715-1734
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1715-1734
    • Diaz, A.1    Gervás, P.2
  • 7
    • 34547931461 scopus 로고    scopus 로고
    • Exploiting aspectual features and connecting words for summarization-inspired temporal-relation extraction
    • Dorr B., and Gaasterland T. Exploiting aspectual features and connecting words for summarization-inspired temporal-relation extraction. Information Processing & Management 43 6 (2007) 1681-1704
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1681-1704
    • Dorr, B.1    Gaasterland, T.2
  • 8
    • 84945708920 scopus 로고
    • New methods in automatic extracting
    • Edmundson H.P. New methods in automatic extracting. Journal of the ACM (JACM) 16 2 (1969) 264-285
    • (1969) Journal of the ACM (JACM) , vol.16 , Issue.2 , pp. 264-285
    • Edmundson, H.P.1
  • 9
    • 27344433526 scopus 로고    scopus 로고
    • LexRank: graph-based lexical centrality as salience in text summarization
    • Erkan G., and Radev D. LexRank: graph-based lexical centrality as salience in text summarization. Journal of Artificial Intelligence Research 22 (2004) 457-479
    • (2004) Journal of Artificial Intelligence Research , vol.22 , pp. 457-479
    • Erkan, G.1    Radev, D.2
  • 10
    • 33646802619 scopus 로고    scopus 로고
    • Effects of phoneme type and frequency on distributed speaker identification and verification
    • Fattah M., Ren F., and Kuroiwa S. Effects of phoneme type and frequency on distributed speaker identification and verification. The International Journal "IEICE" E89-D 5 (2006) 1712-1719
    • (2006) The International Journal "IEICE" , vol.E89-D , Issue.5 , pp. 1712-1719
    • Fattah, M.1    Ren, F.2    Kuroiwa, S.3
  • 12
    • 85009227935 scopus 로고    scopus 로고
    • Ganchev, T., Tasoulis, D.K., Vrahatis, M.N., Fakotakis, N., 2003. Locally recurrent probabilistic neural networks for text independent speaker verification. In: Proceedings of the EuroSpeech, vol. 3, pp. 1673-1676.
    • Ganchev, T., Tasoulis, D.K., Vrahatis, M.N., Fakotakis, N., 2003. Locally recurrent probabilistic neural networks for text independent speaker verification. In: Proceedings of the EuroSpeech, vol. 3, pp. 1673-1676.
  • 13
    • 85009080195 scopus 로고    scopus 로고
    • Goldstein, J., Kantrowitz, M., Mittal, V., Carbonell, J., 1999. Summarizing text documents: sentence selection and evaluation metrics. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'99), Berkeley, CA, USA, pp. 121-128.
    • Goldstein, J., Kantrowitz, M., Mittal, V., Carbonell, J., 1999. Summarizing text documents: sentence selection and evaluation metrics. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'99), Berkeley, CA, USA, pp. 121-128.
  • 14
    • 0034795521 scopus 로고    scopus 로고
    • Gong, Y., Liu, X., 2001. Generic text summarization using relevance measure and latent semantic analysis. In: Proceedings of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'01), New Orleans, LA, USA, pp. 19-25.
    • Gong, Y., Liu, X., 2001. Generic text summarization using relevance measure and latent semantic analysis. In: Proceedings of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'01), New Orleans, LA, USA, pp. 19-25.
  • 15
    • 0034324297 scopus 로고    scopus 로고
    • The challenges of automatic summarization
    • Hahn U., and Mani I. The challenges of automatic summarization. IEEE-Computer 33 11 (2000) 29-36
    • (2000) IEEE-Computer , vol.33 , Issue.11 , pp. 29-36
    • Hahn, U.1    Mani, I.2
  • 17
    • 34547983771 scopus 로고    scopus 로고
    • Supervised automatic evaluation for summarization with voted regression model
    • Hirao T., Okumura M., Yasuda N., and Isozaki H. Supervised automatic evaluation for summarization with voted regression model. Information Processing & Management 43 6 (2007) 1521-1535
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1521-1535
    • Hirao, T.1    Okumura, M.2    Yasuda, N.3    Isozaki, H.4
  • 18
    • 34547945128 scopus 로고    scopus 로고
    • Task-based evaluation of text summarization using relevance prediction
    • Hobson S., Dorr B., Monz C., and Schwartz R. Task-based evaluation of text summarization using relevance prediction. Information Processing & Management 43 6 (2007) 1482-1499
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1482-1499
    • Hobson, S.1    Dorr, B.2    Monz, C.3    Schwartz, R.4
  • 19
    • 47349103920 scopus 로고    scopus 로고
    • Hovy, E., Lin, C.Y., 1997. Automatic text summarization in SUMMARIST. In: Proceedings of the ACL'97/EACL'97 Workshop on Intelligent Scalable Text Summarization, Madrid, Spain, pp. 18-24.
    • Hovy, E., Lin, C.Y., 1997. Automatic text summarization in SUMMARIST. In: Proceedings of the ACL'97/EACL'97 Workshop on Intelligent Scalable Text Summarization, Madrid, Spain, pp. 18-24.
  • 20
    • 33646528266 scopus 로고    scopus 로고
    • Making regression tables from stored estimates
    • Jann B. Making regression tables from stored estimates. Stata Journal 5 (2005) 288-308
    • (2005) Stata Journal , vol.5 , pp. 288-308
    • Jann, B.1
  • 21
    • 0039486312 scopus 로고    scopus 로고
    • Using hidden markov modeling to decompose Human-Written summaries
    • Jing H. Using hidden markov modeling to decompose Human-Written summaries. Computational Linguistics 28 4 (2002) 527-543
    • (2002) Computational Linguistics , vol.28 , Issue.4 , pp. 527-543
    • Jing, H.1
  • 22
    • 1842545358 scopus 로고    scopus 로고
    • Approximation algorithms for classification problems with pairwise relationships: metric labeling and markov random fields
    • Kleinberg J., and Tardos E. Approximation algorithms for classification problems with pairwise relationships: metric labeling and markov random fields. Journal of the Association for Computing Machinery 49 5 (2002) 616-639
    • (2002) Journal of the Association for Computing Machinery , vol.49 , Issue.5 , pp. 616-639
    • Kleinberg, J.1    Tardos, E.2
  • 23
    • 0029193387 scopus 로고    scopus 로고
    • Kupiec, J., Pedersen, J., Chen, F., 1995. A trainable document summarizer. In: Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'95), Seattle, WA, USA, pp. 68-73.
    • Kupiec, J., Pedersen, J., Chen, F., 1995. A trainable document summarizer. In: Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'95), Seattle, WA, USA, pp. 68-73.
  • 24
    • 34547941970 scopus 로고    scopus 로고
    • Generating gene summaries from biomedical literature: a study of semi-structured summarization
    • Ling X., Jiang J., He X., Mei Q., Zhai C., and Schatz B. Generating gene summaries from biomedical literature: a study of semi-structured summarization. Information Processing & Management 43 6 (2007) 1777-1791
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1777-1791
    • Ling, X.1    Jiang, J.2    He, X.3    Mei, Q.4    Zhai, C.5    Schatz, B.6
  • 25
    • 0000880768 scopus 로고
    • The automatic creation of literature abstracts
    • Luhn H.P. The automatic creation of literature abstracts. IBM Journal of Research and Development 2 2 (1958) 159-165
    • (1958) IBM Journal of Research and Development , vol.2 , Issue.2 , pp. 159-165
    • Luhn, H.P.1
  • 26
    • 0005353537 scopus 로고    scopus 로고
    • Summarizing similarities and differences among related documents
    • Mani I., and Bloedorn E. Summarizing similarities and differences among related documents. Information Retrieval 1 1-2 (1999) 35-67
    • (1999) Information Retrieval , vol.1 , Issue.1-2 , pp. 35-67
    • Mani, I.1    Bloedorn, E.2
  • 27
    • 0004212367 scopus 로고    scopus 로고
    • Mani I., and Maybury M.T. (Eds), The MIT Press, Cambridge, MA
    • In: Mani I., and Maybury M.T. (Eds). Advances in Automated Text Summarization (1999), The MIT Press, Cambridge, MA
    • (1999) Advances in Automated Text Summarization
  • 28
    • 0029194703 scopus 로고    scopus 로고
    • McKeown, K., Radev, D.R., 1995. Generating summaries of multiple news articles. In: Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'95), Seattle, WA, USA, pp. 74-82.
    • McKeown, K., Radev, D.R., 1995. Generating summaries of multiple news articles. In: Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'95), Seattle, WA, USA, pp. 74-82.
  • 29
  • 30
    • 34547945995 scopus 로고    scopus 로고
    • Discriminative sentence compression with conditional random fields
    • Nomoto T. Discriminative sentence compression with conditional random fields. Information Processing & Management 43 6 (2007) 1571-1587
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1571-1587
    • Nomoto, T.1
  • 31
    • 0034785303 scopus 로고    scopus 로고
    • Nomoto, T., Matsumoto, Y., 2001. A new approach to unsupervised text summarization. In: Proceedings of the 24th ACM SIGIR, pp. 26-34.
    • Nomoto, T., Matsumoto, Y., 2001. A new approach to unsupervised text summarization. In: Proceedings of the 24th ACM SIGIR, pp. 26-34.
  • 33
    • 0032207163 scopus 로고    scopus 로고
    • An efficient scoring algorithm for gaussian mixture model based speaker identification
    • Pellom B.L., and Hansen J.H.L. An efficient scoring algorithm for gaussian mixture model based speaker identification. IEEE Signal Processing Letters 5 11 (1998) 281-284
    • (1998) IEEE Signal Processing Letters , vol.5 , Issue.11 , pp. 281-284
    • Pellom, B.L.1    Hansen, J.H.L.2
  • 34
    • 34547929926 scopus 로고    scopus 로고
    • The use of domain-specific concepts in biomedical text summarization
    • Reeve L., Han H., and Brooks A. The use of domain-specific concepts in biomedical text summarization. Information Processing & Management 43 6 (2007) 1765-1776
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1765-1776
    • Reeve, L.1    Han, H.2    Brooks, A.3
  • 35
    • 0029355999 scopus 로고
    • Speaker identification and verification using Gaussian mixture speaker models
    • Reynolds D. Speaker identification and verification using Gaussian mixture speaker models. Speech Communication 17 (1995) 91-108
    • (1995) Speech Communication , vol.17 , pp. 91-108
    • Reynolds, D.1
  • 36
    • 33746256426 scopus 로고    scopus 로고
    • Review of regression models for categorical dependent variables using Stata, Second Edition, by Long and Freese
    • Richard W. Review of regression models for categorical dependent variables using Stata, Second Edition, by Long and Freese. The Stata Journal 6 2 (2006) 273-278
    • (2006) The Stata Journal , vol.6 , Issue.2 , pp. 273-278
    • Richard, W.1
  • 40
    • 34547933293 scopus 로고    scopus 로고
    • Older versions of the ROUGEeval summarization evaluation system were easier to fool
    • Sjöbergh J. Older versions of the ROUGEeval summarization evaluation system were easier to fool. Information Processing & Management 43 6 (2007) 1500-1505
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1500-1505
    • Sjöbergh, J.1
  • 41
    • 47349096884 scopus 로고    scopus 로고
    • Sparck Jones K., 1993. Discourse modeling for automatic summarizing. Technical Report 29D, Computer Laboratory, University of Cambridge.
    • Sparck Jones K., 1993. Discourse modeling for automatic summarizing. Technical Report 29D, Computer Laboratory, University of Cambridge.
  • 42
    • 0025206332 scopus 로고
    • Probabilistic neural networks
    • Specht D.F. Probabilistic neural networks. Neural Networks 3 1 (1990) 109-118
    • (1990) Neural Networks , vol.3 , Issue.1 , pp. 109-118
    • Specht, D.F.1
  • 44
    • 47349128734 scopus 로고    scopus 로고
    • Teufel, S.H., Moens, M., 1997. Sentence extraction as a classification task. In: Proceedings of the ACL'97/EACL'97 Workshop on Intelligent Scalable Text Summarization, Madrid, Spain, pp. 58-65.
    • Teufel, S.H., Moens, M., 1997. Sentence extraction as a classification task. In: Proceedings of the ACL'97/EACL'97 Workshop on Intelligent Scalable Text Summarization, Madrid, Spain, pp. 58-65.
  • 45
    • 34547927946 scopus 로고    scopus 로고
    • Beyond SumBasic: task-focused summarization with sentence simplification and lexical expansion
    • Vanderwende L., Suzuki H., Brockett C., and Nenkova A. Beyond SumBasic: task-focused summarization with sentence simplification and lexical expansion. Information Processing & Management 43 6 (2007) 1606-1618
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1606-1618
    • Vanderwende, L.1    Suzuki, H.2    Brockett, C.3    Nenkova, A.4
  • 46
    • 34547934448 scopus 로고    scopus 로고
    • Document concept lattice for text understanding and summarization
    • Ye S., Chua T., Kan M., and Qiu L. Document concept lattice for text understanding and summarization. Information Processing & Management 43 6 (2007) 1643-1662
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1643-1662
    • Ye, S.1    Chua, T.2    Kan, M.3    Qiu, L.4
  • 47
    • 84949183406 scopus 로고    scopus 로고
    • Chinese text summarization using a trainable summarizer and latent semantic analysis
    • Proceedings of the 5th International Conference on Asian Digital Libraries (ICADL'02), Springer-Verlag, Singapore, Berlin
    • Yeh J.Y., Ke H.R., and Yang W.P. Chinese text summarization using a trainable summarizer and latent semantic analysis. Proceedings of the 5th International Conference on Asian Digital Libraries (ICADL'02). Lecture Notes in Computer Science vol. 2555 (2002), Springer-Verlag, Singapore, Berlin 76-87
    • (2002) Lecture Notes in Computer Science , vol.2555 , pp. 76-87
    • Yeh, J.Y.1    Ke, H.R.2    Yang, W.P.3
  • 48
    • 4744366943 scopus 로고    scopus 로고
    • Text summarization using a trainable summarizer and latent semantic analysis
    • Yeh J., Ke H., Yang W., and Meng I. Text summarization using a trainable summarizer and latent semantic analysis. Information Processing & Management 41 1 (2005) 75-95
    • (2005) Information Processing & Management , vol.41 , Issue.1 , pp. 75-95
    • Yeh, J.1    Ke, H.2    Yang, W.3    Meng, I.4
  • 49
    • 0022298323 scopus 로고    scopus 로고
    • Young, S.R., Hayes, P.J., 1985. Automatic classification and summarization of banking telexes. In: Proceedings of the 2nd Conference on Artificial Intelligence Application, pp. 402-408.
    • Young, S.R., Hayes, P.J., 1985. Automatic classification and summarization of banking telexes. In: Proceedings of the 2nd Conference on Artificial Intelligence Application, pp. 402-408.
  • 50
    • 34547941814 scopus 로고    scopus 로고
    • Multi-candidate reduction: sentence compression as a tool for document summarization tasks
    • Zajic D., Dorr B., Lin J., and Schwartz R. Multi-candidate reduction: sentence compression as a tool for document summarization tasks. Information Processing & Management 43 6 (2007) 1549-1570
    • (2007) Information Processing & Management , vol.43 , Issue.6 , pp. 1549-1570
    • Zajic, D.1    Dorr, B.2    Lin, J.3    Schwartz, R.4
  • 51
    • 47349090928 scopus 로고    scopus 로고
    • Zhu, X., Ghahramani, Z., 2002. Towards semi-supervised classification with Markov random fields. Technical Report, CMU-CALD-02-106.
    • Zhu, X., Ghahramani, Z., 2002. Towards semi-supervised classification with Markov random fields. Technical Report, CMU-CALD-02-106.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.