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Volumn 40, Issue 4, 2014, Pages 592-600

A hybrid machine learning model for multi-document summarization

Author keywords

Maximum entropy; Multi document automatic summarization; Naive Bayes; Support vector machine

Indexed keywords

ARTIFICIAL INTELLIGENCE; MAXIMUM ENTROPY METHODS; STATISTICAL MECHANICS; TEXT PROCESSING;

EID: 84902525746     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10489-013-0490-0     Document Type: Article
Times cited : (89)

References (48)
  • 2
    • 85121260064 scopus 로고    scopus 로고
    • Using coreference chains for text summarization
    • College Park, MD, USA
    • 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
    • (1999) Proceedings of the ACL'99 , pp. 77-84
    • Azzam, S.1    Humphreys, K.2    Gaizauskas, R.3
  • 3
    • 67749132539 scopus 로고    scopus 로고
    • Automatic text summarization using support vector machine
    • Begum N, Fattah M, Ren F (2009) Automatic text summarization using support vector machine. Int J Innov Comput Inf Control 5(7):1987-1996
    • (2009) Int J Innov Comput Inf Control , vol.5 , Issue.7 , pp. 1987-1996
    • Begum, N.1    Fattah, M.2    Ren, F.3
  • 4
    • 0032270694 scopus 로고    scopus 로고
    • The use of MMR, diversity-based reranking for reordering documents and producing summaries
    • Carbonell JG, 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
    • (1998) Proceedings of the 21st ACM SIGIR , pp. 335-336
    • Carbonell, J.G.1    Goldstein, J.2
  • 5
    • 34547966337 scopus 로고    scopus 로고
    • User-model based personalized summarization
    • 10.1016/j.ipm.2007.01.009
    • Diaz A, Gervás P (2007) User-model based personalized summarization. Inf Process Manag 43(6):1715-1734
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1715-1734
    • Diaz, A.1    Gervás, P.2
  • 6
    • 34547931461 scopus 로고    scopus 로고
    • Exploiting aspectual features and connecting words for summarization-inspired temporal-relation extraction
    • 10.1016/j.ipm.2007.01.008
    • Dorr B, Gaasterland T (2007) Exploiting aspectual features and connecting words for summarization-inspired temporal-relation extraction. Inf Process Manag 43(6):1681-1704
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1681-1704
    • Dorr, B.1    Gaasterland, T.2
  • 7
    • 84945708920 scopus 로고
    • New methods in automatic extracting
    • 10.1145/321510.321519 0181.19704
    • Edmundson HP (1969) New methods in automatic extracting. J ACM 16(2):264-285
    • (1969) J ACM , vol.16 , Issue.2 , pp. 264-285
    • Edmundson, H.P.1
  • 8
    • 47349121015 scopus 로고    scopus 로고
    • GA, MR, FFNN, PNN & GMM based models for automatic text summarization
    • 10.1016/j.csl.2008.04.002
    • Fattah M, Ren F (2009) GA, MR, FFNN, PNN & GMM based models for automatic text summarization. Comput Speech Lang 23(1):126-144
    • (2009) Comput Speech Lang , vol.23 , Issue.1 , pp. 126-144
    • Fattah, M.1    Ren, F.2
  • 11
    • 0034324297 scopus 로고    scopus 로고
    • The challenges of automatic summarization
    • 10.1109/2.881692
    • Hahn U, Mani I (2000) The challenges of automatic summarization. IEEE Comput 33(11):29-36
    • (2000) IEEE Comput , vol.33 , Issue.11 , pp. 29-36
    • Hahn, U.1    Mani, I.2
  • 12
    • 34547952615 scopus 로고    scopus 로고
    • Satisfying information needs with multi-document summaries
    • 10.1016/j.ipm.2007.01.004
    • Harabagiu S, Hickl A, Lacatusu F (2007) Satisfying information needs with multi-document summaries. Inf Process Manag 43(6):1619-1642
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1619-1642
    • Harabagiu, S.1    Hickl, A.2    Lacatusu, F.3
  • 13
    • 34547983771 scopus 로고    scopus 로고
    • Supervised automatic evaluation for summarization with voted regression model
    • 10.1016/j.ipm.2007.01.012
    • Hirao T, Okumura M, Yasuda N, Isozaki H (2007) Supervised automatic evaluation for summarization with voted regression model. Inf Process Manag 43(6):1521-1535
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1521-1535
    • Hirao, T.1    Okumura, M.2    Yasuda, N.3    Isozaki, H.4
  • 14
    • 34547945128 scopus 로고    scopus 로고
    • Task-based evaluation of text summarization using relevance prediction
    • 10.1016/j.ipm.2007.01.002
    • Hobson S, Dorr B, Monz C, Schwartz R (2007) Task-based evaluation of text summarization using relevance prediction. Inf Process Manag 43(6):1482-1499
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1482-1499
    • Hobson, S.1    Dorr, B.2    Monz, C.3    Schwartz, R.4
  • 17
    • 34547941970 scopus 로고    scopus 로고
    • Generating gene summaries from biomedical literature: A study of semi-structured summarization
    • 10.1016/j.ipm.2007.01.018
    • Ling X, Jiang J, He X, Mei Q, Zhai C, Schatz B (2007) Generating gene summaries from biomedical literature: a study of semi-structured summarization. Inf Process Manag 43(6):1777-1791
    • (2007) Inf Process Manag , 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
  • 18
    • 0000880768 scopus 로고
    • The automatic creation of literature abstracts
    • 10.1147/rd.22.0159 90905
    • Luhn HP (1958) The automatic creation of literature abstracts. IBM J Res Dev 2(2):159-165
    • (1958) IBM J Res Dev , vol.2 , Issue.2 , pp. 159-165
    • Luhn, H.P.1
  • 19
    • 0005353537 scopus 로고    scopus 로고
    • Summarizing similarities and differences among related documents
    • 10.1023/A:1009930203452
    • Mani I, Bloedorn E (1999) Summarizing similarities and differences among related documents. Inf Retr 1(1-2):35-67
    • (1999) Inf Retr , vol.1 , Issue.1-2 , pp. 35-67
    • Mani, I.1    Bloedorn, E.2
  • 22
    • 34547927218 scopus 로고    scopus 로고
    • Summarizing court decisions
    • 10.1016/j.ipm.2007.01.005 2371687
    • Moens M (2007) Summarizing court decisions. Inf Process Manag 43(6):1748-1764
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1748-1764
    • Moens, M.1
  • 23
    • 34547945995 scopus 로고    scopus 로고
    • Discriminative sentence compression with conditional random fields
    • 10.1016/j.ipm.2007.01.025
    • Nomoto T (2007) Discriminative sentence compression with conditional random fields. Inf Process Manag 43(6):1571-1587
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1571-1587
    • Nomoto, T.1
  • 26
    • 11944266539 scopus 로고
    • Information theory and statistical mechanics
    • 10.1103/PhysRev.106.620 0084.43701 87305
    • Jaynes ET (1957) Information theory and statistical mechanics. Phys Rev 106(4):620-630
    • (1957) Phys Rev , vol.106 , Issue.4 , pp. 620-630
    • Jaynes, E.T.1
  • 27
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • 10.1002/j.1538-7305.1948.tb01338.x 1154.94303 26286
    • Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27:379-423
    • (1948) Bell Syst Tech J , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 28
    • 34547940674 scopus 로고    scopus 로고
    • DUC in context
    • 10.1016/j.ipm.2007.01.019
    • Over P, Dang H, Harman D (2007) DUC in context. Inf Process Manag 43(6):1506-1520
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1506-1520
    • Over, P.1    Dang, H.2    Harman, D.3
  • 29
    • 34547929926 scopus 로고    scopus 로고
    • The use of domain-specific concepts in biomedical text summarization
    • 10.1016/j.ipm.2007.01.026
    • Reeve L, Han H, Brooks A (2007) The use of domain-specific concepts in biomedical text summarization. Inf Process Manag 43(6):1765-1776
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1765-1776
    • Reeve, L.1    Han, H.2    Brooks, A.3
  • 30
    • 0031101725 scopus 로고    scopus 로고
    • Automatic text structuring and summarization
    • 10.1016/S0306-4573(96)00062-3
    • Salton G, Singhal A, Mitra M, Buckley C (1997) Automatic text structuring and summarization. Inf Process Manag 33(2):193-207
    • (1997) Inf Process Manag , vol.33 , Issue.2 , pp. 193-207
    • Salton, G.1    Singhal, A.2    Mitra, M.3    Buckley, C.4
  • 33
    • 34547933293 scopus 로고    scopus 로고
    • Older versions of the ROUGEeval summarization evaluation system were easier to fool
    • 10.1016/j.ipm.2007.01.014
    • Sjöbergh J (2007) Older versions of the ROUGEeval summarization evaluation system were easier to fool. Inf Process Manag 43(6):1500-1505
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1500-1505
    • Sjöbergh, J.1
  • 35
    • 34547954540 scopus 로고    scopus 로고
    • Two uses of anaphora resolution in summarization
    • 10.1016/j.ipm.2007.01.010
    • Steinberger J, Poesio M, Kabadjov M, Ježek K (2007) Two uses of anaphora resolution in summarization. Inf Process Manag 43(6):1663-1680
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1663-1680
    • Steinberger, J.1    Poesio, M.2    Kabadjov, M.3    Ježek, K.4
  • 38
    • 4744366943 scopus 로고    scopus 로고
    • Text summarization using a trainable summarizer and latent semantic analysis
    • 10.1016/j.ipm.2004.04.003
    • Yeh J, Ke H, Yang W, Meng I (2005) Text summarization using a trainable summarizer and latent semantic analysis. Inf Process Manag 41(1):75-95
    • (2005) Inf Process Manag , vol.41 , Issue.1 , pp. 75-95
    • Yeh, J.1    Ke, H.2    Yang, W.3    Meng, I.4
  • 39
    • 84949183406 scopus 로고    scopus 로고
    • Chinese text summarization using a trainable summarizer and latent semantic analysis
    • Singapore Lecture notes in computer science 2555 Springer Berlin
    • Yeh JY, Ke HR, Yang WP (2002) Chinese text summarization using a trainable summarizer and latent semantic analysis. In: Proceedings of the 5th international conference on Asian digital libraries (ICADL'02), Singapore. Lecture notes in computer science, vol 2555. Springer, Berlin, pp 76-87
    • (2002) Proceedings of the 5th International Conference on Asian Digital Libraries (ICADL'02) , pp. 76-87
    • Yeh, J.Y.1    Ke, H.R.2    Yang, W.P.3
  • 40
    • 34547934448 scopus 로고    scopus 로고
    • Document concept lattice for text understanding and summarization
    • 10.1016/j.ipm.2007.03.010
    • Ye S, Chua T, Kan M, Qiu L (2007) Document concept lattice for text understanding and summarization. Inf Process Manag 43(6):1643-1662
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1643-1662
    • Ye, S.1    Chua, T.2    Kan, M.3    Qiu, L.4
  • 42
    • 34547941814 scopus 로고    scopus 로고
    • Multi-candidate reduction: Sentence compression as a tool for document summarization tasks
    • 10.1016/j.ipm.2007.01.016
    • Zajic D, Dorr B, Lin J, Schwartz R (2007) Multi-candidate reduction: sentence compression as a tool for document summarization tasks. Inf Process Manag 43(6):1549-1570
    • (2007) Inf Process Manag , vol.43 , Issue.6 , pp. 1549-1570
    • Zajic, D.1    Dorr, B.2    Lin, J.3    Schwartz, R.4
  • 43
    • 80053406880 scopus 로고    scopus 로고
    • Towards a unified approach to simultaneous single-document and multi-document summarizations
    • Beijing, China
    • Wan X (2010) Towards a unified approach to simultaneous single-document and multi-document summarizations. In: Proceedings of the 23rd international conference on computational linguistics, Beijing, China, pp 1137-1145
    • (2010) Proceedings of the 23rd International Conference on Computational Linguistics , pp. 1137-1145
    • Wan, X.1
  • 45
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • 10.1016/S0004-3702(97)00063-5 0904.68142 1605908
    • Blum AL, Langley P (1997) Selection of relevant features and examples in machine learning. Artif Intell 97:245-271
    • (1997) Artif Intell , vol.97 , pp. 245-271
    • Blum, A.L.1    Langley, P.2
  • 46
    • 84876786218 scopus 로고    scopus 로고
    • CLASSY 2011 at TAC: Guided and multi-lingual summaries and evaluation metrics
    • National Institute of Standards and Technology Gaithersburg
    • Conroy J, Schlesinger J, Kubina J (2011) CLASSY 2011 at TAC: guided and multi-lingual summaries and evaluation metrics. In: Proceedings of the fourth text analysis conference (TAC 2011). National Institute of Standards and Technology, Gaithersburg
    • (2011) Proceedings of the Fourth Text Analysis Conference (TAC 2011)
    • Conroy, J.1    Schlesinger, J.2    Kubina, J.3
  • 47
    • 49949095213 scopus 로고    scopus 로고
    • Arabic/English multidocument summarization with CLASSY-the past and the future
    • A.F. Gelbukh (eds) Haifa, Israel February 2008 Lecture notes in computer science 4919 Springer Berlin
    • Schlesinger J, Leary D, Conroy J (2008) Arabic/English multidocument summarization with CLASSY-the past and the future. In: Gelbukh AF (ed) CICLing, Haifa, Israel, February 2008. Lecture notes in computer science, vol 4919. Springer, Berlin, pp 568-581
    • (2008) CICLing , pp. 568-581
    • Schlesinger, J.1    Leary, D.2    Conroy, J.3
  • 48
    • 84868362932 scopus 로고    scopus 로고
    • Multi-document summarization via submodularity
    • 10.1007/s10489-012-0336-1
    • Li J, Li L, Li T (2012) Multi-document summarization via submodularity. Appl Intell 37(3):420-430
    • (2012) Appl Intell , vol.37 , Issue.3 , pp. 420-430
    • Li, J.1    Li, L.2    Li, T.3


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