메뉴 건너뛰기




Volumn 40, Issue 2, 2013, Pages 621-633

Document-level sentiment classification: An empirical comparison between SVM and ANN

Author keywords

Artificial Neural Networks; Comparative study; Opinion mining; Sentiment classification; Support Vector Machines; Text classification

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATA MINING; INFORMATION RETRIEVAL; INFORMATION RETRIEVAL SYSTEMS; NEURAL NETWORKS; SENTIMENT ANALYSIS; SUPERVISED LEARNING; TEXT PROCESSING;

EID: 84867689553     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2012.07.059     Document Type: Article
Times cited : (593)

References (66)
  • 1
    • 84857165397 scopus 로고    scopus 로고
    • Intelligent feature selection for opinion classification
    • A. Abbasi Intelligent feature selection for opinion classification IEEE Intelligent Systems 25 2010 75 79
    • (2010) IEEE Intelligent Systems , vol.25 , pp. 75-79
    • Abbasi, A.1
  • 2
    • 46249095180 scopus 로고    scopus 로고
    • Sentiment analysis in multiple languages: Feature selection for opinion classification in web forums
    • A. Abbasi, H. Chen, and A. Salem Sentiment analysis in multiple languages: Feature selection for opinion classification in web forums ACM Transactions on Information Systems 26 2008 12:1 12:34
    • (2008) ACM Transactions on Information Systems , vol.26 , pp. 121-1234
    • Abbasi, A.1    Chen, H.2    Salem, A.3
  • 7
    • 79151485435 scopus 로고    scopus 로고
    • Predicting consumer sentiments from online text
    • X. Bai Predicting consumer sentiments from online text Decision Support Systems 50 2011 732 742
    • (2011) Decision Support Systems , vol.50 , pp. 732-742
    • Bai, X.1
  • 8
    • 77952766987 scopus 로고    scopus 로고
    • A user's guide to support vector machines data mining techniques for the life sciences
    • A. Ben-Hur, and J. Weston A user's guide to support vector machines data mining techniques for the life sciences Methods in molecular biology (Clifton, N.J.) 609 2010 223 239
    • (2010) Methods in Molecular Biology (Clifton, N.J.) , vol.609 , pp. 223-239
    • Ben-Hur, A.1    Weston, J.2
  • 12
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C.J.C. Burges A tutorial on support vector machines for pattern recognition Data Mining and Knowledge Discovery 2 1998 121 167
    • (1998) Data Mining and Knowledge Discovery , vol.2 , pp. 121-167
    • Burges, C.J.C.1
  • 13
    • 80053166947 scopus 로고    scopus 로고
    • Sentiment analysis of customer reviews: Balanced versus unbalanced datasets
    • Lecture notes in computer science Springer Berlin/ Heidelberg
    • N. Burns, Y. Bi, H. Wang, and T. Anderson Sentiment analysis of customer reviews: Balanced versus unbalanced datasets Knowledge-based and intelligent information and engineering systems Lecture notes in computer science Vol. 6881 2011 Springer Berlin/ Heidelberg 161 170
    • (2011) Knowledge-based and Intelligent Information and Engineering Systems , vol.6881 , pp. 161-170
    • Burns, N.1    Bi, Y.2    Wang, H.3    Anderson, T.4
  • 15
    • 79952444682 scopus 로고    scopus 로고
    • A neural network based approach for sentiment classification in the blogosphere
    • L.-S. Chen, C.-H. Liu, and H.-J. Chiu A neural network based approach for sentiment classification in the blogosphere Journal of Informetrics 5 2011 313 322
    • (2011) Journal of Informetrics , vol.5 , pp. 313-322
    • Chen, L.-S.1    Liu, C.-H.2    Chiu, H.-J.3
  • 19
    • 78349268014 scopus 로고    scopus 로고
    • A lexicon-enhanced method for sentiment classification: An experiment on online product reviews
    • Y. Dang, Y. Zhang, and H. Chen A lexicon-enhanced method for sentiment classification: An experiment on online product reviews IEEE Intelligent Systems 25 2010 46 53
    • (2010) IEEE Intelligent Systems , vol.25 , pp. 46-53
    • Dang, Y.1    Zhang, Y.2    Chen, H.3
  • 20
    • 0027205884 scopus 로고
    • A scaled conjugate gradient algorithm for fast supervised learning
    • M. Fodslette, and Mnller A scaled conjugate gradient algorithm for fast supervised learning Neural Networks 6 1993 525 533
    • (1993) Neural Networks , vol.6 , pp. 525-533
    • Fodslette, M.1    Mnller2
  • 21
    • 2942731012 scopus 로고    scopus 로고
    • An extensive empirical study of feature selection metrics for text classification
    • G. Forman An extensive empirical study of feature selection metrics for text classification Journal of Machine Learning Research 3 2003 1289 1305
    • (2003) Journal of Machine Learning Research , vol.3 , pp. 1289-1305
    • Forman, G.1
  • 22
    • 14344259210 scopus 로고    scopus 로고
    • Text categorization with many redundant features: Using aggressive feature selection to make svms competitive with c4.5
    • Morgan Kaufman Banff, Alberta, Canada
    • E. Gabrilovich, and S. Markovitch Text categorization with many redundant features: Using aggressive feature selection to make svms competitive with c4.5 Proceedings of the 21st international conference on machine learning 2004 Morgan Kaufman Banff, Alberta, Canada 321 328
    • (2004) Proceedings of the 21st International Conference on Machine Learning , pp. 321-328
    • Gabrilovich, E.1    Markovitch, S.2
  • 28
    • 46649095948 scopus 로고    scopus 로고
    • Neural networks in measurement systems (an engineering view)
    • J. Suykens, G. Horváth, S. Basu, C. Micchelli, J. Vandewalle, NATO science series. Series III: Computer and systems sciences IOS Press Amsterdam chap. 18
    • G. Horváth Neural networks in measurement systems (an engineering view) J. Suykens, G. Horváth, S. Basu, C. Micchelli, J. Vandewalle, Advances in learning theory: Methods, models and applications NATO science series. Series III: Computer and systems sciences Vol. 190 2003 IOS Press Amsterdam 375 402 chap. 18
    • (2003) Advances in Learning Theory: Methods, Models and Applications , vol.190 , pp. 375-402
    • Horváth, G.1
  • 30
    • 84957069814 scopus 로고    scopus 로고
    • Text categorization with suport vector machines: Learning with many relevant features
    • Joachims, T. (1998). Text categorization with suport vector machines: Learning with many relevant features. In Proceedings of the 10th European conference on machine learning (pp. 137-142).
    • (1998) Proceedings of the 10th European Conference on Machine Learning , pp. 137-142
    • Joachims, T.1
  • 41
    • 85141280473 scopus 로고    scopus 로고
    • A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts
    • Pang, B.; & Lee, L. (2004). A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts. In Proceedings of the association for computational linguistics (pp. 271-278).
    • (2004) Proceedings of the Association for Computational Linguistics , pp. 271-278
    • Pang, B.1    Lee, L.2
  • 44
    • 84948481845 scopus 로고
    • An algorithm for suffix stripping
    • M. Porter An algorithm for suffix stripping Program 14 1980 130 137
    • (1980) Program , vol.14 , pp. 130-137
    • Porter, M.1
  • 46
    • 62349089279 scopus 로고    scopus 로고
    • Sentiment analysis: A combined approach
    • R. Prabowo, and M. Thelwall Sentiment analysis: A combined approach Journal of Informetrics 3 2009 143 157
    • (2009) Journal of Informetrics , vol.3 , pp. 143-157
    • Prabowo, R.1    Thelwall, M.2
  • 47
    • 79955619875 scopus 로고    scopus 로고
    • Language-independent sentiment analysis using subjectivity and positional information
    • Raychev, V.; & Nakov, P. (2009). Language-independent sentiment analysis using subjectivity and positional information. In Proceedings of the international conference RANLP-2009 (pp. 360-364).
    • (2009) Proceedings of the International Conference RANLP-2009 , pp. 360-364
    • Raychev, V.1    Nakov, P.2
  • 49
    • 34248640313 scopus 로고    scopus 로고
    • Comparing support vector machines and feedforward neural networks with similar hidden-layer weights
    • E. Romero, and D. Toppo Comparing support vector machines and feedforward neural networks with similar hidden-layer weights IEEE Transactions on Neural Networks 18 2007 959 963
    • (2007) IEEE Transactions on Neural Networks , vol.18 , pp. 959-963
    • Romero, E.1    Toppo, D.2
  • 51
    • 0035181296 scopus 로고    scopus 로고
    • Optimal control by least squares support vector machines
    • J. Suykens, J. Vandewalle, and B.D. Moor Optimal control by least squares support vector machines Neural Networks 14 2001 23 35
    • (2001) Neural Networks , vol.14 , pp. 23-35
    • Suykens, J.1    Vandewalle, J.2    Moor, B.D.3
  • 55
    • 85136072040 scopus 로고    scopus 로고
    • Thumbs up or thumbs down?: Semantic orientation applied to unsupervised classification of reviews
    • Association for Computational Linguistics Stroudsburg, PA, USA
    • P.D. Turney Thumbs up or thumbs down?: Semantic orientation applied to unsupervised classification of reviews Proceedings of the 40th annual meeting on association for computational linguistics ACL '02 2002 Association for Computational Linguistics Stroudsburg, PA, USA 417 424
    • (2002) Proceedings of the 40th Annual Meeting on Association for Computational Linguistics ACL '02 , pp. 417-424
    • Turney, P.D.1
  • 58
    • 33745776176 scopus 로고    scopus 로고
    • 1st ed. Predictive methods for analyzing unstructured information Springer Berlin
    • S.M. Weiss, N. Indurkhya, and T. Zhang Text mining 1st ed. Predictive methods for analyzing unstructured information 2004 Springer Berlin
    • (2004) Text Mining
    • Weiss, S.M.1    Indurkhya, N.2    Zhang, T.3
  • 62
    • 79251598720 scopus 로고    scopus 로고
    • Ensemble of feature sets and classification algorithms for sentiment classification
    • R. Xia, C. Zong, and S. Li Ensemble of feature sets and classification algorithms for sentiment classification Information Sciences 181 2011 1138 1152
    • (2011) Information Sciences , vol.181 , pp. 1138-1152
    • Xia, R.1    Zong, C.2    Li, S.3
  • 64
    • 58349091868 scopus 로고    scopus 로고
    • Sentiment classification of online reviews to travel destinations by supervised machine learning approaches
    • Q. Ye, Z. Zhang, and R. Law Sentiment classification of online reviews to travel destinations by supervised machine learning approaches Expert Systems with Application 36 2009 6527 6535
    • (2009) Expert Systems with Application , vol.36 , pp. 6527-6535
    • Ye, Q.1    Zhang, Z.2    Law, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.