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Volumn 108, Issue , 2016, Pages 110-124

A hybrid approach to the sentiment analysis problem at the sentence level

Author keywords

Computing with sentiments; Fuzzy sets; Maximum entropy; Na ve Bayes; Semantic rules; Sentiment analysis; SentiWordNet; Unsupervised machine learning

Indexed keywords

ARTIFICIAL INTELLIGENCE; DATA MINING; ENTROPY; FUZZY SETS; LEARNING ALGORITHMS; LEARNING SYSTEMS; NATURAL LANGUAGE PROCESSING SYSTEMS; SEMANTICS; SODIUM;

EID: 84970016111     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2016.05.040     Document Type: Article
Times cited : (190)

References (74)
  • 1
    • 25644459607 scopus 로고    scopus 로고
    • Introduction to Machine Learning
    • The MIT Press second ed.
    • [1] Alpaydin, E., Introduction to Machine Learning. 2010, The MIT Press, second ed.
    • (2010)
    • Alpaydin, E.1
  • 2
    • 84930257315 scopus 로고    scopus 로고
    • Main concepts, state of the art and future research questions in sentiment analysis
    • [2] Appel, O., Chiclana, F., Carter, J., Main concepts, state of the art and future research questions in sentiment analysis. Acta Polytechnica Hungarica 12:3 (2015), 87–108.
    • (2015) Acta Polytechnica Hungarica , vol.12 , Issue.3 , pp. 87-108
    • Appel, O.1    Chiclana, F.2    Carter, J.3
  • 3
    • 70349549313 scopus 로고    scopus 로고
    • Natural Language Processing with Python
    • O'Reilly Media Inc
    • [3] Bird, S., Loper, E., Klein, E., Natural Language Processing with Python. 2009, O'Reilly Media Inc.
    • (2009)
    • Bird, S.1    Loper, E.2    Klein, E.3
  • 4
    • 33846516584 scopus 로고    scopus 로고
    • Pattern Recognition and Machine Learning
    • first ed. Springer Science + Business Media, LLC
    • [4] Bishop, C.M., Pattern Recognition and Machine Learning. first ed., 2006, Springer Science + Business Media, LLC.
    • (2006)
    • Bishop, C.M.1
  • 5
    • 84924582295 scopus 로고    scopus 로고
    • Meta-level sentiment models for big social data analysis
    • [5] Bravo-Márquez, F., Mendoza, M., Poblete, B., Meta-level sentiment models for big social data analysis. Know. Based Syst. 69 (2014), 86–99.
    • (2014) Know. Based Syst. , vol.69 , pp. 86-99
    • Bravo-Márquez, F.1    Mendoza, M.2    Poblete, B.3
  • 6
    • 84937631625 scopus 로고    scopus 로고
    • Sentic computing: A common-sense-based framework for concept-level sentiment analysis
    • Springer International Publishing Switzerland
    • [6] Cambria, E., Hussain, A., Sentic computing: A common-sense-based framework for concept-level sentiment analysis. 2015, Springer International Publishing Switzerland.
    • (2015)
    • Cambria, E.1    Hussain, A.2
  • 7
    • 84963783209 scopus 로고    scopus 로고
    • Affective computing and sentiment analysis
    • [7] Cambria, E., Affective computing and sentiment analysis. IEEE Intell. Syst. 31:2 (2016), 102–107.
    • (2016) IEEE Intell. Syst. , vol.31 , Issue.2 , pp. 102-107
    • Cambria, E.1
  • 8
    • 84884180388 scopus 로고    scopus 로고
    • Statistical approaches to concept-level sentiment analysis
    • [8] Cambria, E., Schuller, B.W., Liu, B., Wang, H., Havasi, C., Statistical approaches to concept-level sentiment analysis. IEEE Intell. Syst. 28:3 (2013), 6–9.
    • (2013) IEEE Intell. Syst. , vol.28 , Issue.3 , pp. 6-9
    • Cambria, E.1    Schuller, B.W.2    Liu, B.3    Wang, H.4    Havasi, C.5
  • 10
    • 85018097555 scopus 로고    scopus 로고
    • Big social data analysis
    • R. Akerkar CRC Press - A Chapman & Hall Book
    • [10] Cambria, E., Rajagopal, D., Olsher, D., Das, D., Big social data analysis. Akerkar, R., (eds.) Big Data Computing, 2014, CRC Press - A Chapman & Hall Book, 401–414.
    • (2014) Big Data Computing , pp. 401-414
    • Cambria, E.1    Rajagopal, D.2    Olsher, D.3    Das, D.4
  • 11
    • 84924594811 scopus 로고    scopus 로고
    • Guest editorial: big social data analysis
    • [11] Cambria, E., Wang, H., White, B., Guest editorial: big social data analysis. Know. Based Syst. 69 (2014), 1–2.
    • (2014) Know. Based Syst. , vol.69 , pp. 1-2
    • Cambria, E.1    Wang, H.2    White, B.3
  • 12
    • 84969228568 scopus 로고    scopus 로고
    • An ELM-based model for affective analogical reasoning
    • [12] Cambria, E., Gastaldo, P., Bisio, F., Zunino, R., An ELM-based model for affective analogical reasoning. Neurocomputing 149:Part A (2015), 443–455.
    • (2015) Neurocomputing , vol.149 , pp. 443-455
    • Cambria, E.1    Gastaldo, P.2    Bisio, F.3    Zunino, R.4
  • 13
    • 60549093892 scopus 로고    scopus 로고
    • Cardinal consistency of reciprocal preference relations: a characterization of multiplicative transitivity
    • [13] Chiclana, F., Herrera-Viedma, E., Alonso, S., Herrera, F., Cardinal consistency of reciprocal preference relations: a characterization of multiplicative transitivity. IEEE Trans. Fuzzy Syst. 17:1 (2009), 14–23.
    • (2009) IEEE Trans. Fuzzy Syst. , vol.17 , Issue.1 , pp. 14-23
    • Chiclana, F.1    Herrera-Viedma, E.2    Alonso, S.3    Herrera, F.4
  • 14
    • 84908066477 scopus 로고    scopus 로고
    • Data-driven integration of multiple sentiment dictionaries for lexicon-based sentiment classification of product reviews
    • [14] Cho, H., Kim, S., Lee, J., Lee, J.-S., Data-driven integration of multiple sentiment dictionaries for lexicon-based sentiment classification of product reviews. Know. Based Syst. 71 (2014), 61–71.
    • (2014) Know. Based Syst. , vol.71 , pp. 61-71
    • Cho, H.1    Kim, S.2    Lee, J.3    Lee, J.-S.4
  • 17
    • 0004238431 scopus 로고    scopus 로고
    • The Scheme Programming Language
    • fourth ed. The MIT Press
    • [17] Dybvig, R.K., The Scheme Programming Language. fourth ed., 2009, The MIT Press.
    • (2009)
    • Dybvig, R.K.1
  • 21
    • 84860539465 scopus 로고    scopus 로고
    • Institute of Information Science and Technologies (ISTI) of the Italian National Research Council (CNR) Technical report isti-pp-002/2007
    • [21] Esuli, A., Sebastiani, F., SentiWordNet: A High-Coverage Lexical Resource for Opinion Mining, 2006, Institute of Information Science and Technologies (ISTI) of the Italian National Research Council (CNR) Technical report isti-pp-002/2007.
    • (2006) SentiWordNet: A High-Coverage Lexical Resource for Opinion Mining
    • Esuli, A.1    Sebastiani, F.2
  • 23
    • 84930162674 scopus 로고    scopus 로고
    • Combination of active learning and self-training for cross-lingual sentiment classification with density analysis of unlabelled samples
    • [23] Hajmohammadi, M.S., Ibrahim, R., Selamat, A., Fujita, H., Combination of active learning and self-training for cross-lingual sentiment classification with density analysis of unlabelled samples. Inf. Sci. 317 (2015), 67–77.
    • (2015) Inf. Sci. , vol.317 , pp. 67-77
    • Hajmohammadi, M.S.1    Ibrahim, R.2    Selamat, A.3    Fujita, H.4
  • 29
    • 84934783073 scopus 로고    scopus 로고
    • Using rhetorical structure in sentiment analysis
    • [29] Hogenboom, A., Frasincar, F., de Jong, F., Kaymak, U., Using rhetorical structure in sentiment analysis. Commun. ACM 58:7 (2015), 69–77.
    • (2015) Commun. ACM , vol.58 , Issue.7 , pp. 69-77
    • Hogenboom, A.1    Frasincar, F.2    de Jong, F.3    Kaymak, U.4
  • 31
    • 84892445065 scopus 로고    scopus 로고
    • Automatic construction of domain-specific sentiment lexicon based on constrained label propagation
    • [31] Huang, S., Niu, Z., Shi, C., Automatic construction of domain-specific sentiment lexicon based on constrained label propagation. Know. Based Syst. 56 (2014), 191–200.
    • (2014) Know. Based Syst. , vol.56 , pp. 191-200
    • Huang, S.1    Niu, Z.2    Shi, C.3
  • 32
    • 84924613190 scopus 로고    scopus 로고
    • Extracting relevant knowledge for the detection of sarcasm and nastiness in the social web
    • [32] Justo, R., Corcoran, T., Lukin, S.M., Walker, M.A., Torres, M.I., Extracting relevant knowledge for the detection of sarcasm and nastiness in the social web. Knowl. Based Syst. 69 (2014), 124–133.
    • (2014) Knowl. Based Syst. , vol.69 , pp. 124-133
    • Justo, R.1    Corcoran, T.2    Lukin, S.M.3    Walker, M.A.4    Torres, M.I.5
  • 35
    • 84862732380 scopus 로고    scopus 로고
    • Sentiment Analysis and Opinion Mining
    • first ed. Morgan and Claypool Publishers: Synthesis Lectures on Human Language Technologies
    • [35] Liu, B., Sentiment Analysis and Opinion Mining. first ed., 2012, Morgan and Claypool Publishers: Synthesis Lectures on Human Language Technologies.
    • (2012)
    • Liu, B.1
  • 36
    • 84961480199 scopus 로고
    • Rhetorical structure theory: toward a functional theory of text organization
    • [36] Mann, W., Thompson, S.A., Rhetorical structure theory: toward a functional theory of text organization. Text 8:3 (1988), 243–281.
    • (1988) Text , vol.8 , Issue.3 , pp. 243-281
    • Mann, W.1    Thompson, S.A.2
  • 37
    • 85054211134 scopus 로고    scopus 로고
    • Machine Learning - An Algorithmic Perspective
    • first ed. Chapman & Hall/CRC Machine Learning & Pattern Recognition Series CRC Press
    • [37] Marsland, S., Machine Learning - An Algorithmic Perspective. first ed., 2009, Chapman & Hall/CRC Machine Learning & Pattern Recognition Series CRC Press.
    • (2009)
    • Marsland, S.1
  • 38
    • 84936896337 scopus 로고
    • Recursive functions of symbolic expressions and their computation by machine, part I
    • [38] McCarthy, J., Recursive functions of symbolic expressions and their computation by machine, part I. Commun. ACM 3:4 (1960), 184–195.
    • (1960) Commun. ACM , vol.3 , Issue.4 , pp. 184-195
    • McCarthy, J.1
  • 40
    • 39749093168 scopus 로고
    • The magical number seven, plus or minus two: some limits on our capacity for processing information
    • [40] Miller, G.A., The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychol. Rev. 63 (1956), 81–97.
    • (1956) Psychol. Rev. , vol.63 , pp. 81-97
    • Miller, G.A.1
  • 44
    • 48449095896 scopus 로고    scopus 로고
    • Opinion Mining and Sentiment Analysis
    • NOW: The Essence of Knowledge, Foundations and Trends in Information Retrieval
    • [44] Pang, B., Lee, L., Opinion Mining and Sentiment Analysis. 2(1–2), 2008, NOW: The Essence of Knowledge, Foundations and Trends in Information Retrieval, 1–135.
    • (2008) , vol.2 , Issue.1-2 , pp. 1-135
    • Pang, B.1    Lee, L.2
  • 47
    • 84894588411 scopus 로고    scopus 로고
    • Linguistic majorities with difference in support
    • [47] Pérez-Asurmendi, P., Chiclana, F., Linguistic majorities with difference in support. Appl. Soft Comput. 18 (2004), 196–208.
    • (2004) Appl. Soft Comput. , vol.18 , pp. 196-208
    • Pérez-Asurmendi, P.1    Chiclana, F.2
  • 48
    • 84912049593 scopus 로고    scopus 로고
    • Social network decision making with linguistic trustworthiness-based induced OWA operators
    • [48] Pérez, L.G., Mata, F., Chiclana, F., Social network decision making with linguistic trustworthiness-based induced OWA operators. Int. J. Intell. Syst. 29:12 (2014), 1117–1137.
    • (2014) Int. J. Intell. Syst. , vol.29 , Issue.12 , pp. 1117-1137
    • Pérez, L.G.1    Mata, F.2    Chiclana, F.3
  • 50
    • 84858317382 scopus 로고    scopus 로고
    • Python Text Processing with NLTK 2.0 Cookbook
    • Packt Publishing
    • [50] Perkins, J., Python Text Processing with NLTK 2.0 Cookbook. 2010, Packt Publishing.
    • (2010)
    • Perkins, J.1
  • 51
    • 0003959340 scopus 로고    scopus 로고
    • Affective Computing
    • first ed. The MIT Press Cambridge, Massachusetts
    • [51] Picard, R.W., Affective Computing. first ed., 2000, The MIT Press, Cambridge, Massachusetts.
    • (2000)
    • Picard, R.W.1
  • 52
    • 84924582748 scopus 로고    scopus 로고
    • Sentic patterns: dependency-based rules for concept-level sentiment analysis
    • [52] Poria, S., Cambria, E., Winterstein, G., Huang, G.-B., Sentic patterns: dependency-based rules for concept-level sentiment analysis. Know. Based Syst. 69 (2014), 45–63.
    • (2014) Know. Based Syst. , vol.69 , pp. 45-63
    • Poria, S.1    Cambria, E.2    Winterstein, G.3    Huang, G.-B.4
  • 53
    • 85079512620 scopus 로고    scopus 로고
    • Sentiment Symposium Tutorial: Linguistic Structure
    • Stanford Department of Linguistics, Stanford University (Part of the Sentiment Analysis Symposium held at San Francisco, november 8-9, 2011. Accessed date: December 2014)
    • [53] Potts, C., Sentiment Symposium Tutorial: Linguistic Structure. 2011, Stanford Department of Linguistics, Stanford University (Part of the Sentiment Analysis Symposium held at San Francisco, november 8-9, 2011. Accessed date: December 2014).
    • (2011)
    • Potts, C.1
  • 54
    • 84944355103 scopus 로고    scopus 로고
    • A survey on opinion mining and sentiment analysis: tasks, approaches and applications
    • [54] Ravi, K.R., Ravi, V., A survey on opinion mining and sentiment analysis: tasks, approaches and applications. Know. Based Syst. 89:C (2015), 14–46.
    • (2015) Know. Based Syst. , vol.89 , Issue.100 , pp. 14-46
    • Ravi, K.R.1    Ravi, V.2
  • 55
    • 84880155338 scopus 로고    scopus 로고
    • Combining lexicon-based and learning-based methods for Twitter sentiment analysis
    • [55] Sadegh, M., Ibrahim, R., Othman, Z.A., Combining lexicon-based and learning-based methods for Twitter sentiment analysis. Int. J. Comput. Technol. 2:3 (2012), 171–178.
    • (2012) Int. J. Comput. Technol. , vol.2 , Issue.3 , pp. 171-178
    • Sadegh, M.1    Ibrahim, R.2    Othman, Z.A.3
  • 56
    • 84962437268 scopus 로고    scopus 로고
    • Survey on aspect-level sentiment analysis
    • [56] Schouten, K., Frasincar, F., Survey on aspect-level sentiment analysis. IEEE Trans. Knowl. Data Eng. 28:3 (2016), 813–830.
    • (2016) IEEE Trans. Knowl. Data Eng. , vol.28 , Issue.3 , pp. 813-830
    • Schouten, K.1    Frasincar, F.2
  • 59
    • 0035415706 scopus 로고    scopus 로고
    • Affect analysis of text using fuzzy semantic typing
    • [59] Subasic, P., Huettner, A., Affect analysis of text using fuzzy semantic typing. IEEE Trans. Fuzzy Syst. 9:4 (2001), 483–496.
    • (2001) IEEE Trans. Fuzzy Syst. , vol.9 , Issue.4 , pp. 483-496
    • Subasic, P.1    Huettner, A.2
  • 60
    • 0346866586 scopus 로고
    • Scheme: An Interpreter for Extended Lambda Calculus
    • [60] Sussman, G.J., Steele, G.L. Jr, Scheme: An Interpreter for Extended Lambda Calculus. MIT AI Lab Memo-349, 1975.
    • (1975) MIT AI Lab Memo-349
    • Sussman, G.J.1    Steele, G.L.2
  • 62
    • 0041073915 scopus 로고    scopus 로고
    • Reasonable properties for the ordering of fuzzy quantities (II)
    • [62] Wang, X., Kerre, E., Reasonable properties for the ordering of fuzzy quantities (II). Fuzzy Sets Syst. 118:3 (2001), 387–405.
    • (2001) Fuzzy Sets Syst. , vol.118 , Issue.3 , pp. 387-405
    • Wang, X.1    Kerre, E.2
  • 63
    • 0003948494 scopus 로고    scopus 로고
    • Social Network Analysis: Methods and Applications
    • Cambridge University Press
    • [63] Wasserman, S., Faust, K., Social Network Analysis: Methods and Applications. 2009, Cambridge University Press.
    • (2009)
    • Wasserman, S.1    Faust, K.2
  • 64
    • 22944460701 scopus 로고    scopus 로고
    • Geometry and Meaning
    • first ed. CSLI Publications
    • [64] Widdows, D., Geometry and Meaning. first ed. CSLI Lecture Notes No. 172, 2004, CSLI Publications.
    • (2004) CSLI Lecture Notes No. 172
    • Widdows, D.1
  • 66
    • 84897660200 scopus 로고    scopus 로고
    • A social network analysis trust-consensus based approach to group decision-making problems with interval-valued fuzzy reciprocal preference relations
    • [66] Wu, J., Chiclana, F., A social network analysis trust-consensus based approach to group decision-making problems with interval-valued fuzzy reciprocal preference relations. Know. Based Syst. 59 (2014), 97–107.
    • (2014) Know. Based Syst. , vol.59 , pp. 97-107
    • Wu, J.1    Chiclana, F.2
  • 67
    • 84939653660 scopus 로고    scopus 로고
    • Trust based consensus model for social network in an incomplete linguistic information context
    • [67] Wu, J., Chiclana, F., Trust based consensus model for social network in an incomplete linguistic information context. Appl. Soft Comput. 35 (2015), 827–839.
    • (2015) Appl. Soft Comput. , vol.35 , pp. 827-839
    • Wu, J.1    Chiclana, F.2
  • 68
    • 84957882020 scopus 로고    scopus 로고
    • Uninorm trust propagation and aggregation methods for group decision making in social network with four tuples information
    • [68] Wu, J., Xiong, R., Chiclana, F., Uninorm trust propagation and aggregation methods for group decision making in social network with four tuples information. Knowl. Based Syst. 96 (2016), 29–39.
    • (2016) Knowl. Based Syst. , vol.96 , pp. 29-39
    • Wu, J.1    Xiong, R.2    Chiclana, F.3
  • 70
    • 0000233274 scopus 로고    scopus 로고
    • Uninorm aggregation operators
    • [70] Yager, R.R., Rybalov, A., Uninorm aggregation operators. Fuzzy Sets Syst. 80:1 (1996), 111–120.
    • (1996) Fuzzy Sets Syst. , vol.80 , Issue.1 , pp. 111-120
    • Yager, R.R.1    Rybalov, A.2
  • 72
    • 0015558134 scopus 로고
    • Outline of a new approach to the analysis of complex systems and decision processes
    • [72] Zadeh, L.A., Outline of a new approach to the analysis of complex systems and decision processes. IEEE Trans. Syst. Man Cybern. Part B-Cybern. SMC-3 (1973), 28–44.
    • (1973) IEEE Trans. Syst. Man Cybern. Part B-Cybern. , pp. 28-44
    • Zadeh, L.A.1
  • 73
    • 0035279095 scopus 로고    scopus 로고
    • A new direction in AI: toward a computational theory of perceptions
    • [73] Zadeh, L.A., A new direction in AI: toward a computational theory of perceptions. AI Mag. 22:1 (2001), 73–84.
    • (2001) AI Mag. , vol.22 , Issue.1 , pp. 73-84
    • Zadeh, L.A.1
  • 74
    • 9444260947 scopus 로고    scopus 로고
    • From Computing with Numbers to Computing with Words - From Manipulation of Measurements to Manipulation of Perceptions
    • [74] Zadeh, L.A., From Computing with Numbers to Computing with Words - From Manipulation of Measurements to Manipulation of Perceptions. Int. J. Appl. Math. Comput. Sci. 12:3 (2002), 307–324.
    • (2002) Int. J. Appl. Math. Comput. Sci. , vol.12 , Issue.3 , pp. 307-324
    • Zadeh, L.A.1


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