메뉴 건너뛰기




Volumn 128, Issue , 2017, Pages 20-33

Automatic detection of satire in Twitter: A psycholinguistic-based approach

Author keywords

Computational psycholinguistics; LIWC; Machine learning; Satire; Twitter

Indexed keywords

ARTIFICIAL INTELLIGENCE; LEARNING ALGORITHMS; LEARNING SYSTEMS; LINGUISTICS; NATURAL LANGUAGE PROCESSING SYSTEMS; SOCIAL NETWORKING (ONLINE);

EID: 85018980981     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2017.04.009     Document Type: Article
Times cited : (69)

References (59)
  • 1
    • 84981742279 scopus 로고    scopus 로고
    • New avenues in knowledge bases for natural language processing
    • Cambria, E., Schuller, B., Xia, Y., White, B., New avenues in knowledge bases for natural language processing. Knowl. Based Syst. 108:C (Sep. 2016), 1–4.
    • (2016) Knowl. Based Syst. , vol.108 , Issue.100 , pp. 1-4
    • Cambria, E.1    Schuller, B.2    Xia, Y.3    White, B.4
  • 2
    • 84963783209 scopus 로고    scopus 로고
    • Affective computing and sentiment analysis
    • Mar.
    • Cambria, E., Affective computing and sentiment analysis. IEEE Intell. Syst. 31:2 (Mar. 2016), 102–107.
    • (2016) IEEE Intell. Syst. , vol.31 , Issue.2 , pp. 102-107
    • Cambria, E.1
  • 4
    • 85046580416 scopus 로고    scopus 로고
    • A deeper look into sarcastic tweets using deep convolutional neural networks
    • Poria, S., Cambria, E., Hazarika, D., Vij, P., A deeper look into sarcastic tweets using deep convolutional neural networks. Proceedings of COLING, 2016, 1601–1612.
    • (2016) Proceedings of COLING , pp. 1601-1612
    • Poria, S.1    Cambria, E.2    Hazarika, D.3    Vij, P.4
  • 7
    • 84992740503 scopus 로고    scopus 로고
    • Irony and sarcasm: corpus generation and analysis using crowdsourcing
    • Filatova, E., Irony and sarcasm: corpus generation and analysis using crowdsourcing. Language Resources and Evaluation Conf, LREC2012, 2012, 392–398.
    • (2012) Language Resources and Evaluation Conf, LREC2012 , pp. 392-398
    • Filatova, E.1
  • 8
    • 84924613190 scopus 로고    scopus 로고
    • Extracting relevant knowledge for the detection of sarcasm and nastiness in the social web
    • Oct.
    • Justo, R., Corcoran, T., Lukin, S.M., Walker, M., Torres, M.I., Extracting relevant knowledge for the detection of sarcasm and nastiness in the social web. Knowl. Based Syst. 69 (Oct. 2014), 124–133.
    • (2014) Knowl. Based Syst. , vol.69 , pp. 124-133
    • Justo, R.1    Corcoran, T.2    Lukin, S.M.3    Walker, M.4    Torres, M.I.5
  • 9
    • 84970045127 scopus 로고    scopus 로고
    • Figurative messages and affect in Twitter: differences between #irony, #sarcasm and #not
    • Sep.
    • Sulis, E., Irazú Hernández Farías, D., Rosso, P., Patti, V., Ruffo, G., Figurative messages and affect in Twitter: differences between #irony, #sarcasm and #not. Knowl. Based Syst. 108 (Sep. 2016), 132–143.
    • (2016) Knowl. Based Syst. , vol.108 , pp. 132-143
    • Sulis, E.1    Irazú Hernández Farías, D.2    Rosso, P.3    Patti, V.4    Ruffo, G.5
  • 10
    • 0004066364 scopus 로고
    • LIWC: Linguistic Inquiry and Word Count
    • Southern Methodist University Dallas, TX
    • Francis, M.E., Pennebaker, J.W., LIWC: Linguistic Inquiry and Word Count. 1993, Southern Methodist University, Dallas, TX.
    • (1993)
    • Francis, M.E.1    Pennebaker, J.W.2
  • 12
    • 67650552879 scopus 로고    scopus 로고
    • Linguistic ethnography: identifying dominant word classes in text
    • A. Gelbukh Springer Berlin Heidelberg
    • Mihalcea, R., Pulman, S., Linguistic ethnography: identifying dominant word classes in text. Gelbukh, A., (eds.) Computational Linguistics and Intelligent Text Processing, 2009, Springer, Berlin Heidelberg, 594–602.
    • (2009) Computational Linguistics and Intelligent Text Processing , pp. 594-602
    • Mihalcea, R.1    Pulman, S.2
  • 14
    • 85012819294 scopus 로고    scopus 로고
    • A statistical analysis of satirical Amazon.com product reviews
    • Apr.
    • Skalicky, S., Crossley, S., A statistical analysis of satirical Amazon.com product reviews. Eur. J. Humour Res. 2:3 (Apr. 2015), 66–85.
    • (2015) Eur. J. Humour Res. , vol.2 , Issue.3 , pp. 66-85
    • Skalicky, S.1    Crossley, S.2
  • 15
    • 84864704365 scopus 로고    scopus 로고
    • Are there necessary conditions for inducing a sense of sarcastic irony?
    • Aug.
    • Campbell, J.D., Katz, A.N., Are there necessary conditions for inducing a sense of sarcastic irony?. ResearchGate 49:6 (Aug. 2012), 459–480.
    • (2012) ResearchGate , vol.49 , Issue.6 , pp. 459-480
    • Campbell, J.D.1    Katz, A.N.2
  • 16
    • 84959899025 scopus 로고    scopus 로고
    • ‘Sarcasm detection on Czech and English Twitter’
    • Ptáček, T., Habernal, I., Hong, J., ‘Sarcasm detection on Czech and English Twitter’. COLING (2014), 2014, 213–223.
    • (2014) COLING (2014) , pp. 213-223
    • Ptáček, T.1    Habernal, I.2    Hong, J.3
  • 17
    • 84991453560 scopus 로고    scopus 로고
    • ‘A pattern-based approach for sarcasm detection on Twitter’
    • Bouazizi, M., Ohtsuki, T.O., ‘A pattern-based approach for sarcasm detection on Twitter’. IEEE Access 4 (2016), 5477–5488.
    • (2016) IEEE Access , vol.4 , pp. 5477-5488
    • Bouazizi, M.1    Ohtsuki, T.O.2
  • 18
    • 84990052905 scopus 로고    scopus 로고
    • Detecting satire in Italian political commentaries’
    • N.T. Nguyen L. Iliadis Y. Manolopoulos B. Trawiński Springer International Publishing
    • Delmonte, R., Stingo, M., Detecting satire in Italian political commentaries’. Nguyen, N.T., Iliadis, L., Manolopoulos, Y., Trawiński, B., (eds.) Computational Collective Intelligence, 2016, Springer International Publishing, 68–77.
    • (2016) Computational Collective Intelligence , pp. 68-77
    • Delmonte, R.1    Stingo, M.2
  • 23
    • 84941219432 scopus 로고    scopus 로고
    • Is this Tweet satirical? A computational approach for satire detection in Spanish
    • Sep.
    • Barbieri, F., Ronzano, F., Saggion, H., Is this Tweet satirical? A computational approach for satire detection in Spanish. Proces. Leng. Nat. 55:0 (Sep. 2015), 135–142.
    • (2015) Proces. Leng. Nat. , vol.55 , pp. 135-142
    • Barbieri, F.1    Ronzano, F.2    Saggion, H.3
  • 26
    • 84923820457 scopus 로고    scopus 로고
    • A modular approach for lexical normalization applied to Spanish tweets
    • Jun.
    • Cotelo, J.M., Cruz, F.L., Troyano, J.A., Ortega, F.J., A modular approach for lexical normalization applied to Spanish tweets. Expert Syst. Appl. 42:10 (Jun. 2015), 4743–4754.
    • (2015) Expert Syst. Appl. , vol.42 , Issue.10 , pp. 4743-4754
    • Cotelo, J.M.1    Cruz, F.L.2    Troyano, J.A.3    Ortega, F.J.4
  • 27
    • 84924200803 scopus 로고    scopus 로고
    • Prototipado Rápido de un Sistema de Normalización de Tuits: Una Aproximacion Léxica
    • Vilares, J., Alonso, M.A., Vilares, D., Prototipado Rápido de un Sistema de Normalización de Tuits: Una Aproximacion Léxica. Presented at the Tweet-Norm@ SEPLN 2013, 2013, 39–43.
    • (2013) Presented at the Tweet-Norm@ SEPLN 2013 , pp. 39-43
    • Vilares, J.1    Alonso, M.A.2    Vilares, D.3
  • 30
    • 85019797362 scopus 로고    scopus 로고
    • NetLingo: The Largest List of Chat Acronyms and Text Shorthand
    • NetLingo Inc.
    • Jansen, E., NetLingo: The Largest List of Chat Acronyms and Text Shorthand. 2014, NetLingo Inc.
    • (2014)
    • Jansen, E.1
  • 31
    • 85019799421 scopus 로고    scopus 로고
    • 15-Sep-Available [Accessed
    • Németh, L., Hunspell, Available [Accessed https://hunspell.github.io/, 15-Sep-2016.
    • (2016)
    • Németh, L.1    Hunspell2
  • 33
    • 84877281150 scopus 로고    scopus 로고
    • Sentiment analysis and topic detection of Spanish Tweets: a comparative study of of NLP techniques’
    • Apr.
    • Anta, A.F., Chiroque, L.N., Morere, P., Santos, A., Sentiment analysis and topic detection of Spanish Tweets: a comparative study of of NLP techniques’. Proces. Leng. Nat. 50:0 (Apr. 2013), 45–52.
    • (2013) Proces. Leng. Nat. , vol.50 , pp. 45-52
    • Anta, A.F.1    Chiroque, L.N.2    Morere, P.3    Santos, A.4
  • 34
    • 84892366876 scopus 로고    scopus 로고
    • TOM: Twitter opinion mining framework using hybrid classification scheme
    • Jan.
    • Khan, F.H., Bashir, S., Qamar, U., TOM: Twitter opinion mining framework using hybrid classification scheme. Decis. Support Syst. 57 (Jan. 2014), 245–257.
    • (2014) Decis. Support Syst. , vol.57 , pp. 245-257
    • Khan, F.H.1    Bashir, S.2    Qamar, U.3
  • 36
    • 84902546089 scopus 로고    scopus 로고
    • Pharmaceutical drugs chatter on online social networks
    • Jun.
    • Wiley, M.T., Jin, C., Hristidis, V., Esterling, K.M., Pharmaceutical drugs chatter on online social networks. J. Biomed. Inform. 49 (Jun. 2014), 245–254.
    • (2014) J. Biomed. Inform. , vol.49 , pp. 245-254
    • Wiley, M.T.1    Jin, C.2    Hristidis, V.3    Esterling, K.M.4
  • 38
    • 84975508536 scopus 로고    scopus 로고
    • The Development and Psychometric Properties of LIWC2015
    • Sep.
    • Pennebaker, J.W., Boyd, R.L., Jordan, K., Blackburn, K., The Development and Psychometric Properties of LIWC2015. Sep. 2015.
    • (2015)
    • Pennebaker, J.W.1    Boyd, R.L.2    Jordan, K.3    Blackburn, K.4
  • 40
    • 0024023344 scopus 로고
    • Development and validation of brief measures of positive and negative affect: the PANAS scales
    • Jun.
    • Watson, D., Clark, L.A., Tellegen, A., Development and validation of brief measures of positive and negative affect: the PANAS scales. J. Pers. Soc. Psychol. 54:6 (Jun. 1988), 1063–1070.
    • (1988) J. Pers. Soc. Psychol. , vol.54 , Issue.6 , pp. 1063-1070
    • Watson, D.1    Clark, L.A.2    Tellegen, A.3
  • 41
    • 78649394789 scopus 로고    scopus 로고
    • WEKA−experiences with a Java Open-Source Project
    • Sep.
    • Bouckaert, R.R., et al. WEKA−experiences with a Java Open-Source Project. J. Mach. Learn. Res. 11 (Sep. 2010), 2533–2541.
    • (2010) J. Mach. Learn. Res. , vol.11 , pp. 2533-2541
    • Bouckaert, R.R.1
  • 43
    • 84899752722 scopus 로고    scopus 로고
    • Transfer learning using Twitter data for improving sentiment classification of Turkish political news
    • E. Gelenbe R. Lent Springer International Publishing
    • Kaya, M., Fidan, G., Toroslu, I.H., Transfer learning using Twitter data for improving sentiment classification of Turkish political news. Gelenbe, E., Lent, R., (eds.) Information Sciences and Systems 2013, 2013, Springer International Publishing, 139–148.
    • (2013) Information Sciences and Systems 2013 , pp. 139-148
    • Kaya, M.1    Fidan, G.2    Toroslu, I.H.3
  • 44
    • 84953638515 scopus 로고    scopus 로고
    • ‘Adapted ensemble classification algorithm based on multiple classifier system and feature selection for classifying multi-class imbalanced data’
    • Feb.
    • Yijing, L., Haixiang, G., Xiao, L., Yanan, L., Jinling, L., ‘Adapted ensemble classification algorithm based on multiple classifier system and feature selection for classifying multi-class imbalanced data’. Knowl. Based Syst. 94 (Feb. 2016), 88–104.
    • (2016) Knowl. Based Syst. , vol.94 , pp. 88-104
    • Yijing, L.1    Haixiang, G.2    Xiao, L.3    Yanan, L.4    Jinling, L.5
  • 45
    • 84929506260 scopus 로고    scopus 로고
    • Integration of graph clustering with ant colony optimization for feature selection
    • Aug.
    • Moradi, P., Rostami, M., Integration of graph clustering with ant colony optimization for feature selection. Knowl. Based Syst. 84 (Aug. 2015), 144–161.
    • (2015) Knowl. Based Syst. , vol.84 , pp. 144-161
    • Moradi, P.1    Rostami, M.2
  • 46
    • 84864452005 scopus 로고    scopus 로고
    • ‘Computational intelligence for microarray data and biomedical image analysis for the early diagnosis of breast cancer
    • Nov.
    • Nahar, J., Imam, T., Tickle, K.S., Shawkat Ali, A.B.M., Chen, Y.-P.P., ‘Computational intelligence for microarray data and biomedical image analysis for the early diagnosis of breast cancer. Expert Syst. Appl. 39:16 (Nov. 2012), 12371–12377.
    • (2012) Expert Syst. Appl. , vol.39 , Issue.16 , pp. 12371-12377
    • Nahar, J.1    Imam, T.2    Tickle, K.S.3    Shawkat Ali, A.B.M.4    Chen, Y.-P.P.5
  • 47
    • 84862783728 scopus 로고    scopus 로고
    • Comparison of feature-level learning methods for mining online consumer reviews’
    • Aug.
    • Chen, L., Qi, L., Wang, F., Comparison of feature-level learning methods for mining online consumer reviews’. Expert Syst. Appl. 39:10 (Aug. 2012), 9588–9601.
    • (2012) Expert Syst. Appl. , vol.39 , Issue.10 , pp. 9588-9601
    • Chen, L.1    Qi, L.2    Wang, F.3
  • 51
    • 84945976905 scopus 로고    scopus 로고
    • ‘A hybrid movie recommender using dynamic fuzzy clustering’
    • O.H. Abdelrahman E. Gelenbe G. Gorbil R. Lent Springer International Publishing
    • Gurcan, F., Birturk, A.A., ‘A hybrid movie recommender using dynamic fuzzy clustering’. Abdelrahman, O.H., Gelenbe, E., Gorbil, G., Lent, R., (eds.) Information Sciences and Systems 2015, 2016, Springer International Publishing, 159–169.
    • (2016) Information Sciences and Systems 2015 , pp. 159-169
    • Gurcan, F.1    Birturk, A.A.2
  • 52
    • 77649253939 scopus 로고    scopus 로고
    • The psychological meaning of words: LIWC and computerized text analysis methods
    • Mar.
    • Tausczik, Y.R., Pennebaker, J.W., The psychological meaning of words: LIWC and computerized text analysis methods. J. Lang. Soc. Psychol. 29:1 (Mar. 2010), 24–54.
    • (2010) J. Lang. Soc. Psychol. , vol.29 , Issue.1 , pp. 24-54
    • Tausczik, Y.R.1    Pennebaker, J.W.2
  • 53
    • 84984704712 scopus 로고    scopus 로고
    • Literal versus exaggerated always and never’
    • Lindey, J., Literal versus exaggerated always and never’. IJCL 21:2 (2016), 219–249.
    • (2016) IJCL , vol.21 , Issue.2 , pp. 219-249
    • Lindey, J.1
  • 54
    • 0742302522 scopus 로고    scopus 로고
    • There's millions of them: hyperbole in everyday conversation
    • Feb.
    • McCarthy, M., Carter, R., There's millions of them: hyperbole in everyday conversation. J. Pragmatics 36:2 (Feb. 2004), 149–184.
    • (2004) J. Pragmatics , vol.36 , Issue.2 , pp. 149-184
    • McCarthy, M.1    Carter, R.2
  • 55
    • 84887907987 scopus 로고    scopus 로고
    • Distinguishing sarcasm from literal language: evidence from books and blogging
    • Nov.
    • Kovaz, D., Kreuz, R.J., Riordan, M.A., Distinguishing sarcasm from literal language: evidence from books and blogging. Discourse Process. 50:8 (Nov. 2013), 598–615.
    • (2013) Discourse Process. , vol.50 , Issue.8 , pp. 598-615
    • Kovaz, D.1    Kreuz, R.J.2    Riordan, M.A.3
  • 57
    • 84894448798 scopus 로고    scopus 로고
    • A comparative study of training algorithms for supervised machine learning
    • Bhavsar, H., Ganatra, A., A comparative study of training algorithms for supervised machine learning. Int. J. Soft Comput. Eng. 2:4 (2012), 74–81.
    • (2012) Int. J. Soft Comput. Eng. , vol.2 , Issue.4 , pp. 74-81
    • Bhavsar, H.1    Ganatra, A.2
  • 59
    • 34047138318 scopus 로고    scopus 로고
    • Combining SVMs with various feature selection strategies
    • I. Guyon M. Nikravesh S. Gunn L.A. Zadeh Springer Berlin Heidelberg
    • Chen, Y.-W., Lin, C.-J., Combining SVMs with various feature selection strategies. Guyon, I., Nikravesh, M., Gunn, S., Zadeh, L.A., (eds.) Feature Extraction, 2006, Springer, Berlin Heidelberg, 315–324.
    • (2006) Feature Extraction , pp. 315-324
    • Chen, Y.-W.1    Lin, C.-J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.