{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,17]],"date-time":"2025-05-17T11:45:22Z","timestamp":1747482322830},"publisher-location":"Cham","reference-count":43,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319303178"},{"type":"electronic","value":"9783319303192"}],"license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-30319-2_9","type":"book-chapter","created":{"date-parts":[[2016,3,22]],"date-time":"2016-03-22T11:31:27Z","timestamp":1458646287000},"page":"199-220","source":"Crossref","is-referenced-by-count":14,"title":["Interpretability of Computational Models for Sentiment Analysis"],"prefix":"10.1007","author":[{"given":"Han","family":"Liu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mihaela","family":"Cocea","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alexander","family":"Gegov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,3,23]]},"reference":[{"issue":"3","key":"9_CR1","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1109\/IRET-EM.1956.5007383","volume":"3","author":"J Schlager","year":"1956","unstructured":"Schlager, J.: Systems engineering: key to modern development. IRE Trans. EM 3(3), 64\u201366 (1956)","journal-title":"IRE Trans. EM"},{"key":"9_CR2","unstructured":"Hall, A.D.: A Methodology for Systems Engineering. Van Nostrand Reinhold (1962)"},{"key":"9_CR3","unstructured":"Mitchell, T.M.: Machine Learning, McGraw Hill (1997)"},{"key":"9_CR4","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Stahl, F.: Categorization and construction of rule based systems. In: 15th International Conference on Engineering Applications of Neural Networks, Sofia, Bulgaria (2014)","DOI":"10.1007\/978-3-319-11071-4_18"},{"key":"9_CR5","volume-title":"Fuzzy Logic with Engineering Applications","author":"TJ Ross","year":"2004","unstructured":"Ross, T.J.: Fuzzy Logic with Engineering Applications. John Wiley & Sons Ltd, West Sussex (2004)"},{"key":"9_CR6","unstructured":"Simpson, S.G.: Mathematical Logic, PA (2013)"},{"key":"9_CR7","volume-title":"Introduction to Data Mining","author":"P-N Tan","year":"2006","unstructured":"Tan, P.-N., Steinbach, M., Kumar, V.: Introduction to Data Mining. Pearson Education, New Jersey (2006)"},{"key":"9_CR8","unstructured":"Higgins, C.M.: Classification and Approximation with Rule Based Networks. Pasadena, California (1993)"},{"key":"9_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0019-9958(59)90058-0","volume":"2","author":"AM Uttley","year":"1959","unstructured":"Uttley, A.M.: The design of conditional probability computers. Inf. Control 2, 1\u201324 (1959)","journal-title":"Inf. Control"},{"key":"9_CR10","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1007\/BF00200801","volume":"61","author":"I Kononenko","year":"1989","unstructured":"Kononenko, I.: Bayesain Neual Networks. Biol. Cybern. 61, 361\u2013370 (1989)","journal-title":"Biol. Cybern."},{"key":"9_CR11","volume-title":"Principles of Neurodynamics: Perceptron and the Theory of Brain Mechanisms","author":"F Rosenblatt","year":"1962","unstructured":"Rosenblatt, F.: Principles of Neurodynamics: Perceptron and the Theory of Brain Mechanisms. Spartan Books, Washington, DC (1962)"},{"key":"9_CR12","unstructured":"Ekeberg, O., Lansner, A.: Automatic generation of internal representations in a probabilistic artificial neural network. In: Proceedings of the First European Conference on Neural Networks (1988)"},{"key":"9_CR13","doi-asserted-by":"crossref","unstructured":"Altrabsheh, N., Cocea, M., Fallahkhair, S.: Sentiment analysis: towards a tool for analysing real-time students feedback. In: 2014 IEEE 26th International Conference on Tools with Artificial Intelligence, Limassol, Cyprus (2014)","DOI":"10.1109\/ICTAI.2014.70"},{"key":"9_CR14","doi-asserted-by":"crossref","unstructured":"Liu, B.: Sentiment Analysis and Opinion Mining. Morgan & Claypool Publishers (2012)","DOI":"10.1007\/978-3-031-02145-9"},{"key":"9_CR15","doi-asserted-by":"crossref","unstructured":"Stahl, F., Jordanov, I.: An overview of use of neural networks for data mining tasks. In: WIREs: Data Mining and Knowledge Discovery, pp. 193\u2013208 (2012)","DOI":"10.1002\/widm.1052"},{"issue":"9","key":"9_CR16","first-page":"433","volume":"12","author":"H Liu","year":"2013","unstructured":"Liu, H., Gegov, A., Stahl, F.: J-measure based hybrid pruning for complexity reduction in classification rules. WSEAS Trans. Syst. 12(9), 433\u2013446 (2013)","journal-title":"WSEAS Trans. Syst."},{"key":"9_CR17","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Stahl, F.: Unified framework for construction of rule based classification systems. In: Pedrycz, W., Chen, S.M. (eds.) Inforamtion Granularity, Big Data and Computational Intelligence, vol. 8, pp. 209\u2013230, Springer (2015)","DOI":"10.1007\/978-3-319-08254-7_10"},{"key":"9_CR18","unstructured":"Quinlan, R.: C4.5: Programs for Machine Learning, Morgan Kaufman (1993)"},{"key":"9_CR19","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1023\/A:1006524209794","volume":"13","author":"J F\u00fcrnkranz","year":"1999","unstructured":"F\u00fcrnkranz, J.: Separate-and-conquer rule learning. Artif. Intell. Rev. 13, 3\u201354 (1999)","journal-title":"Artif. Intell. Rev."},{"key":"9_CR20","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1016\/S0020-7373(87)80003-2","volume":"27","author":"J Cendrowska","year":"1987","unstructured":"Cendrowska, J.: PRISM: an algorithm for inducing modular rules. Int. J. Man-Machine Stud. 27, 349\u2013370 (1987)","journal-title":"Int. J. Man-Machine Stud."},{"key":"9_CR21","unstructured":"Deng, X.: A Covering-Based Algorithm for Classification: PRISM. Regina (2012)"},{"key":"9_CR22","doi-asserted-by":"crossref","unstructured":"Liu, H., Gegov, A., Cocea, M.: Network Based Rule Representation for Knowledge Discovery and Predictive Modelling. In: IEEE International Conference on Fuzzy Systems, Istanbul (2015)","DOI":"10.1109\/FUZZ-IEEE.2015.7337807"},{"key":"9_CR23","unstructured":"Rish, I.: An empirical study of the Na\u00efve Bayes classifier. In: IJCAI 2001 Workshop on Empirical Methods in Artificial Intelligence, vol. 3, no. 22, pp. 41\u201346 (2001)"},{"key":"9_CR24","series-title":"Studies in Big Data","volume-title":"Rule Based Systems for Big Data","author":"Han Liu","year":"2016","unstructured":"Liu, H., Gegov, A., Cocea, M.: Rule Based Systems for Big Data: A Machine Learning Approach, vol. 13. Springer, Berlin (2016)"},{"key":"9_CR25","first-page":"168","volume-title":"Expert Systems in the Micro-Electronic Age","author":"R Quinlan","year":"1979","unstructured":"Quinlan, R.: Discovering rules from large collections of examples: a case study. In: Michie, D. (ed.) Expert Systems in the Micro-Electronic Age, pp. 168\u2013201. Edinburgh, Edinburgh (1979)"},{"key":"9_CR26","unstructured":"Lichman, M.: Machine Learning Repository, University of California, School of Information and Computer Science (2013). http:\/\/archive.ics.uci.edu\/ml"},{"issue":"1","key":"9_CR27","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1613\/jair.816","volume":"15","author":"T Elomaa","year":"2001","unstructured":"Elomaa, T., K\u00e4\u00e4ri\u00e4inen, M.: An analysis of reduced error pruning. J. Artif. Intell. Res. 15(1), 163\u2013187 (2001)","journal-title":"J. Artif. Intell. Res."},{"key":"9_CR28","doi-asserted-by":"crossref","unstructured":"Altrabsheh, N., Cocea, M., Fallahkhair, S.: Learning sentiment from students\u2019 feedback for real-time interventions in classrooms. In: Adaptive and intelligent systems: Third International Conference, ICAIS 2014, Bournemouth (2014)","DOI":"10.1007\/978-3-319-11298-5_5"},{"key":"9_CR29","unstructured":"Kummer, O., Savoy, J.: Feature Selection in Sentiment Analysis. In: CORIA 2012, Bordeaux (2012)"},{"issue":"3","key":"9_CR30","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1002\/j.1538-7305.1948.tb01338.x","volume":"27","author":"CE Shanno","year":"1948","unstructured":"Shanno, C.E.: A mathematical theory of communication. Bell Syst. Tech. J. 27(3), 379\u2013423 (1948)","journal-title":"Bell Syst. Tech. J."},{"key":"9_CR31","volume-title":"Principal Component Analysis","author":"IT Jolliffe","year":"2002","unstructured":"Jolliffe, I.T.: Principal Component Analysis. Springer, New York (2002)"},{"issue":"10","key":"9_CR32","doi-asserted-by":"publisher","first-page":"2067","DOI":"10.1016\/S0031-3203(00)00162-X","volume":"34","author":"H Yu","year":"2001","unstructured":"Yu, H., Yang, J.: A direct LDA algorithm for high-dimensional data\u2014with application to face recognition. Patt. Recogn. 34(10), 2067\u20132069 (2001)","journal-title":"Patt. Recogn."},{"key":"9_CR33","unstructured":"Yates, D.S., Moore, D.S., Starnes, D.S.: The Practice of Statistics, 3rd ed. Freeman (2008)"},{"issue":"4","key":"9_CR34","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1080\/00031305.1975.10477402","volume":"29","author":"WE Deming","year":"1975","unstructured":"Deming, W.E.: On probability as a basis for action. Am. Stat. 29(4), 146\u2013152 (1975)","journal-title":"Am. Stat."},{"issue":"7142","key":"9_CR35","doi-asserted-by":"publisher","first-page":"1455","DOI":"10.1136\/bmj.316.7142.1455","volume":"316","author":"SM Kerry","year":"1998","unstructured":"Kerry, S.M., Bland, J.M.: The intracluster correlation coefficient in cluster randomisation. Br. Med. J. 316(7142), 1455\u20131460 (1998)","journal-title":"Br. Med. J."},{"key":"9_CR36","unstructured":"Kerber, R.: ChiMerge: discretization of numeric attributes. In: Proceedings of the 10th National Conference on Artificial Intelligence, California (1992)"},{"issue":"4","key":"9_CR37","doi-asserted-by":"publisher","first-page":"1093","DOI":"10.1016\/j.asej.2014.04.011","volume":"5","author":"W Medhat","year":"2014","unstructured":"Medhat, W., Hassan, A., Korashy, H.: Sentiment analysis algorithms and applications: a survey. Ain Shams Eng. J. 5(4), 1093\u20131113 (2014)","journal-title":"Ain Shams Eng. J."},{"key":"9_CR38","first-page":"386","volume":"50","author":"H Yi","year":"2011","unstructured":"Yi, H., Li, W.: Document sentiment classification by exploring description model of topical terms. Comput. Speech Lang. 50, 386\u2013403 (2011)","journal-title":"Comput. Speech Lang."},{"key":"9_CR39","unstructured":"Lewis, D.D., Ringuette, M.: A comparison of two learning algorithms for text categorization. In: Third Annual Symposium on Document Analysis and Information Retrieval, Las Vegas (1994)"},{"issue":"2","key":"9_CR40","doi-asserted-by":"publisher","first-page":"170","DOI":"10.1007\/s00778-003-0098-9","volume":"12","author":"S Chakrabarti","year":"2003","unstructured":"Chakrabarti, S., Roy, S., Soundalgekar, M.V.: Fast and accurate text classification via multiple linear discriminant projections. Int. J. Very Large Data Bases 12(2), 170\u2013185 (2003)","journal-title":"Int. J. Very Large Data Bases"},{"key":"9_CR41","doi-asserted-by":"crossref","unstructured":"Zhao, C., Wang, S., Li, D.: Fuzzy sentiment membership determining for sentiment classification. In: IEEE International Conference on Data Mining Workshop (ICDMW), Shenzhen (2014)","DOI":"10.1109\/ICDMW.2014.137"},{"key":"9_CR42","doi-asserted-by":"crossref","unstructured":"Nadali, S., Murad, M., Kadir, R.: Sentiment classification of customer reviews based on fuzzy logic. In: International Symposium in Information Technology (ITSim), Kuala Lumpur (2010)","DOI":"10.1109\/ITSIM.2010.5561583"},{"key":"9_CR43","doi-asserted-by":"crossref","unstructured":"Colace, F., Santo, M.D., Greco, L.: A probabilistic approach to Tweets\u2019 sentiment classification. In: 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction, Geneva (2013)","DOI":"10.1109\/ACII.2013.13"}],"container-title":["Studies in Computational Intelligence","Sentiment Analysis and Ontology Engineering"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-30319-2_9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,15]],"date-time":"2024-06-15T06:24:02Z","timestamp":1718432642000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-30319-2_9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319303178","9783319303192"],"references-count":43,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-30319-2_9","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2016]]}}}