{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,11]],"date-time":"2024-09-11T08:25:12Z","timestamp":1726043112623},"publisher-location":"Cham","reference-count":41,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030285524"},{"type":"electronic","value":"9783030285531"}],"license":[{"start":{"date-parts":[[2019,9,4]],"date-time":"2019-09-04T00:00:00Z","timestamp":1567555200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2020]]},"DOI":"10.1007\/978-3-030-28553-1_4","type":"book-chapter","created":{"date-parts":[[2019,9,3]],"date-time":"2019-09-03T01:04:29Z","timestamp":1567472669000},"page":"77-94","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Comparative Analysis of Different Classifiers on Crisis-Related Tweets: An\u00a0Elaborate Study"],"prefix":"10.1007","author":[{"given":"Sukanya","family":"Manna","sequence":"first","affiliation":[]},{"given":"Haruto","family":"Nakai","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,9,4]]},"reference":[{"key":"4_CR1","unstructured":"Aas, K., Eikvil, L.: Text categorisation: a survey. Technical report, Norwegian Computing Center (1999)"},{"key":"4_CR2","doi-asserted-by":"crossref","unstructured":"Abdelhaq, H., Gertz, M., Sengstock, C.: Spatio-temporal characteristics of bursty words in twitter streams. In: Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, pp. 194\u2013203. ACM (2013)","DOI":"10.1145\/2525314.2525354"},{"key":"4_CR3","unstructured":"Bird, S., Klein, E., Loper, E.: Natural Language Processing with Python: Analyzing Text with the Natural Language Toolkit. O\u2019Reilly Media, Inc. (2009)"},{"key":"4_CR4","doi-asserted-by":"crossref","unstructured":"Brown, C., Noulas, A., Mascolo, C., Blondel, V.: A place-focused model for social networks in cities. In: 2013 International Conference on Social Computing (SocialCom), pp. 75\u201380. IEEE (2013)","DOI":"10.1109\/SocialCom.2013.18"},{"key":"4_CR5","doi-asserted-by":"crossref","unstructured":"Brynielsson, J., Johansson, F., Westling, A.: Learning to classify emotional content in crisis-related tweets. In: 2013 IEEE International Conference on Intelligence and Security Informatics (ISI), pp. 33\u201338. IEEE (2013)","DOI":"10.1109\/ISI.2013.6578782"},{"key":"4_CR6","unstructured":"Chollet, F.: Keras documentation. Keras.io (2015)"},{"issue":"6","key":"4_CR7","doi-asserted-by":"publisher","first-page":"753","DOI":"10.1111\/j.1467-9671.2011.01294.x","volume":"15","author":"J Gelernter","year":"2011","unstructured":"Gelernter, J., Mushegian, N.: Geo-parsing messages from microtext. Trans. GIS 15(6), 753\u2013773 (2011)","journal-title":"Trans. GIS"},{"key":"4_CR8","doi-asserted-by":"crossref","unstructured":"Hong, L., Davison, B.D.: Empirical study of topic modeling in twitter. In: Proceedings of the First Workshop on Social Media Analytics, pp. 80\u201388. ACM (2010)","DOI":"10.1145\/1964858.1964870"},{"key":"4_CR9","doi-asserted-by":"crossref","unstructured":"Hu, X., Manna, S., Truong, B.N.: Product aspect identification: analyzing role of different classifiers. In: 2014 IEEE Symposium on Computational Intelligence and Data Mining (CIDM), pp. 202\u2013209. IEEE (2014)","DOI":"10.1109\/CIDM.2014.7008668"},{"issue":"4","key":"4_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2771588","volume":"47","author":"Muhammad Imran","year":"2015","unstructured":"Imran, M., Castillo, C., Diaz, F., Vieweg, S.: Processing social media messages in mass emergency: a survey. ACM Comput. Surv. 47(4), 67:1\u201367:38 (2015). ISSN 0360-0300. https:\/\/doi.org\/10.1145\/2771588 . http:\/\/doi.acm.org\/10.1145\/2771588","journal-title":"ACM Computing Surveys"},{"key":"4_CR11","doi-asserted-by":"crossref","unstructured":"Java, A., Song, X., Finin, T., Tseng, B.: Why we twitter: understanding microblogging usage and communities. In: Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 Workshop on Web Mining and Social Network Analysis, pp. 56\u201365. ACM (2007)","DOI":"10.1145\/1348549.1348556"},{"key":"4_CR12","doi-asserted-by":"crossref","unstructured":"Joachims, T.: Text Categorization with Support Vector Machines: Learning with Many Relevant Features. Springer (1998)","DOI":"10.1007\/BFb0026683"},{"key":"4_CR13","doi-asserted-by":"crossref","unstructured":"Kim, E., Ihm, H., Myaeng, S.H.: Topic-based place semantics discovered from microblogging text messages. In: Proceedings of the 23rd International Conference on World Wide Web, pp. 561\u2013562. ACM (2014)","DOI":"10.1145\/2567948.2576955"},{"key":"4_CR14","doi-asserted-by":"crossref","unstructured":"Kinsella, S., Murdock, V., O\u2019Hare, N.: I\u2019m eating a sandwich in glasgow: modeling locations with tweets. In: Proceedings of the 3rd International Workshop on Search and Mining User-Generated Contents, pp. 61\u201368. ACM (2011)","DOI":"10.1145\/2065023.2065039"},{"key":"4_CR15","unstructured":"Komarek, P., Moore, A.W.: Making logistic regression a core data mining tool with TR-IRLS. In: Fifth IEEE International Conference on Data Mining (ICDM\u201905), p. 4. IEEE (2005)"},{"issue":"2","key":"4_CR16","first-page":"85","volume":"3","author":"V Korde","year":"2012","unstructured":"Korde, V., Mahender, C.N.: Text classification and classifiers: a survey. Int. J. Artif. Intell. Appl. 3(2), 85 (2012)","journal-title":"Int. J. Artif. Intell. Appl."},{"key":"4_CR17","doi-asserted-by":"crossref","unstructured":"Krishnamurthy, B., Gill, P., Arlitt, M.: A few chirps about twitter. In: Proceedings of the First Workshop on Online Social Networks, pp. 19\u201324. ACM (2008)","DOI":"10.1145\/1397735.1397741"},{"issue":"2","key":"4_CR18","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1145\/2047296.2047298","volume":"3","author":"JL Leidner","year":"2011","unstructured":"Leidner, J.L., Lieberman, M.D.: Detecting geographical references in the form of place names and associated spatial natural language. SIGSPATIAL Spec. 3(2), 5\u201311 (2011)","journal-title":"SIGSPATIAL Spec."},{"key":"4_CR19","doi-asserted-by":"crossref","unstructured":"Lin, C.X., Zhao, B., Mei, Q., Han, J.: PET: a statistical model for popular events tracking in social communities. In: Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 929\u2013938. ACM (2010)","DOI":"10.1145\/1835804.1835922"},{"key":"4_CR20","unstructured":"McCallum, A., Nigam, K., et al.: A comparison of event models for Naive Bayes text classification. In: AAAI-98 Workshop on Learning for Text Categorization, vol. 752, pp. 41\u201348. Citeseer (1998)"},{"key":"4_CR21","unstructured":"Mikolov, T., Chen, K., Corrado, G., Dean, J.: Efficient estimation of word representations in vector space. arXiv preprint arXiv:1301.3781 (2013)"},{"key":"4_CR22","doi-asserted-by":"crossref","unstructured":"Nadeau, D., Sekine, S.: A survey of named entity recognition and classification. Lingvisticae Investigationes 30(1), 3\u201326 (2007)","DOI":"10.1075\/li.30.1.03nad"},{"key":"4_CR23","doi-asserted-by":"crossref","unstructured":"Okazaki, M., Matsuo, Y.: Semantic twitter: analyzing tweets for real-time event notification. In: Recent Trends and Developments in Social Software, pp. 63\u201374. Springer (2010)","DOI":"10.1007\/978-3-642-16581-8_7"},{"key":"4_CR24","doi-asserted-by":"crossref","unstructured":"Olteanu, A., Castillo, C., Diaz, F., Vieweg, S.: CrisisLex: a lexicon for collecting and filtering microblogged communications in crises. In: ICWSM (2014)","DOI":"10.1609\/icwsm.v8i1.14538"},{"key":"4_CR25","doi-asserted-by":"publisher","unstructured":"Olteanu, A., Vieweg, S., Castillo, C.: What to expect when the unexpected happens: social media communications across crises. In: Proceedings of the 18th ACM Conference on Computer Supported Cooperative Work & Social Computing, CSCW\u201915, pp. 994\u20131009. ACM, New York, NY, USA (2015). https:\/\/doi.org\/10.1145\/2675133.2675242 . http:\/\/doi.acm.org\/10.1145\/2675133.2675242","DOI":"10.1145\/2675133.2675242"},{"key":"4_CR26","doi-asserted-by":"crossref","unstructured":"Phelan, O., McCarthy, K., Smyth, B.: Using twitter to recommend real-time topical news. In: Proceedings of the Third ACM Conference on Recommender Systems, pp. 385\u2013388. ACM (2009)","DOI":"10.1145\/1639714.1639794"},{"key":"4_CR27","unstructured":"Qu, L., Ifrim, G., Weikum, G.: The bag-of-opinions method for review rating prediction from sparse text patterns. In: Proceedings of the 23rd International Conference on Computational Linguistics, pp. 913\u2013921. Association for Computational Linguistics (2010)"},{"key":"4_CR28","first-page":"1","volume":"10","author":"D Ramage","year":"2010","unstructured":"Ramage, D., Dumais, S.T., Liebling, D.J.: Characterizing microblogs with topic models. ICWSM 10, 1\u20131 (2010)","journal-title":"ICWSM"},{"key":"4_CR29","doi-asserted-by":"crossref","unstructured":"Sakaki, T., Okazaki, M., Matsuo, Y.: Earthquake shakes twitter users: real-time event detection by social sensors. In: Proceedings of the 19th International Conference on World Wide Web, pp. 851\u2013860. ACM (2010)","DOI":"10.1145\/1772690.1772777"},{"key":"4_CR30","doi-asserted-by":"publisher","first-page":"196","DOI":"10.1016\/j.jbi.2014.11.002","volume":"53","author":"Abeed Sarker","year":"2015","unstructured":"Sarker, A., Gonzalez, G.: Portable automatic text classification for adverse drug reaction detection via multi-corpus training. J. Biomed. Inf. 53, (2014). https:\/\/doi.org\/10.1016\/j.jbi.2014.11.002","journal-title":"Journal of Biomedical Informatics"},{"key":"4_CR31","doi-asserted-by":"crossref","unstructured":"Schneider, K.M.: A comparison of event models for naive bayes anti-spam e-mail filtering. In: Proceedings of the Tenth Conference on European Chapter of the Association for Computational Linguistics, vol. 1, pp. 307\u2013314. Association for Computational Linguistics (2003)","DOI":"10.3115\/1067807.1067848"},{"issue":"1","key":"4_CR32","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/505282.505283","volume":"34","author":"F Sebastiani","year":"2002","unstructured":"Sebastiani, F.: Machine learning in automated text categorization. ACM Comput. Surv. (CSUR) 34(1), 1\u201347 (2002)","journal-title":"ACM Comput. Surv. (CSUR)"},{"issue":"1","key":"4_CR33","first-page":"1929","volume":"15","author":"N Srivastava","year":"2014","unstructured":"Srivastava, N., Hinton, G., Krizhevsky, A., Sutskever, I., Salakhutdinov, R.: Dropout: a simple way to prevent neural networks from overfitting. J. Mach. Learn. Res. 15(1), 1929\u20131958 (2014)","journal-title":"J. Mach. Learn. Res."},{"key":"4_CR34","unstructured":"Starbird, K., Stamberger, J.: Tweak the tweet: leveraging microblogging proliferation with a prescriptive syntax to support citizen reporting (2010)"},{"issue":"1","key":"4_CR35","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1016\/j.ipm.2013.08.006","volume":"50","author":"AK Uysal","year":"2014","unstructured":"Uysal, A.K., Gunal, S.: The impact of preprocessing on text classification. Inf. Process. Manag. 50(1), 104\u2013112 (2014)","journal-title":"Inf. Process. Manag."},{"key":"4_CR36","doi-asserted-by":"crossref","unstructured":"Vieweg, S., Hughes, A.L., Starbird, K., Palen, L.: Microblogging during two natural hazards events: what twitter may contribute to situational awareness. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 1079\u20131088. ACM (2010)","DOI":"10.1145\/1753326.1753486"},{"key":"4_CR37","doi-asserted-by":"crossref","unstructured":"Wang, Y., Agichtein, E., Benzi, M.: TM-LDA: efficient online modeling of latent topic transitions in social media. In: Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 123\u2013131. ACM (2012)","DOI":"10.1145\/2339530.2339552"},{"key":"4_CR38","doi-asserted-by":"crossref","unstructured":"Weng, J., Lim, E.P., Jiang, J., He, Q.: Twitterrank: finding topic-sensitive influential twitterers. In: Proceedings of the Third ACM International Conference on Web Search and Data Mining, pp. 261\u2013270. ACM (2010)","DOI":"10.1145\/1718487.1718520"},{"issue":"6","key":"4_CR39","doi-asserted-by":"publisher","first-page":"52","DOI":"10.1109\/MIS.2012.6","volume":"27","author":"J Yin","year":"2012","unstructured":"Yin, J., Lampert, A., Cameron, M., Robinson, B., Power, R.: Using social media to enhance emergency situation awareness. IEEE Intell. Syst. 27(6), 52\u201359 (2012)","journal-title":"IEEE Intell. Syst."},{"key":"4_CR40","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1016\/j.knosys.2016.03.027","volume":"102","author":"H Zhang","year":"2016","unstructured":"Zhang, H., Zhong, G.: Improving short text classification by learning vector representations of both words and hidden topics. Knowl. Based Syst. 102, 76\u201386 (2016)","journal-title":"Knowl. Based Syst."},{"key":"4_CR41","unstructured":"Zhang, W., Gelernter, J.: Geocoding location expressions in Twitter messages: a preference learning method. J. Spat. Inf. Sci. 2014(9), 37\u201370 (2014)"}],"container-title":["Studies in Computational Intelligence","Nature-Inspired Computation in Data Mining and Machine Learning"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-28553-1_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,19]],"date-time":"2023-09-19T19:25:23Z","timestamp":1695151523000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-28553-1_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,9,4]]},"ISBN":["9783030285524","9783030285531"],"references-count":41,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-28553-1_4","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2019,9,4]]},"assertion":[{"value":"4 September 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}