{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,11]],"date-time":"2024-09-11T12:00:50Z","timestamp":1726056050389},"publisher-location":"Cham","reference-count":31,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030308087"},{"type":"electronic","value":"9783030308094"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"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":[[2019]]},"DOI":"10.1007\/978-3-030-30809-4_27","type":"book-chapter","created":{"date-parts":[[2019,10,28]],"date-time":"2019-10-28T18:03:58Z","timestamp":1572285838000},"page":"287-304","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Mexico City Traffic Analysis Based on Social Computing and Machine Learning"],"prefix":"10.1007","author":[{"given":"Magdalena Salda\u00f1a","family":"P\u00e9rez","sequence":"first","affiliation":[]},{"given":"Miguel Torres","family":"Ruiz","sequence":"additional","affiliation":[]},{"given":"Marco Moreno","family":"Ibarra","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,10,29]]},"reference":[{"key":"27_CR1","unstructured":"Bishop, C.M.: Pattern Recognition and Machine Learning. Springer, Berlin (2006)"},{"issue":"6","key":"27_CR2","doi-asserted-by":"publisher","first-page":"e156","DOI":"10.2196\/jmir.2121","volume":"14","author":"SH Burton","year":"2012","unstructured":"Burton, S.H., Tanner, K.W., Giraud-Carrier, C.G., West, J.H., Barnes, M.D.: Right time, right place health communication on Twitter: value and accuracy of location information. J. Med. Internet Res. 14(6), e156 (2012)","journal-title":"J. Med. Internet Res."},{"key":"27_CR3","doi-asserted-by":"publisher","unstructured":"Cheng, Z., Caverlee, J., Lee, K.: You are where you Tweet: a content-based approach to geo-locating twitter users. In: Huang, J. (ed.) Proceedings of 19th ACM International Conference on Information and Knowledge Management (CIKM) (2010), pp. 759\u2013768. ACM, New York. \n                    https:\/\/doi.org\/10.1145\/1871437.1871535","DOI":"10.1145\/1871437.1871535"},{"issue":"1","key":"27_CR4","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1016\/S0893-6080(03)00169-2","volume":"17","author":"V Cherkassky","year":"2004","unstructured":"Cherkassky, V., Ma, Y.: Practical selection of SVM parameters and noise estimation for SVM regression. Neural Netw. 17(1), 113\u2013126 (2004)","journal-title":"Neural Netw."},{"issue":"3","key":"27_CR5","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes, C., Vapnik, V.: Support-vector networks. Mach. Learn. 20(3), 273\u2013297 (1995)","journal-title":"Mach. Learn."},{"issue":"10","key":"27_CR6","doi-asserted-by":"publisher","first-page":"1749","DOI":"10.1111\/poms.12707","volume":"27","author":"R Cui","year":"2018","unstructured":"Cui, R., Gallino, S., Moreno, A., Zhang, D.J.: The operational value of social media information. Product. Oper. Manag. 27(10), 1749\u20131769 (2018)","journal-title":"Product. Oper. Manag."},{"issue":"1\u20133","key":"27_CR7","doi-asserted-by":"publisher","first-page":"271","DOI":"10.1023\/A:1012474916001","volume":"46","author":"GW Flake","year":"2002","unstructured":"Flake, G.W., Lawrence, S.: Efficient SVM regression training with SMO. Mach. Learn. 46(1\u20133), 271\u2013290 (2002)","journal-title":"Mach. Learn."},{"key":"27_CR8","first-page":"67","volume-title":"Lecture Notes in Geoinformation and Cartography","author":"Georg Gartner","year":"2010","unstructured":"Gartner, G.: Emotional response to space as an additional concept of supporting wayfinding in ubiquitous cartography. In: Mapping Different Geographies, pp. 67\u201373. Springer, Berlin (2011)"},{"issue":"4","key":"27_CR9","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1007\/s10708-007-9111-y","volume":"69","author":"MF Goodchild","year":"2007","unstructured":"Goodchild, M.F.: Citizens as sensors: the world of volunteered geography. GeoJournal 69(4), 211\u2013221 (2007)","journal-title":"GeoJournal"},{"issue":"3","key":"27_CR10","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1080\/17538941003759255","volume":"3","author":"MF Goodchild","year":"2010","unstructured":"Goodchild, M.F., Glennon, J.A.: Crowdsourcing geographic information for disaster response: a research frontier. Int. J. Digit. Earth 3(3), 231\u2013241 (2010)","journal-title":"Int. J. Digit. Earth"},{"issue":"9","key":"27_CR11","first-page":"1","volume":"2014","author":"S Hahmann","year":"2014","unstructured":"Hahmann, S., Purves, R.S., Burghardt, D.: Twitter location (sometimes) matters: Exploring the relationship between georeferenced tweet content and nearby feature classes. J. Spat. Inf. Sci. 2014(9), 1\u201336 (2014)","journal-title":"J. Spat. Inf. Sci."},{"issue":"4","key":"27_CR12","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/MPRV.2008.80","volume":"7","author":"M Haklay","year":"2008","unstructured":"Haklay, M., Weber, P.: Openstreetmap: User-generated street maps. IEEE Pervasive Comput. 7(4), 12\u201318 (2008)","journal-title":"IEEE Pervasive Comput."},{"key":"27_CR13","unstructured":"Han, B., Baldwin, T.: Lexical normalisation of short text messages: Makn sensa #twitter. In: Proceedings of 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (HLT) (2011), vol. 1, ACL, pp. 368\u2013378"},{"issue":"5","key":"27_CR14","first-page":"47","volume":"65","author":"H Isaka","year":"2016","unstructured":"Isaka, H., Nagayoshi, H., Yoshikawa, H., Yamada, T., Kakeno, N.: Next generation of global production management using sensing and analysis technology. Hitachi Rev. 65(5), 47\u201352 (2016)","journal-title":"Hitachi Rev."},{"key":"27_CR15","doi-asserted-by":"crossref","unstructured":"Kibanov, M., Becker, M., Mueller, J., Atzmueller, M., Hotho, A., Stumme, G.: Adaptive kNN using expected accuracy for classification of geo-spatial data. In: Proceedings of the 33rd Annual ACM Symposium on Applied Computing, pp. 857\u2013865. ACM, New York (2018 Apr)","DOI":"10.1145\/3167132.3167226"},{"issue":"3","key":"27_CR16","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1109\/4235.930318","volume":"5","author":"M Koppen","year":"2001","unstructured":"Koppen, M., Wolpert, D.H., Macready, W.G.: Remarks on a recent paper on the \u201cno free lunch\u201d theorems. IEEE Trans. Evol. Comput. 5(3), 295\u2013296 (2001)","journal-title":"IEEE Trans. Evol. Comput."},{"key":"27_CR17","unstructured":"Menard, S.: Applied Logistic Regression Analysis, vol. 106. SAGE Publications (2018)"},{"key":"27_CR18","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1007\/978-3-319-93034-3_2","volume-title":"Advances in Knowledge Discovery and Data Mining","author":"Xin Mu","year":"2018","unstructured":"Mu, X., Zhu, F., Liu, Y., Lim, E.P., Zhou, Z.H.: Social stream classification with emerging new labels. In: Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp. 16\u201328. Springer, Cham (2018 June)"},{"key":"27_CR19","unstructured":"OSM. \u00a9OpenStreetMaps Contributors. \n                    https:\/\/www.openstreetmap.org\n                    \n                  . Consulted on Mar 2018"},{"key":"27_CR20","unstructured":"Oatley, G., Crick, T., & Howell, R. (2015). Data exploration with GIS viewsheds and social network analysis"},{"key":"27_CR21","unstructured":"Pedregosa, F., Varoquaux, G., Gramfort, A., Michel, V., Thirion, B., Grisel, O., \u2026 Vanderplas, J.: Scikit-learn: Machine learning in Python. J. Mach. Learn. Res. 12, 2825\u20132830 (2011 Oct)"},{"key":"27_CR22","unstructured":"Postgis. \n                    https:\/\/postgis.net\/\n                    \n                  . Consulted on Mar 2018"},{"key":"27_CR23","unstructured":"Rahimi, A., Vu, D., Cohn, T., Baldwin, T.: Exploiting text and network context for geolocation of social media users (2015). arXiv preprint \n                    arXiv:1506.04803"},{"key":"27_CR24","unstructured":"Raiyani, K., Goncalves, P.Q.T., Beires-Nogueira, V.: Multi-language neural network model with advance preprocessor for gender classification over social media. In: Proceedings of the Ninth International Conference of the CLEF Association (CLEF 2018) (2018 Sept)"},{"key":"27_CR25","doi-asserted-by":"publisher","first-page":"91","DOI":"10.5194\/isprs-archives-XLII-4-W3-91-2017","volume":"42","author":"AMM Saldana-Perez","year":"2017","unstructured":"Saldana-Perez, A.M.M., Moreno-Ibarra, M., Tores-Ruiz, M.: Classification of Traffic Related Short Texts to Analyse Road Problems in Urban Areas. Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. 42, 91 (2017)","journal-title":"Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci."},{"key":"27_CR26","unstructured":"Seber, G.A., Lee, A.J.: Linear Regression Analysis, vol. 329. Wiley (2012)"},{"key":"27_CR27","doi-asserted-by":"crossref","unstructured":"Tokala, S., Gambhir, V., Mukherjee, A.: Deep Learning for social media health text classification. In: Proceedings of the 2018 EMNLP Workshop SMM4H: The 3rd Social Media Mining for Health Applications Workshop and Shared Task, pp. 61\u201364 (2018)","DOI":"10.18653\/v1\/W18-5917"},{"issue":"2","key":"27_CR28","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1109\/MIS.2007.41","volume":"22","author":"Fei-Yue Wang","year":"2007","unstructured":"Wang, F.Y., Carley, K.M., Zeng, D., Mao, W.: Social computing: From social informatics to social intelligence. IEEE Intell. Syst. 22(2) (2007)","journal-title":"IEEE Intelligent Systems"},{"key":"27_CR29","unstructured":"Wing, B.P., Baldridge, J.: Simple supervised document geolocation with geodesic grids. In: Lin, D. (ed.) Proceedings of 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies (HLT), New York, NY and USA, vol. 1, ACL, pp. 955\u2013964 (2011)"},{"key":"27_CR30","unstructured":"Wolpert, D.H., Macready, W.G.: No Free Lunch Theorems for Search, vol. 10. Technical Report SFI-TR-95-02-010, Santa Fe Institute (1995)"},{"issue":"3","key":"27_CR31","first-page":"230","volume":"4","author":"Z Yong","year":"2009","unstructured":"Yong, Z., Youwen, L., Shixiong, X.: An improved KNN text classification algorithm based on clustering. J. Comput. 4(3), 230\u2013237 (2009)","journal-title":"J. Comput."}],"container-title":["Springer Proceedings in Complexity","Research & Innovation Forum 2019"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-30809-4_27","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,28]],"date-time":"2019-10-28T18:10:59Z","timestamp":1572286259000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-30809-4_27"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030308087","9783030308094"],"references-count":31,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-30809-4_27","relation":{},"ISSN":["2213-8684","2213-8692"],"issn-type":[{"type":"print","value":"2213-8684"},{"type":"electronic","value":"2213-8692"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"29 October 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"RIIFORUM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"The International Research & Innovation Forum","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Rome","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 April 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 April 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"1","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"riiforum2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/rii-forum.org\/about-rii-forum\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}