{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T00:50:53Z","timestamp":1781571053674,"version":"3.54.5"},"publisher-location":"Cham","reference-count":51,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783319215686","type":"print"},{"value":"9783319215693","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2016]]},"DOI":"10.1007\/978-3-319-21569-3_5","type":"book-chapter","created":{"date-parts":[[2016,4,4]],"date-time":"2016-04-04T01:20:33Z","timestamp":1459732833000},"page":"63-86","source":"Crossref","is-referenced-by-count":14,"title":["Big Data Analysis"],"prefix":"10.1007","author":[{"given":"John","family":"Domingue","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nelia","family":"Lasierra","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anna","family":"Fensel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tim","family":"van Kasteren","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Martin","family":"Strohbach","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andreas","family":"Thalhammer","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"5_CR1","unstructured":"Anicic, D., Fodor, P., Rudolph, S., St\u00fchmer, R., Stojanovic, N., & Studer, R. (2011). ETALIS: Rule-based reasoning in event processing. In: Reasoning in event-based distributed systems (pp. 99\u2013124). Studies in Computational Intelligence, vol. 347, Springer."},{"key":"5_CR2","unstructured":"Baeza-Yates, R. (2013). Yahoo. BIG Project Interviews Series."},{"key":"5_CR3","unstructured":"Bancilhon, F. (2013). Data Publica. BIG Project Interviews Series."},{"issue":"1","key":"5_CR4","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1142\/S1793351X10000936","volume":"4","author":"DF Barbieri","year":"2010","unstructured":"Barbieri, D. F., Braga, D., Ceri, S., Della Valle, E., & Grossniklaus, M. (2010). C-SPARQL: A continuous query language for RDF data streams. International Journal of Semantic Computing, 4(1), 3\u2013125.","journal-title":"International Journal of Semantic Computing"},{"key":"5_CR5","unstructured":"Benjamins, R. (2013). Telefonica. BIG Project Interviews Series."},{"key":"5_CR7","unstructured":"Bhaduri, K., Das, K., Liu, K., Kargupta, H., & Ryan, J. (2011). Distributed data mining bibliography. \n                  http:\/\/www.cs.uinbc.edu\/-hillol\/DDM-BIB\n                  \n                ."},{"issue":"3","key":"5_CR8","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jswis.2009081901","volume":"5","author":"C Bizer","year":"2009","unstructured":"Bizer, C., Heath, T., & Berners-Lee, T. (2009). Linked data-the story so far. International Journal on Semantic Web and Information Systems, 5(3), 1\u201322.","journal-title":"International Journal on Semantic Web and Information Systems"},{"key":"5_CR10","unstructured":"Carbonell, J., & Jade, G. (1998). The use of MMR, diversity-based reranking for reodering documents and producing summaries. SIGIR (pp. 335\u2013336). Melbourne, Australia: ACM."},{"key":"5_CR12","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1007\/978-3-642-25073-6_8","volume-title":"The Semantic Web \u2013 ISWC 2011","author":"Gong Cheng","year":"2011","unstructured":"Cheng, G. T. (2011). RELIN: Relatedness and informativeness-based centrality for entity summarization. In L. W. In: Aroyo, ISCW, Part I. LNCS vol. 7031 (pp. 114\u2013129). Heidelberg: Springer."},{"key":"5_CR13","unstructured":"Cheng, G., Ge, W., & Qu, Y. (2008). Falcons: Searching and browsing entities on the semantic web. In Proceedings of the 17th International Conference on World Wide Web (pp. 1101\u20131102). Beijing, China: ACM."},{"key":"5_CR14","first-page":"281","volume":"19","author":"C Chu","year":"2007","unstructured":"Chu, C., Kim, S. K., Lin, Y.-A., Yu, Y., Bradski, G., Ng, A. Y., et al. (2007). Map-reduce for machine learning on multicore. Advances in Neural Information Processing Systems, 19, 281.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"5_CR15","unstructured":"Das, P. L. (2013).Worldbank. BIG Project Interviews Series."},{"issue":"2","key":"5_CR16","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1109\/MIC.2012.33","volume":"16","author":"C Dorn","year":"2012","unstructured":"Dorn, C., Taylor, R., & Dustdar, S. (2012). Flexible social workflows: Collaborations as human architecture. IEEE Internet Computing, 16(2), 72\u201377.","journal-title":"IEEE Internet Computing"},{"issue":"2","key":"5_CR17","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1109\/MIC.2007.51","volume":"11","author":"D Fensel","year":"2007","unstructured":"Fensel, D. (2007). Unifying reasoning and search to web scale. IEEE Internet Computing, 11(2), 94\u201396.","journal-title":"IEEE Internet Computing"},{"key":"5_CR18","unstructured":"Fensel, A., Fensel, D., Leiter, B., Thalhammer, A. (2012). Effective and efficient online communication: The channel model. In Proceedings of International Conference on Data Technologies and Applications (DATA\u201912) (pp. 209\u2013215), SciTePress, Rome, Italy, 25\u201327 July, 2012."},{"key":"5_CR19","volume-title":"Towards LarKC: A platform for web-scale reasoning","author":"D Fensel","year":"2008","unstructured":"Fensel, D., van Harmelen, F., Andersson, B., Brennan, P., Cunningham, H., Della Valle, E., et al. (2008). Towards LarKC: A platform for web-scale reasoning. Los Alamitos, CA: IEEE Computer Society Press."},{"key":"5_CR20","doi-asserted-by":"crossref","unstructured":"Freitas, A., & Curry, E. (2014). Natural language queries over heterogeneous linked data graphs: A distributional-compositional semantics approach. In Proceedings of the 19th International Conference on Intelligent User Interfaces (IUI), Haifa.","DOI":"10.1145\/2557500.2557534"},{"key":"5_CR21","unstructured":"Freitas, A., da Silva, J. C. P, O\u2019Riain, S., & Curry, E. (2013). Distributional relational networks. In Proceedings AAAI Fall Symposium, Arlington."},{"key":"5_CR22","unstructured":"Frias-Martinez, V., Rubio, A., & Frias-Martinez, E. (2012). Measuring the impact of epidemic alerts on human mobility (Vol. 12). Pervasive Urban Applications \u2013 PURBA."},{"key":"5_CR23","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MIS.2010.109","volume":"27","author":"R Fuentes-Fernandez","year":"2012","unstructured":"Fuentes-Fernandez, R., Gomez-Sanz, J. J., & Pavon, J. (2012). User-oriented analysis of interactions in online social networks. IEEE Intelligent Systems, 27, 18\u201325.","journal-title":"IEEE Intelligent Systems"},{"key":"5_CR24","unstructured":"Gislason, H. (2013). Datamarket.com. BIG Project Interviews Series."},{"key":"5_CR25","unstructured":"Halevy, A. (2013). Google. BIG Project Interviews Series."},{"key":"5_CR26","unstructured":"Haque, U. (2013). Cosm. BIG Project Interviews Series."},{"key":"5_CR27","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2633684","volume":"14","author":"S Hasan","year":"2014","unstructured":"Hasan, S., & Curry, E. (2014). Approximate semantic matching of events for the internet of things. ACM Trans Internet Technology, 14, 1\u201323. doi:\n                  10.1145\/2633684\n                  \n                .","journal-title":"ACM Trans Internet Technology"},{"key":"5_CR28","doi-asserted-by":"crossref","unstructured":"Heath, T., & Bizer, C. (2011) Linked data: Evolving the web into a global data space (1st edn). In Synthesis Lectures on the Semantic Web: Theory and Technology, 1(1): 1\u2013136. Morgan & Claypool.","DOI":"10.2200\/S00334ED1V01Y201102WBE001"},{"key":"5_CR29","unstructured":"Hendler, J. (2012). RPI. BIG Project Interviews Series."},{"key":"5_CR30","doi-asserted-by":"publisher","unstructured":"Komazec, S., Cerri, D., & Fensel, D. (2012). Sparkwave: Continuous schema-enhanced pattern matching over RDF data streams. In Proceedings of the 6th ACM International Conference on Distributed Event-Based Systems (DEBS \u201912) (pp. 58\u201368). New York, NY: ACM. doi:\n                  10.1145\/2335484.2335491\n                  \n                .","DOI":"10.1145\/2335484.2335491"},{"key":"5_CR31","unstructured":"Le, Q. V, Monga, R., Devin, M., Chen, K., Corrado, G. S., Dean, J., et al. (2011). Building high-level features using large-scale unsupervised learning. International Conference on Machine Learning."},{"key":"5_CR32","unstructured":"Liptchinsky, V., Khazankin, R., Truong, H., & Dustdar, S. (2012). A novel approach to mod eling context-aware and social collaboration processes. In: Advanced Information Systems Engineering, (pp. 565\u2013580), Springer."},{"key":"5_CR33","unstructured":"Low, Y., Gonzalez, J., Kyrola, A., Bickson, D., Guestrin, C., & Hellerstein, J. M. (2010). GraphLab: A new framework for parallel machine learning. The 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, California, July 8\u201311."},{"key":"5_CR34","doi-asserted-by":"crossref","unstructured":"Mika, P. (2005). Ontologies are us: A unified model of social networks and semantics. (pp. 522\u2013536). The Semantic Web - ISWC.","DOI":"10.1007\/11574620_38"},{"key":"5_CR35","unstructured":"Mika, P. (2013). Yahoo. BIG Project Interviews Series."},{"key":"5_CR36","unstructured":"Novacek, V., Handschuh, S., & Decker S., (2011). Getting the meaning right: A complementary distributional layer for the web semantics. International Semantic Web Conference (1):504\u2013519."},{"key":"5_CR37","unstructured":"Rowe, M., Angeletou, S., & Alani, H. (2011). Predicting discussions on the social semantic web (pp. 405\u2013420). The Semantic Web: Research and Applications."},{"key":"5_CR38","unstructured":"Singhal, A. (2012). Introducing the knowledge graph. Retrieved from googleblog: \n                  http:\/\/googleblog.blogspot.com\/2012\/05\/introducing-knowledge-graphthings"},{"key":"5_CR39","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1007\/978-3-642-36309-2_43","volume-title":"Information and Communication Technologies in Tourism 2013","author":"Ioannis Stavrakantonakis","year":"2013","unstructured":"Stavrakantonakis, I. (2013a). Personal data and user modelling in tourism. In: Information and Communication Technologies in Tourism 2013 (pp 507\u2013518)."},{"key":"5_CR40","doi-asserted-by":"crossref","first-page":"692","DOI":"10.1007\/978-3-642-38288-8_53","volume-title":"The Semantic Web: Semantics and Big Data","author":"Ioannis Stavrakantonakis","year":"2013","unstructured":"Stavrakantonakis, I. (2013b). Semantically assisted Workflow Patterns for the Social Web. In Proceedings of the 10th Extended Semantic Web Conference ESWC 2013 PhD Symposium track. (pp. 692\u2013696)."},{"issue":"5","key":"5_CR41","doi-asserted-by":"publisher","first-page":"557","DOI":"10.1142\/S0218488502001648","volume":"10","author":"L Sweeney","year":"2002","unstructured":"Sweeney, L. (2002). k-anonymity: A model for protecting privacy. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, 10(5), 557\u2013570.","journal-title":"International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems"},{"key":"5_CR42","unstructured":"Tennison, J. (2013). Open data institute. BIG Project Interviews Series."},{"key":"5_CR43","unstructured":"Thajchayapong, S., & Barria, J. A. (2010). Anomaly detection using microscopic traffic variables on freeway segments. Transportation Research Board of the National Academies, 10-2393."},{"key":"5_CR44","doi-asserted-by":"crossref","unstructured":"Thalhammer, A., Knuth, M., & Sack, H. (2012a). Evaluating entity summarization using a game-based ground truth. International Semantic Web Conference (2) (pp. 350\u2013361). Boston: Springer.","DOI":"10.1007\/978-3-642-35173-0_24"},{"key":"5_CR45","unstructured":"Thalhammer, A., Toma, I., Roa-Valverde, A. J., Fensel, D. (2012b). Leveraging usage data for linked data movie entity summarization. In Proceedings of the 2nd International Workshop on Usage Analysis and the Web of Data. Lyon, France: USEWOD co-located with WWW."},{"key":"5_CR46","unstructured":"Thompson, B. (2013). BBC. BIG Project Interviews Series."},{"key":"5_CR48","unstructured":"Tori, A. (2013). BIG Project Interviews Series."},{"issue":"1","key":"5_CR49","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1613\/jair.2934","volume":"37","author":"PD Turney","year":"2010","unstructured":"Turney, P. D., & Pantel, P. (2010). From frequency to meaning: vector space models of semantics. Journal of Artificial Intelligence Research, 37(1), 141\u2013188.","journal-title":"Journal of Artificial Intelligence Research"},{"issue":"1","key":"5_CR50","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1022883727209","volume":"14","author":"W Aalst Van Der","year":"2003","unstructured":"Van Der Aalst, W., Ter Hofstede, A., Kiepuszewski, B., & Barros, A. (2003). Workflow patterns. Distributed and Parallel Databases, 14(1), 5\u201351.","journal-title":"Distributed and Parallel Databases"},{"key":"5_CR51","doi-asserted-by":"crossref","unstructured":"Van Kasteren, T., Ulrich, B., Srinivasan, V., & Niessen, M. (2014). Analyzing tweets to aid situational awareness. In 36th European Conference on Information Retrieval.","DOI":"10.1007\/978-3-319-06028-6_79"},{"issue":"6","key":"5_CR52","doi-asserted-by":"publisher","first-page":"937","DOI":"10.1016\/j.is.2011.03.006","volume":"36","author":"A Voisard","year":"2011","unstructured":"Voisard, A., & Ziekow, H. (2011). ARCHITECT: A layered framework for classifying technologies of event-based systems. Information Systems, 36(6), 937\u2013957. doi:\n                  10.1016\/j.is.2011.03.006\n                  \n                .","journal-title":"Information Systems"},{"key":"5_CR53","doi-asserted-by":"crossref","unstructured":"Walther, M., & Kaisser, M. (2013). Geo-spatial event detection in the twitter stream. Advances in Information Retrieval, 356\u2013367.","DOI":"10.1007\/978-3-642-36973-5_30"},{"key":"5_CR54","unstructured":"Wieland, M., Kopp, O., Nicklas, D., & Leymann, F (2007). Towards context-aware workflows. In: CAiSE. pp. 11\u201315."},{"key":"5_CR55","unstructured":"Zillner, S., Rusitschka, S., Munne, R., Lippell, H., Vilela, F. L., Hussain, K., et al. (2014). D2.3.2. Final version of the sectorial requisites. Public deliverable of the EU-Project BIG (318062; ICT-2011.4.4)."}],"container-title":["New Horizons for a Data-Driven Economy"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-21569-3_5","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T19:38:31Z","timestamp":1559417911000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-21569-3_5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"ISBN":["9783319215686","9783319215693"],"references-count":51,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-21569-3_5","relation":{},"subject":[],"published":{"date-parts":[[2016]]}}}