{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,6]],"date-time":"2025-11-06T19:58:49Z","timestamp":1762459129068,"version":"build-2065373602"},"publisher-location":"Cham","reference-count":18,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319034362"},{"type":"electronic","value":"9783319034379"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013]]},"DOI":"10.1007\/978-3-319-03437-9_23","type":"book-chapter","created":{"date-parts":[[2013,10,25]],"date-time":"2013-10-25T10:24:13Z","timestamp":1382696653000},"page":"225-233","source":"Crossref","is-referenced-by-count":2,"title":["Big Data for Enhanced Learning Analytics: A Case for Large-Scale Comparative Assessments"],"prefix":"10.1007","author":[{"given":"Nikolaos","family":"Korfiatis","sequence":"first","affiliation":[]}],"member":"297","reference":[{"key":"23_CR1","first-page":"21","volume":"52","author":"S. LaValle","year":"2011","unstructured":"LaValle, S., Lesser, E., Shockley, R., Hopkins, M.S., Kruschwitz, N.: Big data, analytics and the path from insights to value. MIT Sloan Manag. Rev.\u00a052, 21\u201332 (2011)","journal-title":"MIT Sloan Manag. Rev."},{"unstructured":"Manyika, J., Chui, M., Brown, B., Bughin, J., Dobbs, R., Roxburgh, C., Byers, A.H.: Big data: The next frontier for innovation, competition, and productivity. Mckinsey Glob. Inst., 1\u2013137 (2011)","key":"23_CR2"},{"unstructured":"Zikopoulos, P., Eaton, C.: Understanding Big Data: Analytics for Enterprise Class Hadoop and Streaming Data (2011)","key":"23_CR3"},{"unstructured":"Margaret, W., Ray, A.: PISA Programme for International Student Assessment (PISA) PISA 2000 Technical Report: PISA 2000 Technical Report. OECD Publishing (2003)","key":"23_CR4"},{"unstructured":"Bienkowski, M., Feng, M., Means, B.: Enhancing teaching and learning through educational data mining and learning analytics: An issue brief. Washington Dc Office of Educ. Technology. Us Dep. Education, pp. 1\u201357 (2012)","key":"23_CR5"},{"doi-asserted-by":"crossref","unstructured":"Nonnecke, B., Preece, J.: Why lurkers lurk. In: Proceedings of Americas Conference on Information Systems (AMCIS), pp. 1\u201310 (2001)","key":"23_CR6","DOI":"10.1109\/HICSS.2000.926714"},{"unstructured":"Sicilia, M.-A., Ebner, H., S\u00e1nchez-Alonso, S., \u00c1lvarez, F., Abi\u00e1n, A., Garc\u00eda-Barriocanal, E.: Navigating learning resources through linked data: A preliminary report on the re-design of Organic. In: 1st Edunet. Proc. Linked Learn. (2011)","key":"23_CR7"},{"key":"23_CR8","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1016\/j.ipm.2012.07.004","volume":"49","author":"C. Cechinel","year":"2013","unstructured":"Cechinel, C., Sicilia, M.-\u00c1., S\u00e1nchez-Alonso, S., Garc\u00eda-Barriocanal, E.: Evaluating collaborative filtering recommendations inside large learning object repositories. Inf. Process. Manag.\u00a049, 34\u201350 (2013)","journal-title":"Inf. Process. Manag."},{"unstructured":"Laney, D.: 3D data management: Controlling data volume, velocity and variety. Appl. Deliv. Strat. File.\u00a0949 (2001)","key":"23_CR9"},{"unstructured":"Karau, S.J., Williams, K.D.: Understanding individual motivation in groups: The collective effort model. Groups Work Theory Res., 113\u2013141 (2001)","key":"23_CR10"},{"key":"23_CR11","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1037\/0022-006X.57.1.93","volume":"57","author":"B.A. Christiansen","year":"1989","unstructured":"Christiansen, B.A., Smith, G.T., Roehling, P.V., Goldman, M.S.: Using alcohol expectancies to predict adolescent drinking behavior after one year. J. Consult. Clin. Psychol.\u00a057, 93 (1989)","journal-title":"J. Consult. Clin. Psychol."},{"unstructured":"Apache Hadoop, https:\/\/hadoop.apache.org\/","key":"23_CR12"},{"key":"23_CR13","doi-asserted-by":"publisher","first-page":"107","DOI":"10.1145\/1327452.1327492","volume":"51","author":"J. Dean","year":"2008","unstructured":"Dean, J., Ghemawat, S.: MapReduce: Simplified data processing on large clusters. Commun. ACM\u00a051, 107\u2013113 (2008)","journal-title":"Commun. ACM"},{"doi-asserted-by":"crossref","unstructured":"Leo, S., Anedda, P., Gaggero, M., Zanetti, G.: Using virtual clusters to decouple computation and data management in high throughput analysis applications. In: 2010 18th Euromicro International Conference on Parallel, Distributed and Network-Based Processing (PDP), pp. 411\u2013415. IEEE (2010)","key":"23_CR14","DOI":"10.1109\/PDP.2010.29"},{"doi-asserted-by":"crossref","unstructured":"Wu, P.F., Korfiatis, N.: You Scratch Someone\u2019s Back and We\u2019ll Scratch Yours: Collective Reciprocity in Social Q&A Communities. J. Am. Soc. Inf. Sci. Technol. (forthcoming, 2013)","key":"23_CR15","DOI":"10.1002\/asi.22913"},{"key":"23_CR16","first-page":"1","volume-title":"Proceedings of the IEEE International Conference on Fuzzy Systems ( FUZZ-IEEE)","author":"N. Korfiatis","year":"2007","unstructured":"Korfiatis, N., Sicilia, M.A.: Social Measures and Flexible Navigation on Online Contact Networks. In: Proceedings of the IEEE International Conference on Fuzzy Systems ( FUZZ-IEEE), pp. 1\u20136. Imperial College, London (2007)"},{"key":"23_CR17","doi-asserted-by":"publisher","first-page":"2156","DOI":"10.1016\/j.ins.2010.01.018","volume":"180","author":"S. Papavlasopoulos","year":"2010","unstructured":"Papavlasopoulos, S., Poulos, M., Korfiatis, N., Bokos, G.: A non-linear index to evaluate a journal\u2019s scientific impact. Inf. Sci.\u00a0180, 2156\u20132175 (2010)","journal-title":"Inf. Sci."},{"key":"23_CR18","doi-asserted-by":"crossref","first-page":"205","DOI":"10.1016\/j.elerap.2011.10.003","volume":"11","author":"N. Korfiatis","year":"2012","unstructured":"Korfiatis, N., Garc\u00eda-Bariocanal, E., S\u00e1nchez-Alonso, S.: Evaluating content quality and helpfulness of online product reviews: The interplay of review helpfulness vs. review content. Electron. Commer. Res. Appl.\u00a011, 205\u2013217 (2012)","journal-title":"Electron. Commer. Res. Appl."}],"container-title":["Communications in Computer and Information Science","Metadata and Semantics Research"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-03437-9_23","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,30]],"date-time":"2025-04-30T18:18:39Z","timestamp":1746037119000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-03437-9_23"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783319034362","9783319034379"],"references-count":18,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-03437-9_23","relation":{},"ISSN":["1865-0929","1865-0937"],"issn-type":[{"type":"print","value":"1865-0929"},{"type":"electronic","value":"1865-0937"}],"subject":[],"published":{"date-parts":[[2013]]}}}