{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T01:06:16Z","timestamp":1784077576637,"version":"3.55.0"},"publisher-location":"Berlin, Heidelberg","reference-count":13,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642133879","type":"print"},{"value":"9783642133886","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-13388-6_6","type":"book-chapter","created":{"date-parts":[[2010,5,24]],"date-time":"2010-05-24T15:51:31Z","timestamp":1274716291000},"page":"15-24","source":"Crossref","is-referenced-by-count":6,"title":["Predicting Correctness of Problem Solving in ITS with a Temporal Collaborative Filtering Approach"],"prefix":"10.1007","author":[{"given":"Suleyman","family":"Cetintas","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Luo","family":"Si","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yan Ping","family":"Xin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Casey","family":"Hord","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"6_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"584","DOI":"10.1007\/3-540-45108-0_62","volume-title":"Intelligent Tutoring Systems","author":"J.E. Beck","year":"2000","unstructured":"Beck, J.E., Woolf, B.P.: High Level Student Modeling with Machine Learning. In: Gauthier, G., VanLehn, K., Frasson, C. (eds.) ITS 2000. LNCS, vol.\u00a01839, pp. 584\u2013593. Springer, Heidelberg (2000)"},{"key":"6_CR2","first-page":"43","volume-title":"Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence","author":"J. Breese","year":"1998","unstructured":"Breese, J., Heckerman, D., Kadie, C.: Empirical Analysis of Predictive Algorithms for Collaborative Filtering. In: Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence, pp. 43\u201352. Morgan Kaufmann, San Francisco (1998)"},{"key":"6_CR3","unstructured":"Cetintas, S., Si, L., Xin, Y.P., Hord, C.: Predicting Correctness of Problem Solving from Low-level Log Data in Intelligent Tutoring Systems. In: Proceedings of the 2nd International Conference on Educational Data Mining, pp. 230\u2013239 (2009)"},{"issue":"4","key":"6_CR4","doi-asserted-by":"publisher","first-page":"891","DOI":"10.1037\/0022-0663.98.4.891","volume":"98","author":"K. Cho","year":"2006","unstructured":"Cho, K., Schunn, C.C., Wilson, R.W.: Validity and Reliability of Scaffolded Peer Assessment of Writing from Instructor and Student Perspectives. Journal of Educational Psychology\u00a098(4), 891\u2013901 (2006)","journal-title":"Journal of Educational Psychology"},{"key":"6_CR5","doi-asserted-by":"crossref","first-page":"485","DOI":"10.1145\/1099554.1099689","volume-title":"Proceedings of the 14th ACM International Conference on Information and Knowledge Management","author":"Y. Ding","year":"2005","unstructured":"Ding, Y., Li, X.: Time Weight Collaborative Filtering. In: Proceedings of the 14th ACM International Conference on Information and Knowledge Management, pp. 485\u2013492. ACM, New York (2005)"},{"key":"6_CR6","doi-asserted-by":"publisher","first-page":"447","DOI":"10.1145\/1557019.1557072","volume-title":"Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","author":"Y. Koren","year":"2009","unstructured":"Koren, Y.: Collaborative Filtering with Temporal Dynamics. In: Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 447\u2013456. ACM, New York (2009)"},{"key":"6_CR7","doi-asserted-by":"publisher","first-page":"796","DOI":"10.1145\/1571941.1572133","volume-title":"Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval","author":"N. Lathia","year":"2009","unstructured":"Lathia, N., Hailes, S., Capra, L.: Temporal Collaborative Filtering with Adaptive Neighborhoods. In: Proceedings of the 32nd International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 796\u2013797. ACM, New York (2009)"},{"key":"6_CR8","first-page":"1","volume-title":"Proceedings of the 42nd Hawaii International Conference on System Sciences","author":"F. Loll","year":"2009","unstructured":"Loll, F., Pinkwart, N.: Using Collaborative Filtering Algorithms as eLearning Tools. In: Proceedings of the 42nd Hawaii International Conference on System Sciences, pp. 1\u201310. IEEE Computer Society, Washington (2009)"},{"key":"6_CR9","volume-title":"Harcourt Math","author":"E.M. Maletsky","year":"2004","unstructured":"Maletsky, E.M., Andrews, A.G., Burton, G.M., Johnson, H.C., Luckie, L.A.: Harcourt Math, Indiana edn. Harcourt, Chicago (2004)","edition":"1"},{"key":"6_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1007\/11774303_23","volume-title":"Intelligent Tutoring Systems","author":"N. Pinkwart","year":"2006","unstructured":"Pinkwart, N., Aleven, V., Ashley, K., Lynch, C.: Toward Legal Argument Instruction with Graph Grammars and Collaborative Filtering Techniques. In: Ikeda, M., Ashley, K.D., Chan, T.-W. (eds.) ITS 2006. LNCS, vol.\u00a04053, pp. 227\u2013236. Springer, Heidelberg (2006)"},{"issue":"4","key":"6_CR11","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1109\/MIS.2007.73","volume":"22","author":"V. Robinet","year":"2007","unstructured":"Robinet, V., Bisson, G., Gordon, M.B., Lemaire, B.: Inducing High-Level Behaviors from Problem-Solving Traces Using Machine-Learning Tools. IEEE Intelligent Systems\u00a022(4), 22\u201330 (2007)","journal-title":"IEEE Intelligent Systems"},{"key":"6_CR12","unstructured":"Tsymbal, A.: The Problem of Concept Drift: Definitions and Related Work. Technical report, TCD-CS-2004-15, Comp. Sci. Department, Trinity College Dublin, Ireland (2004)"},{"key":"6_CR13","first-page":"1","volume":"14","author":"A. Walker","year":"2004","unstructured":"Walker, A., Recker, M., Lawless, K., Wiley, D.: Collaborative Information Filtering: a Review and an Educational Application. International Journal of Artificial Intelligence in Education\u00a014, 1\u201326 (2004)","journal-title":"International Journal of Artificial Intelligence in Education"}],"container-title":["Lecture Notes in Computer Science","Intelligent Tutoring Systems"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-13388-6_6.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,28]],"date-time":"2021-10-28T00:49:38Z","timestamp":1635382178000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-13388-6_6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642133879","9783642133886"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-13388-6_6","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010]]}}}