{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T20:48:58Z","timestamp":1743022138262,"version":"3.40.3"},"publisher-location":"Cham","reference-count":22,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319148953"},{"type":"electronic","value":"9783319148960"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-319-14896-0_10","type":"book-chapter","created":{"date-parts":[[2014,12,31]],"date-time":"2014-12-31T06:06:08Z","timestamp":1420005968000},"page":"113-124","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Mapping Problems to Skills Combining Expert Opinion and Student Data"],"prefix":"10.1007","author":[{"given":"Juraj","family":"Ni\u017enan","sequence":"first","affiliation":[]},{"given":"Radek","family":"Pel\u00e1nek","sequence":"additional","affiliation":[]},{"given":"Ji\u0159\u00ed","family":"\u0158ih\u00e1k","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,1,1]]},"reference":[{"key":"10_CR1","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"379","DOI":"10.1007\/978-3-642-30950-2_49","volume-title":"Intelligent Tutoring Systems","author":"P Jaru\u0161ek","year":"2012","unstructured":"Jaru\u0161ek, P., Pel\u00e1nek, R.: Analysis of a simple model of problem solving times. In: Cerri, S.A., Clancey, W.J., Papadourakis, G., Panourgia, K. (eds.) ITS 2012. LNCS, vol. 7315, pp. 379\u2013388. Springer, Heidelberg (2012)"},{"key":"10_CR2","doi-asserted-by":"crossref","unstructured":"Jaru\u0161ek, P., Pel\u00e1nek, R.: A web-based problem solving tool for introductory computer science. In: Proc. of Innovation and technology in computer science education, pp. 371\u2013371. ACM (2012)","DOI":"10.1145\/2325296.2325386"},{"key":"10_CR3","unstructured":"Barnes, T.: The q-matrix method: mining student response data for knowledge. In: American Association for Artificial Intelligence 2005 Educational Data Mining Workshop (2005)"},{"key":"10_CR4","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"454","DOI":"10.1007\/978-3-642-30950-2_58","volume-title":"Intelligent Tutoring Systems","author":"MC Desmarais","year":"2012","unstructured":"Desmarais, M.C., Beheshti, B., Naceur, R.: Item to skills mapping: deriving a conjunctive q-matrix from data. In: Cerri, S.A., Clancey, W.J., Papadourakis, G., Panourgia, K. (eds.) ITS 2012. LNCS, vol. 7315, pp. 454\u2013463. Springer, Heidelberg (2012)"},{"issue":"4","key":"10_CR5","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1111\/j.1745-3984.1983.tb00212.x","volume":"20","author":"K Tatsuoka","year":"1983","unstructured":"Tatsuoka, K.: Rule space: An approach for dealing with misconceptions based on item response theory. Journal of Educational Measurement 20(4), 345\u2013354 (1983)","journal-title":"Journal of Educational Measurement"},{"key":"10_CR6","unstructured":"Barnes, T.: Novel derivation and application of skill matrices: The q-matrix method. In: Handbook on Educational Data Mining (2010)"},{"key":"10_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1007\/978-3-642-39112-5_67","volume-title":"Artificial Intelligence in Education","author":"P Boro\u0161","year":"2013","unstructured":"Boro\u0161, P., Ni\u017enan, J., Pel\u00e1nek, R., \u0158ih\u00e1k, J.: Automatic detection of concepts from problem solving times. In: Lane, H.C., Yacef, K., Mostow, J., Pavlik, P. (eds.) AIED 2013. LNCS, vol. 7926, pp. 595\u2013598. Springer, Heidelberg (2013)"},{"issue":"4","key":"10_CR8","doi-asserted-by":"publisher","first-page":"343","DOI":"10.1111\/j.1745-3984.2008.00069.x","volume":"45","author":"J De La Torre","year":"2008","unstructured":"De La Torre, J.: An empirically based method of q-matrix validation for the dina model: Development and applications. Journal of Educational Measurement 45(4), 343\u2013362 (2008)","journal-title":"Journal of Educational Measurement"},{"issue":"6","key":"10_CR9","doi-asserted-by":"publisher","first-page":"447","DOI":"10.1177\/0146621612449069","volume":"36","author":"LT DeCarlo","year":"2012","unstructured":"DeCarlo, L.T.: Recognizing uncertainty in the q-matrix via a bayesian extension of the dina model. Applied Psychological Measurement 36(6), 447\u2013468 (2012)","journal-title":"Applied Psychological Measurement"},{"key":"10_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"441","DOI":"10.1007\/978-3-642-39112-5_45","volume-title":"Artificial Intelligence in Education","author":"MC Desmarais","year":"2013","unstructured":"Desmarais, M.C., Naceur, R.: A matrix factorization method for mapping items to skills and for enhancing expert-based Q-matrices. In: Lane, H.C., Yacef, K., Mostow, J., Pavlik, P. (eds.) AIED 2013. LNCS, vol. 7926, pp. 441\u2013450. Springer, Heidelberg (2013)"},{"issue":"1","key":"10_CR11","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1177\/0013164407301545","volume":"68","author":"A Rupp","year":"2008","unstructured":"Rupp, A., Templin, J.: The effects of q-matrix misspecification on parameter estimates and classification accuracy in the dina model. Educational and Psychological Measurement 68(1), 78\u201396 (2008)","journal-title":"Educational and Psychological Measurement"},{"key":"10_CR12","unstructured":"Desmarais, M.C., Beheshti, B., Xu, P.: The refinement of a q-matrix: assessing methods to validate tasks to skills mapping. In: Proceedings of the 7th International Conference on Educational Data Mining, pp. 308\u2013311 (2014)"},{"key":"10_CR13","unstructured":"Kantor, P., Ricci, F., Rokach, L., Shapira, B.: Recommender systems handbook. Springer (2010)"},{"key":"10_CR14","doi-asserted-by":"crossref","unstructured":"Waters, A., Lan, A., Studer, C.: Sparse probit factor analysis for learning analytics. In: 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 8776\u20138780 (2013)","DOI":"10.1109\/ICASSP.2013.6639380"},{"key":"10_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"164","DOI":"10.1007\/11774303_17","volume-title":"Intelligent Tutoring Systems","author":"H Cen","year":"2006","unstructured":"Cen, H., Koedinger, K.R., Junker, B.: Learning factors analysis \u2013 a general method for cognitive model evaluation and improvement. In: Ikeda, M., Ashley, K.D., Chan, T.-W. (eds.) ITS 2006. LNCS, vol. 4053, pp. 164\u2013175. Springer, Heidelberg (2006)"},{"key":"10_CR16","unstructured":"Lindsey, R.V., Khajah, M., Mozer, M.C.: Automatic discovery of cognitive skills to improve the prediction of student learning (2014), submitted for publication"},{"key":"10_CR17","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1007\/978-3-642-33460-3_15","volume-title":"Machine Learning and Knowledge Discovery in Databases","author":"J Bootkrajang","year":"2012","unstructured":"Bootkrajang, J., Kab\u00e1n, A.: Label-noise robust logistic regression and its applications. In: Flach, P.A., De Bie, T., Cristianini, N. (eds.) ECML PKDD 2012, Part I. LNCS, vol. 7523, pp. 143\u2013158. Springer, Heidelberg (2012)"},{"key":"10_CR18","unstructured":"Natarajan, N., Dhillon, I., Ravikumar, P., Tewari, A.: Learning with noisy labels. In: Advances in Neural Information Processing Systems, pp. 1196\u20131204 (2013)"},{"key":"10_CR19","unstructured":"Ni\u017enan, J., Pel\u00e1nek, R., \u0158ih\u00e1k, J.: Using problem solving times and expert opinion to detect skills. In: Proceedings of the 7th International Conference on Educational Data Mining, pp. 433\u2013434 (2014)"},{"issue":"2","key":"10_CR20","doi-asserted-by":"publisher","first-page":"181","DOI":"10.3102\/10769986031002181","volume":"31","author":"W Van der Linden","year":"2006","unstructured":"Van der Linden, W.: A lognormal model for response times on test items. Journal of Educational and Behavioral Statistics 31(2), 181 (2006)","journal-title":"Journal of Educational and Behavioral Statistics"},{"issue":"8","key":"10_CR21","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1109\/MC.2009.263","volume":"42","author":"Y Koren","year":"2009","unstructured":"Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30\u201337 (2009)","journal-title":"Computer"},{"key":"10_CR22","first-page":"1871","volume":"9","author":"RE Fan","year":"2008","unstructured":"Fan, R.E., Chang, K.W., Hsieh, C.J., Wang, X.R., Lin, C.J.: Liblinear: A library for large linear classification. The Journal of Machine Learning Research 9, 1871\u20131874 (2008)","journal-title":"The Journal of Machine Learning Research"}],"container-title":["Lecture Notes in Computer Science","Mathematical and Engineering Methods in Computer Science"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-14896-0_10","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,8]],"date-time":"2023-02-08T07:22:24Z","timestamp":1675840944000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-319-14896-0_10"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783319148953","9783319148960"],"references-count":22,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-14896-0_10","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2014]]},"assertion":[{"value":"1 January 2015","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}}]}}