{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,25]],"date-time":"2026-02-25T17:20:27Z","timestamp":1772040027543,"version":"3.50.1"},"reference-count":24,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2009,2,24]],"date-time":"2009-02-24T00:00:00Z","timestamp":1235433600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Inf Syst Front"],"published-print":{"date-parts":[[2009,9]]},"DOI":"10.1007\/s10796-009-9157-0","type":"journal-article","created":{"date-parts":[[2009,2,23]],"date-time":"2009-02-23T10:18:17Z","timestamp":1235384297000},"page":"449-460","source":"Crossref","is-referenced-by-count":88,"title":["Comparing data mining methods with logistic regression in childhood obesity prediction"],"prefix":"10.1007","volume":"11","author":[{"given":"Shaoyan","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christos","family":"Tjortjis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaojun","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hong","family":"Qiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Iain","family":"Buchan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"John","family":"Keane","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2009,2,24]]},"reference":[{"key":"9157_CR1","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/S0933-3657(03)00047-2","volume":"29","author":"A. Abu-Hanna","year":"2003","unstructured":"Abu-Hanna, A., & de Keizer, N. (2003). Integrating classification trees with local logistic regression in intensive care prognosis. Artificial Intelligence in Medicine, 29, 5\u201323.","journal-title":"Artificial Intelligence in Medicine"},{"key":"9157_CR2","unstructured":"Agrawal, R., & Srikant, R. (1994). Fast algorithms for mining association rules. In Proc. 20th Int\u2019l. Conf. Very Large Data Bases (VLDB\u201994), (pp. 487\u2013499)."},{"key":"9157_CR3","unstructured":"BBC, Editor (2005). TV watching link to child obesity, Retrieved February 27, 2008, from BBCNews website: news.bbc.co.uk\/2\/hi\/health\/4562879.stm."},{"issue":"9","key":"9157_CR4","doi-asserted-by":"crossref","first-page":"865","DOI":"10.1056\/NEJMoa035698","volume":"350","author":"S. K. Bhargava","year":"2004","unstructured":"Bhargava, S. K., Sachdev, H. S., Fall, C., Osmond, C., Lakshmy, R., & Barker, D. J. P. (2004). Relation of serial changes in childhood body-mass index to impaired glucose tolerance in young adulthood. New England Journal of Medicine, 350(9), 865\u2013875.","journal-title":"New England Journal of Medicine"},{"issue":"21","key":"9157_CR5","doi-asserted-by":"crossref","first-page":"1477","DOI":"10.1056\/NEJM199005243222101","volume":"322","author":"C. Bouchard","year":"1990","unstructured":"Bouchard, C., Tremblay, A., Despres, J. P., Nadeau, A., Lupien, P. J., & Theriault, G. (1990). The response to long-term overfeeding in identical twins. New England Journal of Medicine, 322(21), 1477\u20131482.","journal-title":"New England Journal of Medicine"},{"key":"9157_CR6","unstructured":"Buchan, I. (2005). Child obesity look harder approach via whole-population. School of Medicine, University of Manchester."},{"key":"9157_CR7","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1038\/sj.ijo.0803435","volume":"31","author":"I. E. Buchan","year":"2007","unstructured":"Buchan, I. E., Bundred, P. E., Kitchiner, D. J., & Cole, T. J. (2007). Body mass index has risen more steeply in tall than in short three year olds: serial cross-sectional surveys 1988\u20132003. International Journal of Obesity, 31, 23\u201329.","journal-title":"International Journal of Obesity"},{"key":"9157_CR8","doi-asserted-by":"crossref","first-page":"407","DOI":"10.1002\/(SICI)1097-0258(19980228)17:4<407::AID-SIM742>3.0.CO;2-L","volume":"17","author":"T. J. Cole","year":"1998","unstructured":"Cole, T. J., Freeman, J. V., & Preece, M. A. (1998). British 1990 growth reference centiles for weight, height, body mass index and head circumference fitted by maximum penalized likelihood. Statistics in Medicine, 17, 407\u2013429.","journal-title":"Statistics in Medicine"},{"key":"9157_CR9","unstructured":"Fayyad, U. M., & Irani, K. B. (1993). Multi-interval discretization of continuous-valued attributes for classification learning. In Proc. 13th Int\u2019l Joint Conf. on Uncertainty in AI, (pp. 1022\u20131027). Morgan Kaufmann."},{"issue":"5","key":"9157_CR10","first-page":"535","volume":"141","author":"S. L. Gortmaker","year":"1987","unstructured":"Gortmaker, S. L., Dietz Jr., W. H., Sobol, A. M., & Wehler, C. A. (1987). Increasing pediatric obesity in the United States. American Journal of Diseases of Children, 141(5), 535\u2013540.","journal-title":"American Journal of Diseases of Children"},{"key":"9157_CR11","unstructured":"Han, J. & Kamber, M. (2006). Data mining: Concepts and techniques (2nd ed.). Morgan Kaufmann."},{"key":"9157_CR12","unstructured":"John, G., & Langley, P. (1995). Estimating continuous distributions in Bayesian classifiers. In Proc. 11th Conf. Uncertainty in Artificial Intelligence (pp. 338\u2013345). Morgan Kaufmann."},{"key":"9157_CR13","doi-asserted-by":"crossref","first-page":"317","DOI":"10.1080\/08839519308949993","volume":"7","author":"I. Kononenko","year":"1993","unstructured":"Kononenko, I. (1993). Inductive and Bayesian learning in medical diagnosis. Applied Artificial Intelligence, 7, 317\u2013337.","journal-title":"Applied Artificial Intelligence"},{"issue":"4","key":"9157_CR14","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1109\/TKDE.2005.66","volume":"17","author":"H. Liu","year":"2005","unstructured":"Liu, H., & Yu, L. (2005). Towards integrating feature selection algorithm for classification and clustering. IEEE Transactions on Knowledge and Data Engineering, 17(4), 491\u2013502.","journal-title":"IEEE Transactions on Knowledge and Data Engineering"},{"issue":"3","key":"9157_CR15","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1007\/s10796-006-8779-8","volume":"8","author":"K.-M. Osei-Bryson","year":"2006","unstructured":"Osei-Bryson, K.-M., & Giles, K. (2006). Splitting methods for decision tree induction: an exploration of the relative performance of two entropy-based families. Information Systems Frontiers, 8(3), 195\u2013209.","journal-title":"Information Systems Frontiers"},{"key":"9157_CR16","unstructured":"Quinlan, J. R. (1993). C4.5: Programs for machine learning. Morgan Kaufmann."},{"key":"9157_CR17","first-page":"1089","volume":"3339","author":"R. B. Remco","year":"2005","unstructured":"Remco, R. B. (2005). Naive Bayes classifiers that perform well with continuous variables. In Proc. of the 17th Australian Conf. on AI (AI 04), LNCS, 3339, 1089\u20131094.","journal-title":"In Proc. of the 17th Australian Conf. on AI (AI 04), LNCS"},{"issue":"4","key":"9157_CR18","doi-asserted-by":"crossref","first-page":"476","DOI":"10.1109\/TSMCC.2004.843247","volume":"35","author":"L. Rokach","year":"2005","unstructured":"Rokach, L., & Maimon, O. (2005). Top-down induction of decision trees classifiers\u2014a survey. IEEE Transactions on Systems, Man and Cybernetics, Part C, 35(4), 476\u2013487.","journal-title":"IEEE Transactions on Systems, Man and Cybernetics, Part C"},{"issue":"9","key":"9157_CR19","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1080\/07303084.1987.10604374","volume":"58","author":"J. G. Ross","year":"1987","unstructured":"Ross, J. G., & Pate, R. R. (1987). The national children and youth fitness study II: a summary of findings. Journal of Physical Education, Recreation and Dance, 58(9), 51\u201356.","journal-title":"Journal of Physical Education, Recreation and Dance"},{"issue":"5","key":"9157_CR20","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1160\/ME0317","volume":"46","author":"C. Tjortjis","year":"2007","unstructured":"Tjortjis, C., Saraee, M., Theodoulidis, B., & Keane, J. A. (2007). Using T3, an improved decision tree classifier, for mining stroke related medical data. Methods of Information in Medicine, 46(5), 523\u2013529.","journal-title":"Methods of Information in Medicine"},{"key":"9157_CR21","doi-asserted-by":"crossref","unstructured":"Vapnik, V. (1995). The nature of statistical learning theory. Springer-Verlag.","DOI":"10.1007\/978-1-4757-2440-0"},{"key":"9157_CR22","unstructured":"Vapnik, V. (1998). Statistical learning theory. Wiley."},{"key":"9157_CR23","unstructured":"Witten, I. H., & Frank, E. (2005). Data mining: Practical machine learning tools and techniques. 2nd Ed. Morgan Kaufmann."},{"issue":"2","key":"9157_CR24","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1002\/1520-6807(198504)22:2<187::AID-PITS2310220213>3.0.CO;2-B","volume":"22","author":"M. C. Wolf","year":"1985","unstructured":"Wolf, M. C., Cohen, K. R., & Rosenfeld, J. G. (1985). School-based interventions for obesity: current approaches and future prospects. Psychology in the Schools, 22(2), 187\u2013200.","journal-title":"Psychology in the Schools"}],"container-title":["Information Systems Frontiers"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10796-009-9157-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10796-009-9157-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10796-009-9157-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,31]],"date-time":"2019-05-31T00:36:12Z","timestamp":1559262972000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10796-009-9157-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009,2,24]]},"references-count":24,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2009,9]]}},"alternative-id":["9157"],"URL":"https:\/\/doi.org\/10.1007\/s10796-009-9157-0","relation":{},"ISSN":["1387-3326","1572-9419"],"issn-type":[{"value":"1387-3326","type":"print"},{"value":"1572-9419","type":"electronic"}],"subject":[],"published":{"date-parts":[[2009,2,24]]}}}