{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,30]],"date-time":"2026-05-30T01:28:38Z","timestamp":1780104518901,"version":"3.54.0"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2024,8,30]],"date-time":"2024-08-30T00:00:00Z","timestamp":1724976000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,8,30]],"date-time":"2024-08-30T00:00:00Z","timestamp":1724976000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"NNSFC grant","award":["11871294"],"award-info":[{"award-number":["11871294"]}]},{"name":"Deutsche Forschungsgemeinschaft's IRTG","award":["1792"],"award-info":[{"award-number":["1792"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Stat Comput"],"published-print":{"date-parts":[[2024,10]]},"DOI":"10.1007\/s11222-024-10487-5","type":"journal-article","created":{"date-parts":[[2024,8,30]],"date-time":"2024-08-30T07:02:42Z","timestamp":1725001362000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["A comprehensive comparison of goodness-of-fit tests for logistic regression models"],"prefix":"10.1007","volume":"34","author":[{"given":"Huiling","family":"Liu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xinmin","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Feifei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wolfgang","family":"H\u00e4rdle","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hua","family":"Liang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,8,30]]},"reference":[{"issue":"4","key":"10487_CR1","doi-asserted-by":"publisher","first-page":"1155","DOI":"10.1214\/aos\/1017938919","volume":"27","author":"K Chen","year":"1999","unstructured":"Chen, K., Hu, I., Ying, Z.: Strong consistency of maximum quasi-likelihood estimators in generalized linear models with fixed and adaptive designs. Ann. Stat. 27(4), 1155\u20131163 (1999)","journal-title":"Ann. Stat."},{"key":"10487_CR2","unstructured":"Dardis, C.: LogisticDx: diagnostic tests and plots for logistic regression models. R package version 0.3 (2022)"},{"key":"10487_CR3","doi-asserted-by":"publisher","first-page":"521","DOI":"10.1198\/016214505000001032","volume":"101","author":"G Dikta","year":"2006","unstructured":"Dikta, G., Kvesic, M., Schmidt, C.: Bootstrap approximations in model checks for binary data. J. Am. Stat. Assoc. 101, 521\u2013530 (2006)","journal-title":"J. Am. Stat. Assoc."},{"key":"10487_CR4","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1016\/j.canep.2016.04.014","volume":"42","author":"IA Ekanem","year":"2016","unstructured":"Ekanem, I.A., Parkin, D.M.: Five year cancer incidence in Calabar, Nigeria (2009\u20132013). Cancer Epidemiol. 42, 167\u2013172 (2016)","journal-title":"Cancer Epidemiol."},{"key":"10487_CR5","doi-asserted-by":"publisher","first-page":"1030","DOI":"10.1017\/S0266466606060506","volume":"22","author":"JC Escanciano","year":"2006","unstructured":"Escanciano, J.C.: A consistent diagnostic test for regression models using projections. Economet. Theor. 22, 1030\u20131051 (2006)","journal-title":"Economet. Theor."},{"key":"10487_CR6","first-page":"1461","volume":"93","author":"W H\u00e4rdle","year":"1998","unstructured":"H\u00e4rdle, W., Mammen, E., M\u00fcller, M.: Testing parametric versus semiparametric modeling in generalized linear models. J. Am. Stat. Assoc. 93, 1461\u20131474 (1998)","journal-title":"J. Am. Stat. Assoc."},{"key":"10487_CR7","unstructured":"Harrell, F.E.: rms: Regression modeling strategies. R package version 6.3-0 (2022)"},{"issue":"18","key":"10487_CR8","doi-asserted-by":"publisher","first-page":"2723","DOI":"10.1002\/sim.1200","volume":"21","author":"DW Hosmer","year":"2002","unstructured":"Hosmer, D.W., Hjort, N.L.: Goodness-of-fit processes for logistic regression: simulation results. Stat. Med. 21(18), 2723\u20132738 (2002)","journal-title":"Stat. Med."},{"key":"10487_CR9","doi-asserted-by":"publisher","first-page":"1043","DOI":"10.1080\/03610928008827941","volume":"9","author":"DW Hosmer","year":"1980","unstructured":"Hosmer, D.W., Lemesbow, S.: Goodness of fit tests for the multiple logistic regression model. Commun Stat Theory Methods 9, 1043\u20131069 (1980)","journal-title":"Commun Stat Theory Methods"},{"issue":"9","key":"10487_CR10","doi-asserted-by":"publisher","first-page":"965","DOI":"10.1002\/(SICI)1097-0258(19970515)16:9<965::AID-SIM509>3.0.CO;2-O","volume":"16","author":"DW Hosmer","year":"1997","unstructured":"Hosmer, D.W., Hosmer, T., Le Cessie, S., Lemeshow, S.: A comparison of goodness-of-fit tests for the logistic regression model. Stat. Med. 16(9), 965\u2013980 (1997)","journal-title":"Stat. Med."},{"key":"10487_CR11","series-title":"Wiley Series in Probability and Statistics","doi-asserted-by":"publisher","DOI":"10.1002\/9781118548387","volume-title":"Applied Logistic Regression","author":"D Hosmer","year":"2013","unstructured":"Hosmer, D., Lemeshow, S., Sturdivant, R.: Applied Logistic Regression. Wiley Series in Probability and Statistics, Wiley, New York (2013)"},{"key":"10487_CR12","doi-asserted-by":"publisher","first-page":"880","DOI":"10.1214\/aos\/1176350382","volume":"15","author":"LK Jones","year":"1987","unstructured":"Jones, L.K.: On a conjecture of Huber concerning the convergence of projection pursuit regression. Ann. Stat. 15, 880\u2013882 (1987)","journal-title":"Ann. Stat."},{"key":"10487_CR13","unstructured":"Kohl, M.: MKmisc: miscellaneous functions from M. Kohl. R package version, vol. 1, p. 8 (2021)"},{"key":"10487_CR14","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-74978-5","volume-title":"Introduction to Empirical Processes and Semiparametric Inference","author":"MR Kosorok","year":"2008","unstructured":"Kosorok, M.R.: Introduction to Empirical Processes and Semiparametric Inference, vol. 61. Springer, New York (2008)"},{"key":"10487_CR15","doi-asserted-by":"crossref","unstructured":"Lee, S.-M., Tran, P.-L., Li, C.-S.: Goodness-of-fit tests for a logistic regression model with missing covariates. Stat. Methods Med. Res. 31, 1031\u20131050 (2022)","DOI":"10.1177\/09622802221079350"},{"key":"10487_CR16","unstructured":"Lindsey, J.K.: Applying Generalized Linear Models. Springer, Berlin (2000)"},{"key":"10487_CR17","doi-asserted-by":"crossref","unstructured":"McCullagh, P., Nelder, J.A.: Generalized Linear Models, vol. 37. Chapman and Hall (1989)","DOI":"10.1007\/978-1-4899-3242-6"},{"key":"10487_CR18","doi-asserted-by":"publisher","first-page":"370","DOI":"10.2307\/2344614","volume":"135","author":"JA Nelder","year":"1972","unstructured":"Nelder, J.A., Wedderburn, R.W.M.: Generalized linear models. J. R. Stat. Soc. Ser. A 135, 370\u2013384 (1972)","journal-title":"J. R. Stat. Soc. Ser. A"},{"key":"10487_CR19","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/j.dib.2017.08.038","volume":"15","author":"PE Oguntunde","year":"2017","unstructured":"Oguntunde, P.E., Adejumo, A.O., Okagbue, H.I.: Breast cancer patients in Nigeria: data exploration approach. Data Brief 15, 47 (2017)","journal-title":"Data Brief"},{"issue":"420","key":"10487_CR20","doi-asserted-by":"publisher","first-page":"1145","DOI":"10.1080\/01621459.1992.10476271","volume":"87","author":"G Osius","year":"1992","unstructured":"Osius, G., Rojek, D.: Normal goodness-of-fit tests for multinomial models with large degrees of freedom. J. Am. Stat. Assoc. 87(420), 1145\u20131152 (1992)","journal-title":"J. Am. Stat. Assoc."},{"key":"10487_CR21","first-page":"50","volume":"7","author":"E-HA Rady","year":"2021","unstructured":"Rady, E.-H.A., Abonazel, M.R., Metawe\u2019e, M.H.: A comparison study of goodness of fit tests of logistic regression in R: simulation and application to breast cancer data. Appl. Math. Sci. 7, 50\u201359 (2021)","journal-title":"Appl. Math. Sci."},{"issue":"402","key":"10487_CR22","doi-asserted-by":"publisher","first-page":"426","DOI":"10.1080\/01621459.1988.10478613","volume":"83","author":"TA Stukel","year":"1988","unstructured":"Stukel, T.A.: Generalized logistic models. J. Am. Stat. Assoc. 83(402), 426\u2013431 (1988)","journal-title":"J. Am. Stat. Assoc."},{"key":"10487_CR23","doi-asserted-by":"publisher","first-page":"535","DOI":"10.1111\/1467-9469.00304","volume":"29","author":"W Stute","year":"2002","unstructured":"Stute, W., Zhu, L.-X.: Model checks for generalized linear models. Scand. J. Stat. Theory Appl. 29, 535\u2013545 (2002)","journal-title":"Scand. J. Stat. Theory Appl."},{"key":"10487_CR24","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-2545-2","volume-title":"Weak Convergence and Empirical Processes","author":"AW van der Vaart","year":"1996","unstructured":"van der Vaart, A.W., Wellner, J.A.: Weak Convergence and Empirical Processes. Springer (1996)"},{"issue":"1","key":"10487_CR25","doi-asserted-by":"publisher","first-page":"308","DOI":"10.1007\/s42952-021-00142-4","volume":"51","author":"M van Heel","year":"2022","unstructured":"van Heel, M., Dikta, G., Braekers, R.: Bootstrap based goodness-of-fit tests for binary multivariate regression models. J. Korean Stat. Soc. 51(1), 308\u2013335 (2022)","journal-title":"J. Korean Stat. Soc."},{"key":"10487_CR26","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1007\/s11425-004-5169-x","volume":"49","author":"C Yin","year":"2006","unstructured":"Yin, C., Zhao, L., Wei, C.: Asymptotic normality and strong consistency of maximum quasi-likelihood estimates in generalized linear models. Sci. China Ser. A Math. 49, 145\u2013157 (2006)","journal-title":"Sci. China Ser. A Math."}],"container-title":["Statistics and Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11222-024-10487-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11222-024-10487-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11222-024-10487-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,3]],"date-time":"2024-10-03T15:09:18Z","timestamp":1727968158000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11222-024-10487-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,30]]},"references-count":26,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2024,10]]}},"alternative-id":["10487"],"URL":"https:\/\/doi.org\/10.1007\/s11222-024-10487-5","relation":{},"ISSN":["0960-3174","1573-1375"],"issn-type":[{"value":"0960-3174","type":"print"},{"value":"1573-1375","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,30]]},"assertion":[{"value":"2 December 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 August 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 August 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"175"}}