{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T05:58:00Z","timestamp":1763704680992,"version":"3.38.0"},"reference-count":27,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2010,11,27]],"date-time":"2010-11-27T00:00:00Z","timestamp":1290816000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Stat Comput"],"published-print":{"date-parts":[[2012,1]]},"DOI":"10.1007\/s11222-010-9220-1","type":"journal-article","created":{"date-parts":[[2010,11,26]],"date-time":"2010-11-26T12:59:13Z","timestamp":1290776353000},"page":"237-249","source":"Crossref","is-referenced-by-count":4,"title":["Prediction-based regularization using data augmented regression"],"prefix":"10.1007","volume":"22","author":[{"given":"Giles","family":"Hooker","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Saharon","family":"Rosset","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2010,11,27]]},"reference":[{"key":"9220_CR1","doi-asserted-by":"crossref","first-page":"639","DOI":"10.1162\/neco.1995.7.4.639","volume":"7","author":"Y. Abu-Mostafa","year":"1995","unstructured":"Abu-Mostafa, Y.: Hints. Neural Comput. 7, 639\u2013671 (1995)","journal-title":"Neural Comput."},{"key":"9220_CR2","doi-asserted-by":"crossref","first-page":"1450","DOI":"10.2307\/2291571","volume":"91","author":"E.J. Bedrick","year":"1996","unstructured":"Bedrick, E.J., Christensen, R., Johnson, W.: A new perspective on priors for generalized linear models. J. Am. Stat. Assoc. 91, 1450\u20131460 (1996)","journal-title":"J. Am. Stat. Assoc."},{"key":"9220_CR3","doi-asserted-by":"crossref","unstructured":"Bickel, P., Bo, L.: Regularization in statistics. Test, pp.\u00a0271\u2013344","DOI":"10.1007\/BF02607055"},{"key":"9220_CR4","doi-asserted-by":"crossref","unstructured":"Bickel, P., Ritov, Y., Tsybakov, A.B.: Simultaneous analysis of Lasso and Dantzig selector. Ann. Stat. 37 (2009)","DOI":"10.1214\/08-AOS620"},{"key":"9220_CR5","doi-asserted-by":"crossref","unstructured":"Breiman, L.: Bagging predictors. Mach. Learn. 24(2) (1996)","DOI":"10.1007\/BF00058655"},{"key":"9220_CR6","unstructured":"Breiman, L.: Statistical modeling: the two cultures. Stat. Sci. (2001)"},{"key":"9220_CR7","volume-title":"Classification and Regression Trees","author":"L. Breiman","year":"1984","unstructured":"Breiman, L., Friedman, J., Olshen, R., Stone, C.: Classification and Regression Trees. Wadsworth, Belmont (1984)"},{"key":"9220_CR8","volume-title":"Analysis of Variance, Design and Regression: Applied Statistical Methods","author":"R. Christensen","year":"1996","unstructured":"Christensen, R.: Analysis of Variance, Design and Regression: Applied Statistical Methods. Chapman and Hall, New York (1996)"},{"key":"9220_CR9","volume-title":"Nearest Neighbor Pattern Classification Techniques","author":"B. Dasarathy","year":"1991","unstructured":"Dasarathy, B.: Nearest Neighbor Pattern Classification Techniques. IEEE Comput. Soc., Los Alamitos (1991)"},{"key":"9220_CR10","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1016\/0095-0696(78)90006-2","volume":"5","author":"D. Harrison","year":"1978","unstructured":"Harrison, D., Rubinfeld, D.L.: Hedonic prices and the demand for clean air. J. Environ. Econ. Manage. 5, 81\u2013102 (1978)","journal-title":"J. Environ. Econ. Manage."},{"key":"9220_CR11","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-21606-5","volume-title":"The Elements of Statistical Learning","author":"T. Hastie","year":"2001","unstructured":"Hastie, T., Tibshirani, R., Friedman, J.H.: The Elements of Statistical Learning. Springer, New York (2001)"},{"issue":"3","key":"9220_CR12","doi-asserted-by":"crossref","first-page":"55","DOI":"10.2307\/1267351","volume":"12","author":"A. Hoerl","year":"1970","unstructured":"Hoerl, A., Kennard, R.: Ridge regression: Biased estimation for nonorthogonal problems. Technometrics 12(3), 55\u201367 (1970)","journal-title":"Technometrics"},{"key":"9220_CR13","volume-title":"Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining","author":"G. Hooker","year":"2004","unstructured":"Hooker, G.: Diagnosing extrapolation: Tree-based density estimation. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2004)"},{"key":"9220_CR14","volume-title":"Theory of Point Estimation","author":"EL Lehmann","year":"1998","unstructured":"Lehmann, EL, Casella, G.: Theory of Point Estimation. Springer, New York (1998)"},{"issue":"1","key":"9220_CR15","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1214\/aos\/1034276635","volume":"25","author":"E. Mammen","year":"1997","unstructured":"Mammen, E., van de Geer, S.: Locally adaptive regression splines. Ann. Statist. 25(1), 387\u2013413 (1997)","journal-title":"Ann. Statist."},{"key":"9220_CR16","unstructured":"Munson, MA, Webb, K., Sheldon, D., Fink, D., Hochachka, W.M., Iliff, M., Riedewald, M., Sorokina, D., Sullivan, B., Wood, C., Kelling, S.: The ebird reference dataset. http:\/\/www.avianknowledge.net (2009)"},{"issue":"11","key":"9220_CR17","doi-asserted-by":"crossref","first-page":"2196","DOI":"10.1109\/5.726787","volume":"86","author":"P. Niyogi","year":"1998","unstructured":"Niyogi, P., Girosi, F., Poggio, T.: Incorporating prior information in machine learning by creating virtual examples. Proc. IEEE 86(11), 2196\u20132209 (1998)","journal-title":"Proc. IEEE"},{"key":"9220_CR18","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1016\/S0167-7152(96)00140-X","volume":"33","author":"R.K. Pace","year":"1997","unstructured":"Pace, R.K., Barry, R.: Sparse spatial autoregressions. Stat. Probab. Lett. 33, 291\u2013297 (1997)","journal-title":"Stat. Probab. Lett."},{"key":"9220_CR19","unstructured":"R Development Core Team: R: a language and environment for statistical computing. R foundation for statistical computing, Vienna, Austria, URL http:\/\/www.R-project.org (2007). ISBN 3-900051-07-0"},{"key":"9220_CR20","first-page":"441","volume":"8","author":"R.M. Rifkin","year":"2007","unstructured":"Rifkin, R.M., Lippert, R.A.: Value regularization and the fenchel duality. J. Mach. Learn. Res. 8, 441\u2013479 (2007)","journal-title":"J. Mach. Learn. Res."},{"issue":"1","key":"9220_CR21","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"R. Tibshirani","year":"1996","unstructured":"Tibshirani, R.: Regression shrinkage and selection via the lasso. J. R. Stat. Soc. B 58(1), 267\u2013288 (1996)","journal-title":"J. R. Stat. Soc. B"},{"key":"9220_CR22","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1007\/BF02293983","volume":"51","author":"R.K. Tsutakawa","year":"1986","unstructured":"Tsutakawa, R.K., Lin, Y.H.: Bayesian estimation of item response curves. Psychometrika 51, 251\u2013267 (1986)","journal-title":"Psychometrika"},{"key":"9220_CR23","volume-title":"The Nature of Statistical Learning Theory","author":"V.N. Vapnik","year":"1996","unstructured":"Vapnik, V.N.: The Nature of Statistical Learning Theory. Springer, Berlin (1996)"},{"key":"9220_CR24","volume-title":"Statistical Learning Theory","author":"V.N. Vapnik","year":"1998","unstructured":"Vapnik, V.N.: Statistical Learning Theory. Wiley, New York (1998)"},{"key":"9220_CR25","doi-asserted-by":"crossref","unstructured":"Wahba, G.: Spline Models for Observational Data. CBMS-NSF Regional Conference Series in Applied Mathematics (1990)","DOI":"10.1137\/1.9781611970128"},{"key":"9220_CR26","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1198\/106186005X25619","volume":"14","author":"J. Zhu","year":"2005","unstructured":"Zhu, J., Hastie, T.: Kernel logistic regression and the import vector machine. J. Comput. Graph. Statist. 14, 185\u2013205 (2005)","journal-title":"J. Comput. Graph. Statist."},{"key":"9220_CR27","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1111\/j.1467-9868.2005.00503.x","volume":"67","author":"H. Zou","year":"2005","unstructured":"Zou, H., Hastie, T.: Regularization and variable selection via the elastic net. J. R. Stat Soc. 67, 301\u2013320 (2005)","journal-title":"J. R. Stat Soc."}],"container-title":["Statistics and Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11222-010-9220-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11222-010-9220-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11222-010-9220-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,28]],"date-time":"2025-02-28T06:54:20Z","timestamp":1740725660000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11222-010-9220-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,11,27]]},"references-count":27,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2012,1]]}},"alternative-id":["9220"],"URL":"https:\/\/doi.org\/10.1007\/s11222-010-9220-1","relation":{},"ISSN":["0960-3174","1573-1375"],"issn-type":[{"type":"print","value":"0960-3174"},{"type":"electronic","value":"1573-1375"}],"subject":[],"published":{"date-parts":[[2010,11,27]]}}}