{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T00:06:24Z","timestamp":1770509184604,"version":"3.49.0"},"reference-count":45,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2013,2,7]],"date-time":"2013-02-07T00:00:00Z","timestamp":1360195200000},"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":[[2014,5]]},"DOI":"10.1007\/s11222-013-9380-x","type":"journal-article","created":{"date-parts":[[2013,2,6]],"date-time":"2013-02-06T15:33:21Z","timestamp":1360164801000},"page":"443-460","source":"Crossref","is-referenced-by-count":15,"title":["LASSO-type estimators for semiparametric nonlinear mixed-effects models estimation"],"prefix":"10.1007","volume":"24","author":[{"given":"Ana","family":"Arribas-Gil","sequence":"first","affiliation":[]},{"given":"Karine","family":"Bertin","sequence":"additional","affiliation":[]},{"given":"Cristian","family":"Meza","sequence":"additional","affiliation":[]},{"given":"Vincent","family":"Rivoirard","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2013,2,7]]},"reference":[{"key":"9380_CR1","doi-asserted-by":"crossref","first-page":"43","DOI":"10.1214\/09-AIHP351","volume":"47","author":"K. Bertin","year":"2011","unstructured":"Bertin,\u00a0K., Le Pennec,\u00a0E., Rivoirard,\u00a0V.: Adaptive Dantzig density estimation. Ann. Inst. Henri Poincar\u00e9 47, 43\u201374 (2011)","journal-title":"Ann. Inst. Henri Poincar\u00e9"},{"issue":"4","key":"9380_CR2","doi-asserted-by":"crossref","first-page":"1705","DOI":"10.1214\/08-AOS620","volume":"37","author":"P.J. Bickel","year":"2009","unstructured":"Bickel, P.J., Ritov,\u00a0Y., Tsybakov, A.B.: Simultaneous analysis of lasso and Dantzig selector. Ann. Stat. 37(4), 1705\u20131732 (2009)","journal-title":"Ann. Stat."},{"key":"9380_CR3","series-title":"Springer Series in Statistics","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-20192-9","volume-title":"Statistics for High-Dimensional Data","author":"P. B\u00fchlmann","year":"2011","unstructured":"B\u00fchlmann,\u00a0P., van de Geer,\u00a0S.: Statistics for High-Dimensional Data. Springer Series in Statistics. Springer, Heidelberg (2011)"},{"key":"9380_CR4","series-title":"Inst. Math. Stat. Collect.","doi-asserted-by":"crossref","first-page":"122","DOI":"10.1214\/074921708000000101","volume-title":"Pushing the Limits of Contemporary Statistics: Contributions in Honor of Jayanta K. Ghosh","author":"F. Bunea","year":"2008","unstructured":"Bunea,\u00a0F.: Consistent selection via the Lasso for high dimensional approximating regression models. In: Pushing the Limits of Contemporary Statistics: Contributions in Honor of Jayanta K. Ghosh. Inst. Math. Stat. Collect., vol. 3, pp. 122\u2013137. Inst. Math. Statist., Beachwood (2008)"},{"key":"9380_CR5","series-title":"Lecture Notes in Comput. Sci.","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1007\/11776420_29","volume-title":"Learning Theory","author":"F. Bunea","year":"2006","unstructured":"Bunea,\u00a0F., Tsybakov, A.B., Wegkamp, M.H.: Aggregation and sparsity via l 1 penalized least squares. In: Learning Theory. Lecture Notes in Comput. Sci., vol. 4005, pp. 379\u2013391. Springer, Berlin (2006)"},{"key":"9380_CR6","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1214\/07-EJS008","volume":"1","author":"F. Bunea","year":"2007","unstructured":"Bunea,\u00a0F., Tsybakov,\u00a0A., Wegkamp,\u00a0M.: Sparsity oracle inequalities for the Lasso. Electron. J. Stat. 1, 169\u2013194 (2007a)","journal-title":"Electron. J. Stat."},{"issue":"4","key":"9380_CR7","doi-asserted-by":"crossref","first-page":"1674","DOI":"10.1214\/009053606000001587","volume":"35","author":"F. Bunea","year":"2007","unstructured":"Bunea,\u00a0F., Tsybakov, A.B., Wegkamp, M.H.: Aggregation for Gaussian regression. Ann. Stat. 35(4), 1674\u20131697 (2007b)","journal-title":"Ann. Stat."},{"key":"9380_CR8","doi-asserted-by":"crossref","first-page":"951","DOI":"10.1080\/10485252.2012.731056","volume":"24","author":"F. Comte","year":"2012","unstructured":"Comte,\u00a0F., Samson,\u00a0A.: Nonparametric estimation of random effects densities in linear mixed-effects model. J. Nonparametr. Stat. 24, 951\u2013975 (2012)","journal-title":"J. Nonparametr. Stat."},{"key":"9380_CR9","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1214\/aos\/1018031103","volume":"27","author":"B. Delyon","year":"1999","unstructured":"Delyon,\u00a0B., Lavielle,\u00a0M., Moulines,\u00a0E.: Convergence of a stochastic approximation version of the EM algorithm. Ann. Stat. 27, 94\u2013128 (1999)","journal-title":"Ann. Stat."},{"key":"9380_CR10","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1977.tb01600.x","volume":"39","author":"A.P. Dempster","year":"1977","unstructured":"Dempster, A.P., Laird, N.M., Rubin, D.B.: Maximum-likelihood from incomplete data via the EM algorithm. J. R. Stat. Soc. B 39, 1\u201338 (1977)","journal-title":"J. R. Stat. Soc. B"},{"key":"9380_CR11","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1093\/biostatistics\/2.1.13","volume":"2","author":"A.A. Ding","year":"2001","unstructured":"Ding, A.A., Wu,\u00a0H.: Assessing antiviral potency of anti-HIV therapies in vivo by comparing viral decay rates in viral dynamic models. Biostatistics 2, 13\u201329 (2001)","journal-title":"Biostatistics"},{"key":"9380_CR12","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1186\/1297-9686-27-3-211","volume":"27","author":"J.L. Foulley","year":"1995","unstructured":"Foulley, J.L., Quaas,\u00a0R.: Heterogeneous variances in Gaussian linear mixed models. Genet. Sel. Evol. 27, 211\u2013228 (1995)","journal-title":"Genet. Sel. Evol."},{"key":"9380_CR13","doi-asserted-by":"crossref","first-page":"747","DOI":"10.1016\/j.csda.2003.10.011","volume":"46","author":"Z. Ge","year":"2004","unstructured":"Ge,\u00a0Z., Bickel,\u00a0P., Rice,\u00a0J.: An approximate likelihood approach to nonlinear mixed effects models via spline approximation. Comput. Stat. Data Anal. 46, 747\u2013776 (2004)","journal-title":"Comput. Stat. Data Anal."},{"key":"9380_CR14","first-page":"2351","volume-title":"Proceedings of the International Congress of Mathematicians","author":"S. Geer van de","year":"2010","unstructured":"van de Geer,\u00a0S.: \u2113 1-regularization in high-dimensional statistical models. In: Proceedings of the International Congress of Mathematicians, vol. IV, pp. 2351\u20132369. Hindustan Book Agency, New Delhi (2010)"},{"key":"9380_CR15","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1016\/S0167-9473(99)00076-6","volume":"34","author":"A. Hartford","year":"2000","unstructured":"Hartford,\u00a0A., Davidian,\u00a0M.: Consequences of misspecifying assumptions in nonlinear mixed effects models. Comput. Stat. Data Anal. 34, 139\u2013164 (2000)","journal-title":"Comput. Stat. Data Anal."},{"key":"9380_CR16","doi-asserted-by":"crossref","first-page":"383","DOI":"10.1093\/biomet\/61.2.383","volume":"61","author":"D. Harville","year":"1974","unstructured":"Harville,\u00a0D.: Bayesian inference for variance components using only error contrasts. Biometrika 61, 383\u2013385 (1974)","journal-title":"Biometrika"},{"issue":"4","key":"9380_CR17","doi-asserted-by":"crossref","first-page":"803","DOI":"10.1198\/106186006X157469","volume":"15","author":"W. Jank","year":"2006","unstructured":"Jank,\u00a0W.: Implementing and diagnosing the stochastic approximation EM algorithm. J. Comput. Graph. Stat. 15(4), 803\u2013829 (2006)","journal-title":"J. Comput. Graph. Stat."},{"key":"9380_CR18","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1214\/088342306000000132","volume":"21","author":"W. Jank","year":"2006","unstructured":"Jank,\u00a0W., Shmueli,\u00a0G.: Functional data analysis in electronic commerce research. Stat. Sci. 21, 155\u2013166 (2006)","journal-title":"Stat. Sci."},{"issue":"456","key":"9380_CR19","doi-asserted-by":"crossref","first-page":"1272","DOI":"10.1198\/016214501753381913","volume":"96","author":"C. Ke","year":"2001","unstructured":"Ke,\u00a0C., Wang,\u00a0Y.: Semiparametric nonlinear mixed-effects models and their applications (with discussion). J. Am. Stat. Assoc. 96(456), 1272\u20131298 (2001)","journal-title":"J. Am. Stat. Assoc."},{"key":"9380_CR20","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1051\/ps:2004007","volume":"8","author":"E. Kuhn","year":"2004","unstructured":"Kuhn,\u00a0E., Lavielle,\u00a0M.: Coupling a stochastic approximation version of EM with an MCMC procedure. ESAIM Probab. Stat. 8, 115\u2013131 (2004)","journal-title":"ESAIM Probab. Stat."},{"issue":"4","key":"9380_CR21","doi-asserted-by":"crossref","first-page":"1020","DOI":"10.1016\/j.csda.2004.07.002","volume":"49","author":"E. Kuhn","year":"2005","unstructured":"Kuhn,\u00a0E., Lavielle,\u00a0M.: Maximum likelihood estimation in nonlinear mixed effects models. Comput. Stat. Data Anal. 49(4), 1020\u20131038 (2005)","journal-title":"Comput. Stat. Data Anal."},{"key":"9380_CR22","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1002\/9780470315262.ch12","volume-title":"Statistical Methods in E-commerce Research","author":"B. Liu","year":"2008","unstructured":"Liu,\u00a0B., M\u00fcller, H.G.: Functional data analysis for sparse auction data. In: Jank,\u00a0W., Shmueli,\u00a0G. (eds.) Statistical Methods in E-commerce Research, pp. 269\u2013290. Wiley, New York (2008)"},{"key":"9380_CR23","doi-asserted-by":"crossref","first-page":"342","DOI":"10.1111\/j.1541-0420.2006.00687.x","volume":"63","author":"W. Liu","year":"2007","unstructured":"Liu,\u00a0W., Wu,\u00a0L.: Simultaneous inference for semiparametric nonlinear mixed-effects models with covariate measurement errors and missing responses. Biometrics 63, 342\u2013350 (2007)","journal-title":"Biometrics"},{"key":"9380_CR24","doi-asserted-by":"crossref","first-page":"112","DOI":"10.1016\/j.csda.2008.06.018","volume":"53","author":"W. Liu","year":"2008","unstructured":"Liu,\u00a0W., Wu,\u00a0L.: A semiparametric nonlinear mixed-effects model with non-ignorable missing data and measurement errors for HIV viral data. Comput. Stat. Data Anal. 53, 112\u2013122 (2008)","journal-title":"Comput. Stat. Data Anal."},{"key":"9380_CR25","author":"W. Liu","year":"2009","unstructured":"Liu,\u00a0W., Wu,\u00a0L.: Some asymptotic results for semiparametric nonlinear mixed-effects models with incomplete data. J. Stat. Plan. Inference (2009). doi: 10.1016j.jspi.2009.06.006","journal-title":"J. Stat. Plan. Inference"},{"issue":"3","key":"9380_CR26","doi-asserted-by":"crossref","first-page":"332","DOI":"10.1093\/bioinformatics\/btg413","volume":"20","author":"Y. Luan","year":"2004","unstructured":"Luan,\u00a0Y., Li,\u00a0H.: Model-based methods for identifying periodically expressed genes based on time course microarray gene expression data. Bioinformatics 20(3), 332\u2013339 (2004)","journal-title":"Bioinformatics"},{"issue":"6","key":"9380_CR27","doi-asserted-by":"crossref","first-page":"876","DOI":"10.1002\/bimj.200610348","volume":"49","author":"C. Meza","year":"2007","unstructured":"Meza,\u00a0C., Jaffr\u00e9zic,\u00a0F., Foulley, J.L.: Estimation in the probit normal model for binary outcomes using the SAEM algorithm. Biom. J. 49(6), 876\u2013888 (2007)","journal-title":"Biom. J."},{"issue":"4","key":"9380_CR28","doi-asserted-by":"crossref","first-page":"1350","DOI":"10.1016\/j.csda.2008.11.024","volume":"53","author":"C. Meza","year":"2009","unstructured":"Meza,\u00a0C., Jaffr\u00e9zic,\u00a0F., Foulley, J.L.: Reml estimation of variance parameters in nonlinear mixed effects models using the SAEM algorithm. Comput. Stat. Data Anal. 53(4), 1350\u20131360 (2009)","journal-title":"Comput. Stat. Data Anal."},{"key":"9380_CR29","doi-asserted-by":"crossref","first-page":"545","DOI":"10.1093\/biomet\/58.3.545","volume":"58","author":"H.D. Patterson","year":"1971","unstructured":"Patterson, H.D., Thompson,\u00a0R.: Recovery of inter-block information when block sizes are unequal. Biometrika 58, 545\u2013554 (1971)","journal-title":"Biometrika"},{"key":"9380_CR30","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4419-0318-1","volume-title":"Mixed-Effects Models in S and S-PLUS","author":"J. Pinheiro","year":"2000","unstructured":"Pinheiro,\u00a0J., Bates,\u00a0D.: Mixed-Effects Models in S and S-PLUS. Springer, New York (2000)"},{"key":"9380_CR31","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/0167-7152(94)00147-Z","volume":"24","author":"R. Ramos","year":"1995","unstructured":"Ramos,\u00a0R., Pantula,\u00a0S.: Estimation of nonlinear random coefficient models. Stat. Probab. Lett. 24, 49\u201356 (1995)","journal-title":"Stat. Probab. Lett."},{"key":"9380_CR32","first-page":"127","volume":"57","author":"F. Reithinger","year":"2008","unstructured":"Reithinger,\u00a0F., Jank,\u00a0W., Tutz,\u00a0G., Shmueli,\u00a0G.: Modelling price paths in on-line auctions: smoothing sparse and unevenly sampled curves by using semiparametric mixed models. Appl. Stat. 57, 127\u2013148 (2008)","journal-title":"Appl. Stat."},{"key":"9380_CR33","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1111\/j.1467-9469.2011.00740.x","volume":"38","author":"J. Schelldorfer","year":"2011","unstructured":"Schelldorfer,\u00a0J., B\u00fchlmann,\u00a0P., van de Geer,\u00a0S.: Estimation for high-dimensional linear mixed-effects models using l1-penalization. Scand. J. Stat. 38, 197\u2013214 (2011)","journal-title":"Scand. J. Stat."},{"key":"9380_CR34","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1198\/106186005X48236","volume":"14","author":"G. Shmueli","year":"2005","unstructured":"Shmueli,\u00a0G., Jank,\u00a0W.: Visualizing online auctions. J. Comput. Graph. Stat. 14, 299\u2013319 (2005)","journal-title":"J. Comput. Graph. Stat."},{"key":"9380_CR35","doi-asserted-by":"crossref","first-page":"412","DOI":"10.1214\/07-AOAS117","volume":"1","author":"G. Shmueli","year":"2007","unstructured":"Shmueli,\u00a0G., Russo, R.P., Jank,\u00a0W.: The BARISTA: a model for bid arrivals in online auctions. Ann. Appl. Stat. 1, 412\u2013441 (2007)","journal-title":"Ann. Appl. Stat."},{"key":"9380_CR36","doi-asserted-by":"crossref","unstructured":"Sklar, J.C., Wu,\u00a0J., Meiring,\u00a0W., Wang,\u00a0Y.: Non-parametric regression with basis selection from multiple libraries. Technometrics (2012, accepted)","DOI":"10.1080\/00401706.2012.739104"},{"key":"9380_CR37","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,\u00a0R.: Regression shrinkage and selection via the Lasso. J. R. Stat. Soc. B 58, 267\u2013288 (1996)","journal-title":"J. R. Stat. Soc. B"},{"key":"9380_CR38","doi-asserted-by":"crossref","first-page":"447","DOI":"10.1093\/biomet\/83.2.447","volume":"83","author":"E.F. Vonesh","year":"1996","unstructured":"Vonesh, E.F.: A note on the use of Laplace\u2019s approximation for nonlinear mixed-effects models. Biometrika 83, 447\u2013452 (1996)","journal-title":"Biometrika"},{"key":"9380_CR39","doi-asserted-by":"crossref","first-page":"588","DOI":"10.2307\/2532897","volume":"52","author":"Y. Wang","year":"1996","unstructured":"Wang,\u00a0Y., Brown, M.B.: A flexible model for human circadian rhythms. Biometrics 52, 588\u2013596 (1996)","journal-title":"Biometrics"},{"key":"9380_CR40","doi-asserted-by":"crossref","unstructured":"Wang,\u00a0Y., Ke,\u00a0C.: Assist: A suite of s functions implementing spline smoothing techniques (2004). http:\/\/wwwpstatucsbedu\/faculty\/yuedong\/assistpdf","DOI":"10.32614\/CRAN.package.assist"},{"key":"9380_CR41","doi-asserted-by":"crossref","first-page":"804","DOI":"10.1111\/j.0006-341X.2003.00094.x","volume":"59","author":"Y. Wang","year":"2003","unstructured":"Wang,\u00a0Y., Ke,\u00a0C., Brown, M.B.: Shape-invariant modeling of circadian rhythms with random effects and smoothing spline ANOVA decompositions. Biometrics 59, 804\u2013812 (2003)","journal-title":"Biometrics"},{"key":"9380_CR42","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1007\/s10928-008-9096-2","volume":"35","author":"Y. Wang","year":"2008","unstructured":"Wang,\u00a0Y., Eskridge,\u00a0K., Zhang,\u00a0S.: Semiparametric mixed-effects analysis of PKPD models using differential equations. J. Pharmacokinet. Pharmacodyn. 35, 443\u2013463 (2008)","journal-title":"J. Pharmacokinet. Pharmacodyn."},{"key":"9380_CR43","doi-asserted-by":"crossref","first-page":"699","DOI":"10.1080\/01621459.1990.10474930","volume":"85","author":"G.C. Wei","year":"1990","unstructured":"Wei, G.C., Tanner, M.A.: A Monte Carlo implementation of the EM algorithm and the poor man\u2019s data augmentation algorithm. J. Am. Stat. Assoc. 85, 699\u2013704 (1990)","journal-title":"J. Am. Stat. Assoc."},{"key":"9380_CR44","doi-asserted-by":"crossref","first-page":"3655","DOI":"10.1002\/sim.1317","volume":"21","author":"H. Wu","year":"2002","unstructured":"Wu,\u00a0H., Zhang,\u00a0J.: The study of longterm HIV dynamics using semi-parametric non-linear mixed-effects models. Stat. Med. 21, 3655\u20133675 (2002)","journal-title":"Stat. Med."},{"issue":"1","key":"9380_CR45","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1111\/j.1467-9868.2005.00532.x","volume":"68","author":"M. Yuan","year":"2006","unstructured":"Yuan,\u00a0M., Lin,\u00a0Y.: Model selection and estimation in regression with grouped variables. J. R. Stat. Soc. B 68(1), 49\u201367 (2006)","journal-title":"J. R. Stat. Soc. B"}],"container-title":["Statistics and Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11222-013-9380-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11222-013-9380-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11222-013-9380-x","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T20:08:20Z","timestamp":1745957300000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11222-013-9380-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,2,7]]},"references-count":45,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2014,5]]}},"alternative-id":["9380"],"URL":"https:\/\/doi.org\/10.1007\/s11222-013-9380-x","relation":{},"ISSN":["0960-3174","1573-1375"],"issn-type":[{"value":"0960-3174","type":"print"},{"value":"1573-1375","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,2,7]]}}}