662
Views
173
CrossRef citations to date
0
Altmetric
Theory and Methods

Semiparametric Stochastic Mixed Models for Longitudinal Data

, , &
Pages 710-719 | Received 01 Dec 1996, Published online: 17 Feb 2012

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (25)

Subrata Rana. (2022) Analysis of longitudinal ordinal data using semi-parametric mixed model under missingness. Communications in Statistics - Simulation and Computation 51:10, pages 5631-5642.
Read now
Juan Sosa & Lina Buitrago. (2022) Time-varying coefficient model estimation through radial basis functions. Journal of Applied Statistics 49:10, pages 2510-2534.
Read now
Jaehong Yu & Hua Zhong. (2021) Time varying mixed effects model with fused lasso regularization. Journal of Applied Statistics 48:8, pages 1513-1526.
Read now
Vincent Chan, Kam-Wah Tsui, Yanran Wei, Zhiyang Zhang & Xinwei Deng. (2021) Efficient estimation of smoothing spline with exact shape constraints. Statistical Theory and Related Fields 5:1, pages 55-69.
Read now
Y. Wang, R. Tang, M. Luo, X. Sun, J. Li, Y. Yue, G. Liu, S. Lin & R. Chen. (2021) Follicle stimulating hormone and estradiol trajectories from menopausal transition to late postmenopause in indigenous Chinese women. Climacteric 24:1, pages 80-88.
Read now
Shengji Jia, Chunming Zhang & Hulin Wu. (2019) Efficient semiparametric regression for longitudinal data with regularised estimation of error covariance function. Journal of Nonparametric Statistics 31:4, pages 867-886.
Read now
Sallieu Kabay Samura, Xuejun Wang & Yi Wu. (2019) Consistency properties for the estimators of partially linear regression model under dependent errors. Journal of Statistical Computation and Simulation 89:13, pages 2410-2433.
Read now
Miran A. Jaffa & Ayad A. Jaffa. (2019) A likelihood based approach for joint modeling of longitudinal trajectories and informative censoring process. Communications in Statistics - Theory and Methods 48:12, pages 2982-3004.
Read now
Henok Woldu, Timothy G. Heckman, Andreas Handel & Ye Shen. (2019) Applying functional data analysis to assess tele-interpersonal psychotherapy's efficacy to reduce depression. Journal of Applied Statistics 46:2, pages 203-216.
Read now
S. Luo, R. Song, M. Styner, J. H. Gilmore & H. Zhu. (2019) FSEM: Functional Structural Equation Models for Twin Functional Data. Journal of the American Statistical Association 114:525, pages 344-357.
Read now
Sungduk Kim & Paul S. Albert. (2018) Latent Variable Poisson Models for Assessing the Regularity of Circadian Patterns over Time. Journal of the American Statistical Association 113:523, pages 992-1002.
Read now
Shu Liu & Heng Lian. (2018) Robust estimation and model identification for longitudinal data varying-coefficient model. Communications in Statistics - Theory and Methods 47:11, pages 2701-2719.
Read now
Wendong Li, Wen Dou, Xiaolong Pu & Dongdong Xiang. (2018) Monitoring individuals with irregular semiparametric longitudinal behaviour. Quality Technology & Quantitative Management 15:1, pages 37-52.
Read now
Tang Qingguo & Linglong Kong. (2017) Quantile regression in functional linear semiparametric model. Statistics 51:6, pages 1342-1358.
Read now
Rachael A. Hughes, Michael G. Kenward, Jonathan A. C. Sterne & Kate Tilling. (2017) Estimation of the linear mixed integrated Ornstein–Uhlenbeck model. Journal of Statistical Computation and Simulation 87:8, pages 1541-1558.
Read now
Fernando A. Quintana, Wesley O. Johnson, L. Elaine Waetjen & Ellen B. Gold. (2016) Bayesian Nonparametric Longitudinal Data Analysis. Journal of the American Statistical Association 111:515, pages 1168-1181.
Read now
Taeryon Choi & Yoonsung Woo. (2015) A Partially Linear Model Using a Gaussian Process Prior. Communications in Statistics - Simulation and Computation 44:7, pages 1770-1786.
Read now
Yali Fan, Guoyou Qin & Zhong Yi Zhu. (2014) Robust Variable Selection in Linear Mixed Models. Communications in Statistics - Theory and Methods 43:21, pages 4566-4581.
Read now
Antonello Maruotti. (2014) Robust fitting of hidden Markov regression models under a longitudinal setting. Journal of Statistical Computation and Simulation 84:8, pages 1728-1747.
Read now
Dursun Aydın & Memmedağa Memmedli. (2012) Optimum smoothing parameter selection for penalized least squares in form of linear mixed effect models. Optimization 61:4, pages 459-476.
Read now
Jie Mao & Zhongyi Zhu. (2011) Joint Mean-Covariance Models with Applications to Longitudinal Data in Partially Linear Model. Communications in Statistics - Theory and Methods 40:17, pages 3119-3140.
Read now
Jin-Ting Zhang & Hulin Wu. (2010) Modeling HIV Dynamics Using Unified Mixed-Effects Models. American Journal of Mathematical and Management Sciences 30:1-2, pages 83-109.
Read now
Kenichi Satoh & Megu Ohtaki. (2006) Nonparametric Growth Curve Model with Local Linear Approximation. Communications in Statistics - Theory and Methods 35:4, pages 641-648.
Read now
JulianJ. Faraway. (1999) A Graphical Method of Exploring the Mean Structure in Longitudinal Data Analysis. Journal of Computational and Graphical Statistics 8:1, pages 60-68.
Read now

Articles from other publishers (148)

Takumi Imamura, Hiroki Masuda & Hayato Tajima. (2024) On local likelihood asymptotics for Gaussian mixed-effects model with system noise. Statistics & Probability Letters 208, pages 110074.
Crossref
Xiaoyan Liu & Jiming Jiang. (2024) Classified functional mixed effects model prediction. Statistics in Medicine 43:7, pages 1329-1340.
Crossref
Xiaotian Dai, Nicole Acosta, Xuewen Lu, Casey R. J. Hubert, Jangwoo Lee, Kevin Frankowski, Maria A. Bautista, Barbara J. Waddell, Kristine Du, Janine McCalder, Jon Meddings, Norma Ruecker, Tyler Williamson, Danielle A. Southern, Jordan Hollman, Gopal Achari, M. Cathryn Ryan, Steve E. Hrudey, Bonita E. Lee, Xiaoli Pang, Rhonda G. Clark, Michael D. Parkins & Thierry Chekouo. (2024) A Bayesian framework for modeling COVID‐19 case numbers through longitudinal monitoring of SARS‐CoV‐2 RNA in wastewater. Statistics in Medicine 43:6, pages 1153-1169.
Crossref
Zeynab AghabazazIraj KazemiAlireza Nematollahi. (2022) A time-varying GARCH mixed-effects model for isolating high- and low- frequency volatility and co-volatility. Statistical Modelling 24:1, pages 58-81.
Crossref
Pablo Beramendi, Carles Boix & Daniel Stegmueller. (2024) Resilient Democracies. SSRN Electronic Journal.
Crossref
Ziyue Liu & Wensheng Guo. 2024. Modeling and Analysis of Longitudinal Data. Modeling and Analysis of Longitudinal Data 109 153 .
Corinne Emmenegger & Peter Bühlmann. (2023) Plug‐in machine learning for partially linear mixed‐effects models with repeated measurements. Scandinavian Journal of Statistics 50:4, pages 1553-1567.
Crossref
Jing Wu, Lijiang Geng, Angela Starkweather & Ming‐Hui Chen. (2023) Modeling and maximum likelihood based inference of interval‐censored data with unknown upper limits and time‐dependent covariates. Statistics in Medicine 42:14, pages 2455-2474.
Crossref
João Victor B. de Freitas, Caio L. N. Azevedo & Juvêncio S. Nobre. (2023) A stochastic approximation ECME algorithm to semi-parametric scale mixtures of centred skew normal regression models. Statistics and Computing 33:2.
Crossref
Germán Ibacache-Pulgar, Cristian Villegas, Javier Linkolk López-Gonzales & Magaly Moraga. (2022) Influence measures in nonparametric regression model with symmetric random errors. Statistical Methods & Applications 32:1, pages 1-25.
Crossref
Thalita B. Mattos, Victor H. Lachos, Luis M. Castro & Larissa A. Matos. (2022) Extending multivariate Student's‐t$$ t $$ semiparametric mixed models for longitudinal data with censored responses and heavy tails. Statistics in Medicine 41:19, pages 3696-3719.
Crossref
Se Yoon Lee & Bani K. Mallick. (2021) Bayesian Hierarchical Modeling: Application Towards Production Results in the Eagle Ford Shale of South Texas. Sankhya B 84:1, pages 1-43.
Crossref
Patrick Mair & Kathrin Gruber. (2021) Bayesian explanatory additive IRT models. British Journal of Mathematical and Statistical Psychology 75:1, pages 59-87.
Crossref
Qin Zhou & Peihua Qiu. (2021) Phase I monitoring of serially correlated nonparametric profiles by mixed‐effects modeling. Quality and Reliability Engineering International 38:1, pages 134-152.
Crossref
M. MenictasT.H. NolanD.G. SimpsonM.P. Wand. (2020) Streamlined variational inference for higher level group-specific curve models. Statistical Modelling 21:6, pages 479-519.
Crossref
Thalita B Mattos, Larissa Avila Matos & Victor H Lachos. (2021) A semiparametric mixed-effects model for censored longitudinal data. Statistical Methods in Medical Research 30:12, pages 2582-2603.
Crossref
Lauren N. Berry & Nathaniel E. Helwig. (2021) Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines. Stats 4:3, pages 701-724.
Crossref
Angelique H. Riepsamen, Mark W. Donoghoe, Angela Baerwald, Michael W. Pankhurst, Shelly Lien, Yih Harng Chong, David M. Robertson, William L. Ledger & Robert B. Gilchrist. (2021) Exploratory analysis of serum concentrations of oocyte biomarkers growth differentiation factor 9 and bone morphogenetic protein 15 in ovulatory women across the menstrual cycle. Fertility and Sterility 116:2, pages 546-557.
Crossref
Liya Fu, Zhuoran Yang, Fengjing Cai & You-Gan Wang. (2020) Efficient and doubly-robust methods for variable selection and parameter estimation in longitudinal data analysis. Computational Statistics 36:2, pages 781-804.
Crossref
E. S. Palamarchuk. (2021) Optimal Superexponential Stabilization of Solutions of Linear Stochastic Differential Equations. Automation and Remote Control 82:3, pages 449-459.
Crossref
Ming Ding, Jorge E. Chavarro & Garrett M. Fitzmaurice. (2020) Development of a mixture model allowing for smoothing functions of longitudinal trajectories. Statistical Methods in Medical Research 30:2, pages 549-562.
Crossref
Louis Capitaine, Robin Genuer & Rodolphe Thiébaut. (2020) Random forests for high-dimensional longitudinal data. Statistical Methods in Medical Research 30:1, pages 166-184.
Crossref
Wonmo Koo & Heeyoung Kim. (2020) Bayesian nonparametric latent class model for longitudinal data. Statistical Methods in Medical Research 29:11, pages 3381-3395.
Crossref
Kexin Ji & Joel A. Dubin. (2020) A semiparametric stochastic mixed effects model for bivariate cyclic longitudinal data. Canadian Journal of Statistics 48:3, pages 471-498.
Crossref
Joelmir A. Borssoi, Gilberto A. Paula & Manuel Galea. (2017) Elliptical linear mixed models with a covariate subject to measurement error. Statistical Papers 61:1, pages 31-69.
Crossref
Wataru Sakamoto. (2019) Inference on variance components near boundary in linear mixed effect models. WIREs Computational Statistics 11:6.
Crossref
Jing Lv & Chaohui Guo. (2018) Quantile estimations via modified Cholesky decomposition for longitudinal single-index models. Annals of the Institute of Statistical Mathematics 71:5, pages 1163-1199.
Crossref
Jing Lv, Chaohui Guo & Jibo Wu. (2018) Smoothed empirical likelihood inference via the modified Cholesky decomposition for quantile varying coefficient models with longitudinal data. TEST 28:3, pages 999-1032.
Crossref
Arūnas P. Verbyla, Joanne De Faveri, John D. Wilkie & Tom Lewis. (2018) Tensor Cubic Smoothing Splines in Designed Experiments Requiring Residual Modelling. Journal of Agricultural, Biological and Environmental Statistics 23:4, pages 478-508.
Crossref
Liya Fu & You-Gan Wang. (2016) Variable selection in rank regression for analyzing longitudinal data. Statistical Methods in Medical Research 27:8, pages 2447-2458.
Crossref
Huayu Liu, Nichole E. Carlson, Gary K. Grunwald & Alex J. Polotsky. (2018) Modeling Associations Between Latent Event Processes Governing Time Series of Pulsing Hormones. Biometrics 74:2, pages 714-724.
Crossref
Md Hamidul Huque, Craig Anderson, Richard Walton, Samuel Woolford & Louise Ryan. (2018) Smooth individual level covariates adjustment in disease mapping. Biometrical Journal 60:3, pages 597-615.
Crossref
Brian D. Segal, Michael R. Elliott, Thomas Braun & Hui Jiang. (2018) P-splines with an $\ell_{1}$ penalty for repeated measures. Electronic Journal of Statistics 12:2.
Crossref
Jaroslaw Harezlak, David Ruppert & Matt P. WandJaroslaw Harezlak, David Ruppert & Matt P. Wand. 2018. Semiparametric Regression with R. Semiparametric Regression with R 129 172 .
Catherine Kim, Siobàn D. Harlow, Huiyong Zheng, Daniel S. McConnell & John F. RandolphJr.Jr.. (2017) Changes in androstenedione, dehydroepiandrosterone, testosterone, estradiol, and estrone over the menopausal transition. Women's Midlife Health 3:1.
Crossref
Zhuokai Li, Hai Liu & Wanzhu Tu. (2015) A generalized semiparametric mixed model for analysis of multivariate health care utilization data. Statistical Methods in Medical Research 26:6, pages 2909-2918.
Crossref
Jing Lv & Chaohui Guo. (2017) Efficient parameter estimation via modified Cholesky decomposition for quantile regression with longitudinal data. Computational Statistics 32:3, pages 947-975.
Crossref
Nathaniel E. Helwig, Nick E. Sohre, Mark R. Ruprecht, Stephen J. Guy & Sofía Lyford-Pike. (2017) Dynamic properties of successful smiles. PLOS ONE 12:6, pages e0179708.
Crossref
Shu Liu, Jinhong You & Heng Lian. (2017) Estimation and model identification of longitudinal data time-varying nonparametric models. Journal of Multivariate Analysis 156, pages 116-136.
Crossref
Sehee Kim, Donglin Zeng & Jeremy M. G. Taylor. (2017) Joint Partially Linear Model for Longitudinal Data with Informative Drop-Outs. Biometrics 73:1, pages 72-82.
Crossref
Seonghyun Jeong & Taeyoung Park. (2016) Bayesian Semiparametric Inference on Functional Relationships in Linear Mixed Models. Bayesian Analysis 11:4.
Crossref
Muhammad Abu Shadeque Mullah & Andrea Benedetti. (2016) Effect of Smoothing in Generalized Linear Mixed Models on the Estimation of Covariance Parameters for Longitudinal Data. The International Journal of Biostatistics 12:2.
Crossref
Nathaniel E. Helwig. (2015) Efficient estimation of variance components in nonparametric mixed-effects models with large samples. Statistics and Computing 26:6, pages 1319-1336.
Crossref
Nathaniel E. Helwig, K. Alex Shorter, Ping Ma & Elizabeth T. Hsiao-Wecksler. (2016) Smoothing spline analysis of variance models: A new tool for the analysis of cyclic biomechanical data. Journal of Biomechanics 49:14, pages 3216-3222.
Crossref
Yan Gao, Xinyu Zhang, Shouyang Wang & Guohua Zou. (2016) Model averaging based on leave-subject-out cross-validation. Journal of Econometrics 192:1, pages 139-151.
Crossref
Cathy Yuen Yi Lee & Matt P. Wand. (2015) Variational methods for fitting complex Bayesian mixed effects models to health data. Statistics in Medicine 35:2, pages 165-188.
Crossref
Felix Heinzl & Gerhard Tutz. (2014) Additive mixed models with approximate Dirichlet process mixtures: the EM approach. Statistics and Computing 26:1-2, pages 73-92.
Crossref
Anatoliy I. Yashin, Eric Stallard & Kenneth C. LandKonstantin G. Arbeev, Igor Akushevich, Alexander M. Kulminski, Kenneth C. Land & Anatoliy I. Yashin. 2016. Biodemography of Aging. Biodemography of Aging 241 261 .
Nathaniel E. Helwig, Yizhao Gao, Shaowen Wang & Ping Ma. (2015) Analyzing spatiotemporal trends in social media data via smoothing spline analysis of variance. Spatial Statistics 14, pages 491-504.
Crossref
Sridhar Ramakrishnan, Wei Lu, Srinivas Laxminarayan, Nancy J. Wesensten, Tracy L. Rupp, Thomas J. Balkin & Jaques Reifman. (2015) Can a mathematical model predict an individual's trait‐like response to both total and partial sleep loss?. Journal of Sleep Research 24:3, pages 262-269.
Crossref
Shu Liu & Guodong Li. (2015) Varying-coefficient mean–covariance regression analysis for longitudinal data. Journal of Statistical Planning and Inference 160, pages 89-106.
Crossref
Xiangming Fang & Kung-Sik Chan. (2014) Additive models with spatio-temporal data. Environmental and Ecological Statistics 22:1, pages 61-86.
Crossref
Hanyu YangJames A. CranfordRunze Li & Anne Buu. (2014) Two‐stage model for time‐varying effects of discrete longitudinal covariates with applications in analysis of daily process data. Statistics in Medicine 34:4, pages 571-581.
Crossref
Huiyong Zheng, Siobán D. Harlow, Howard M. Kravitz, Joyce Bromberger, Daniel J. Buysse, Karen A. Matthews, Ellen B. Gold, Jane F. Owens & Martica Hall. (2015) Actigraphy-defined measures of sleep and movement across the menstrual cycle in midlife menstruating women. Menopause 22:1, pages 66-74.
Crossref
Wesley O. Johnson & Miguel de Carvalho. 2015. Nonparametric Bayesian Inference in Biostatistics. Nonparametric Bayesian Inference in Biostatistics 15 54 .
Damon J Vidrine, Faith E Fletcher, Meredith K Buchberg, Yisheng Li, Roberto C Arduino & Ellen R Gritz. (2014) The influence of HIV disease events/stages on smoking attitudes and behaviors: project STATE (Study of Tobacco Attitudes and Teachable Events). BMC Public Health 14:1.
Crossref
Thomas A. Louis. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online.
J. ‐L. Wang. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online.
J. F. Randolph, S. D. Harlow, M. E. Helmuth, H. Zheng & D. S. McConnell. (2013) Updated assays for inhibin B and AMH provide evidence for regular episodic secretion of inhibin B but not AMH in the follicular phase of the normal menstrual cycle. Human Reproduction 29:3, pages 592-600.
Crossref
Xing-cai Zhou & Jin-Guan Lin. (2013) Empirical likelihood for varying-coefficient semiparametric mixed-effects errors-in-variables models with longitudinal data. Statistical Methods & Applications 23:1, pages 51-69.
Crossref
Lu Wang & Hyunok Choi. (2013) Using semiparametric‐mixed model and functional linear model to detect vulnerable prenatal window to carcinogenic polycyclic aromatic hydrocarbons on fetal growth. Biometrical Journal 56:2, pages 243-255.
Crossref
Kiranmoy DasRunze LiSubhajit SenguptaRongling Wu. (2013) A Bayesian semiparametric model for bivariate sparse longitudinal data. Statistics in Medicine 32:22, pages 3899-3910.
Crossref
An-cha Xu & Yin-cai Tang. (2013) Posterior propriety in nonparametric mixed effects model. Applied Mathematics-A Journal of Chinese Universities 28:3, pages 369-378.
Crossref
Xueying Zheng, Wing Kam Fung & Zhongyi Zhu. (2012) Robust estimation in joint mean–covariance regression model for longitudinal data. Annals of the Institute of Statistical Mathematics 65:4, pages 617-638.
Crossref
MaryFran R. SowersHuiyong ZhengGail A. GreendaleRobert M. NeerJane A. CauleyJayne EllisSarah Johnson & Joel S. Finkelstein. (2013) Changes in Bone Resorption Across the Menopause Transition: Effects of Reproductive Hormones, Body Size, and Ethnicity. The Journal of Clinical Endocrinology & Metabolism 98:7, pages 2854-2863.
Crossref
Inyoung Kim, Herbert Pang & Hongyu Zhao. (2013) Statistical properties on semiparametric regression for evaluating pathway effects. Journal of Statistical Planning and Inference 143:4, pages 745-763.
Crossref
Wenceslao González Manteiga, María José Lombardía, María Dolores Martínez Miranda & Stefan Sperlich. (2013) Kernel smoothers and bootstrapping for semiparametric mixed effects models. Journal of Multivariate Analysis 114, pages 288-302.
Crossref
Ganggang Xu & Jianhua Z. Huang. (2012) Asymptotic optimality and efficient computation of the leave-subject-out cross-validation. The Annals of Statistics 40:6.
Crossref
B. N. Sanchez, M. Wu, T. E. Raghunathan & A. V. Diez-Roux. (2012) Modeling the Salivary Cortisol Profile in Population Research: The Multi-Ethnic Study of Atherosclerosis. American Journal of Epidemiology 176:10, pages 918-928.
Crossref
Ziyue Liu & Wensheng Guo. (2012) Functional mixed effects models. WIREs Computational Statistics 4:6, pages 527-534.
Crossref
Paul S. Albert & Enrique F. Schisterman. (2012) Novel statistical methodology for analyzing longitudinal biomarker data. Statistics in Medicine 31:22, pages 2457-2460.
Crossref
Thomas A. Louis. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Yali Fan, Guoyou Qin & Zhongyi Zhu. (2012) Variable selection in robust regression models for longitudinal data. Journal of Multivariate Analysis 109, pages 156-167.
Crossref
Randy C. S. Lai, Hsin-Cheng Huang & Thomas C. M. Lee. (2012) Fixed and random effects selection in nonparametric additive mixed models. Electronic Journal of Statistics 6:none.
Crossref
Xing-cai Zhou & Jin-guan Lin. (2011) Strong consistency of estimators in partially linear models for longitudinal data with mixing-dependent structure. Journal of Inequalities and Applications 2011:1.
Crossref
Mark A. Keech, Mark S. Lindberg, Rodney D. Boertje, Patrick Valkenburg, Brian D. Taras, Toby A. Boudreau & Kimberlee B. Beckmen. (2011) Effects of predator treatments, individual traits, and environment on moose survival in Alaska. The Journal of Wildlife Management 75:6, pages 1361-1380.
Crossref
Cyntha A. Struthers & Donald L. Mcleish. (2011) A particular diffusion model for incomplete longitudinal data: application to the multicenter AIDS cohort study. Biostatistics 12:3, pages 493-505.
Crossref
Yulei He, Recai Yucel & Trivellore E. Raghunathan. (2011) A functional multiple imputation approach to incomplete longitudinal data. Statistics in Medicine 30:10, pages 1137-1156.
Crossref
Zong Xu-Ping & Feng Guolin. (2011) A Modified Gauss-Newton Iterative Method for Nonlinear Models with Right-Censored Data. Journal of Algorithms & Computational Technology 5:1, pages 105-110.
Crossref
John F. RandolphJrJrHuiyong ZhengMaryFran R. SowersCarolyn CrandallSybil CrawfordEllen B. GoldMarike Vuga. (2011) Change in Follicle-Stimulating Hormone and Estradiol Across the Menopausal Transition: Effect of Age at the Final Menstrual Period. The Journal of Clinical Endocrinology & Metabolism 96:3, pages 746-754.
Crossref
Germán Ibacache-Pulgar & Gilberto A. Paula. (2011) Local influence for Student- partially linear models . Computational Statistics & Data Analysis 55:3, pages 1462-1478.
Crossref
M.P. Wand & J.T. Ormerod. (2011) Penalized wavelets: Embedding wavelets into semiparametric regression. Electronic Journal of Statistics 5:none.
Crossref
Song Xi Chen & Ping-Shou Zhong. (2010) ANOVA for longitudinal data with missing values. The Annals of Statistics 38:6.
Crossref
Qi Li & Jeffrey S. Racine. (2010) SMOOTH VARYING-COEFFICIENT ESTIMATION AND INFERENCE FOR QUALITATIVE AND QUANTITATIVE DATA. Econometric Theory 26:6, pages 1607-1637.
Crossref
Hélène Jacqmin‐Gadda, Cécile Proust‐Lima & Hélène Amiéva. (2010) Semi‐parametric latent process model for longitudinal ordinal data: Application to cognitive decline. Statistics in Medicine 29:26, pages 2723-2731.
Crossref
Paul S. Albert & Joanna H. Shih. (2010) On Estimating the Relationship between Longitudinal Measurements and Time‐to‐Event Data Using a Simple Two‐Stage Procedure. Biometrics 66:3, pages 983-987.
Crossref
ZAIXING LI & LIXING ZHU. (2010) On Variance Components in Semiparametric Mixed Models for Longitudinal Data. Scandinavian Journal of Statistics 37:3, pages 442-457.
Crossref
Pulak Ghosh & Timothy Hanson. (2010) A SEMIPARAMETRIC BAYESIAN APPROACH TO MULTIVARIATE LONGITUDINAL DATA. Australian & New Zealand Journal of Statistics 52:3, pages 275-288.
Crossref
Farzad Noubary & Michael D. Hughes. (2010) Assessing agreement in the timing of treatment initiation determined by repeated measurements of novel versus gold standard technologies with application to the monitoring of CD4 counts in HIV‐infected patients. Statistics in Medicine 29:18, pages 1932-1946.
Crossref
Xuewen Lu, Bin Nan, Peter Song & MaryFran Sowers. (2010) Longitudinal Data Analysis with Event Time as a Covariate. Statistics in Biosciences 2:1, pages 65-80.
Crossref
MaryFran R. Sowers, Huiyong Zheng, Mary L. Jannausch, Daniel McConnell, Bin Nan, Sioban Harlow & John F. RandolphJr.Jr.. (2010) Amount of Bone Loss in Relation to Time around the Final Menstrual Period and Follicle-Stimulating Hormone Staging of the Transmenopause. The Journal of Clinical Endocrinology & Metabolism 95:5, pages 2155-2162.
Crossref
Xiao Ni, Daowen Zhang & Hao Helen Zhang. (2010) Variable Selection for Semiparametric Mixed Models in Longitudinal Studies. Biometrics 66:1, pages 79-88.
Crossref
Yisheng Li, Xihong Lin & Peter Müller. (2010) Bayesian Inference in Semiparametric Mixed Models for Longitudinal Data. Biometrics 66:1, pages 70-78.
Crossref
Xiao Ni, Hao Helen Zhang & Daowen Zhang. (2009) Automatic model selection for partially linear models. Journal of Multivariate Analysis 100:9, pages 2100-2111.
Crossref
Zaixing Li, Wangli Xu & Lixing Zhu. (2009) Influence diagnostics and outlier tests for varying coefficient mixed models. Journal of Multivariate Analysis 100:9, pages 2002-2017.
Crossref
M.F.R. Sowers, H. Zheng, D. McConnell, B. Nan, C.A. Karvonen-Gutierrez & J.F. Randolph. (2009) Testosterone, sex hormone-binding globulin and free androgen index among adult women: chronological and ovarian aging. Human Reproduction 24:9, pages 2276-2285.
Crossref
GuoYou Qin & ZhongYi Zhu. (2009) Local asymptotic behavior of regression splines for marginal semiparametric models with longitudinal data. Science in China Series A: Mathematics 52:9, pages 1982-1994.
Crossref
ROBERT L. PAIGE, SHAN SUN & KEYI WANG. (2009) Variance Reduction in Smoothing Splines. Scandinavian Journal of Statistics 36:1, pages 112-126.
Crossref
Hua Liang. (2007) Generalized partially linear mixed-effects models incorporating mismeasured covariates. Annals of the Institute of Statistical Mathematics 61:1, pages 27-46.
Crossref
Tang Qingguo. (2008) Asymptotic normality of M-estimators in a semiparametric model with longitudinal data. Metrika 69:1, pages 55-67.
Crossref
Wen Ye, Xihong Lin & Jeremy M. G. Taylor. (2008) Semiparametric Modeling of Longitudinal Measurements and Time‐to‐Event Data–A Two‐Stage Regression Calibration Approach. Biometrics 64:4, pages 1238-1246.
Crossref
Robert T. Krafty, Phyllis A. Gimotty, David Holtz, George Coukos & Wensheng Guo. (2008) Varying Coefficient Model with Unknown Within‐Subject Covariance for Analysis of Tumor Growth Curves. Biometrics 64:4, pages 1023-1031.
Crossref
Z. Zhu, W. K. Fung & X. He. (2008) On the asymptotics of marginal regression splines with longitudinal data. Biometrika 95:4, pages 907-917.
Crossref
Yangxin Huang, Hua Liang & Hulin Wu. (2008) Identifying significant covariates for anti‐HIV treatment response: Mechanism‐based differential equation models and empirical semiparametric regression models. Statistics in Medicine 27:23, pages 4722-4739.
Crossref
MaryFran R. Sowers, Huiyong Zheng, Daniel McConnell, Bin Nan, Siobán D. Harlow & John F. RandolphJr.Jr.. (2008) Estradiol Rates of Change in Relation to the Final Menstrual Period in a Population-Based Cohort of Women. The Journal of Clinical Endocrinology & Metabolism 93:10, pages 3847-3852.
Crossref
MaryFran R. Sowers, Huiyong Zheng, Daniel McConnell, Bin Nan, Sioban Harlow & John F. RandolphJr.Jr.. (2008) Follicle Stimulating Hormone and Its Rate of Change in Defining Menopause Transition Stages. The Journal of Clinical Endocrinology & Metabolism 93:10, pages 3958-3964.
Crossref
Li Su & Joseph W. Hogan. (2008) Bayesian semiparametric regression for longitudinal binary processes with missing data. Statistics in Medicine 27:17, pages 3247-3268.
Crossref
Florian Reithinger, Wolfgang Jank, Gerhard Tutz & Galit Shmueli. (2008) Modelling Price Paths in On-Line Auctions: Smoothing Sparse and Unevenly Sampled Curves by Using Semiparametric Mixed Models. Journal of the Royal Statistical Society Series C: Applied Statistics 57:2, pages 127-148.
Crossref
Ying Guo & F. DuBois Bowman. (2008) Modeling dose-dependent neural processing responses using mixed effects spline models: With application to a PET study of ethanol. NeuroImage 40:2, pages 698-711.
Crossref
YANG BAI, ZHONGYI ZHU & WING K. FUNG. (2008) Partial Linear Models for Longitudinal Data Based on Quadratic Inference Functions. Scandinavian Journal of Statistics 35:1, pages 104-118.
Crossref
F. Jay Breidt, Nan-Jung Hsu & William Coar. (2007) A diagnostic test for autocorrelation in increment-averaged data with application to soil sampling. Environmental and Ecological Statistics 15:1, pages 15-25.
Crossref
LiuGen Xue & Zhu LiXing. (2008) Empirical likelihood-based inference in a partially linear model for longitudinal data. Science in China Series A: Mathematics 51:1, pages 115-130.
Crossref
Dawei Liu, Xihong Lin & Debashis Ghosh. (2007) Semiparametric Regression of Multidimensional Genetic Pathway Data: Least‐Squares Kernel Machines and Linear Mixed Models. Biometrics 63:4, pages 1079-1088.
Crossref
Patricia A. DeRusso, Wen Ye, Ross Shepherd, Barbara A. Haber, Benjamin L. Shneider, Peter F. Whitington, Kathleen B. Schwarz, Jorge A. Bezerra, Philip Rosenthal, Saul Karpen, Robert H. Squires, John C. Magee, Patricia R. Robuck & Ronald J. Sokol. (2007) Growth failure and outcomes in infants with biliary atresia: A report from the Biliary Atresia Research Consortium. Hepatology 46:5, pages 1632-1638.
Crossref
Jamie L. Bigelow & David B. Dunson. (2007) Bayesian Adaptive Regression Splines for Hierarchical Data. Biometrics 63:3, pages 724-732.
Crossref
G. Tutz & F. Reithinger. (2006) A boosting approach to flexible semiparametric mixed models. Statistics in Medicine 26:14, pages 2872-2900.
Crossref
Daowen Zhang, Xihong Lin & MaryFran Sowers. (2007) Two‐Stage Functional Mixed Models for Evaluating the Effect of Longitudinal Covariate Profiles on a Scalar Outcome. Biometrics 63:2, pages 351-362.
Crossref
Sue J. Welham, Brian R. Cullis, Michael G. Kenward & Robin Thompson. (2007) A COMPARISON OF MIXED MODEL SPLINES FOR CURVE FITTING. Australian & New Zealand Journal of Statistics 49:1, pages 1-23.
Crossref
Marco GeraciMatteo Bottai. (2016) Use of auxiliary data in semi-parametric spatial regression with nonignorable missing responses. Statistical Modelling 6:4, pages 321-336.
Crossref
MaryFran R. Sowers, Mary L. Jannausch, Daniel S. McConnell, Sharon R. Kardia & John F. RandolphJr.Jr.. (2006) Menstrual Cycle Markers of Ovarian Aging and Sex Steroid Hormone Genotypes. The American Journal of Medicine 119:9, pages S31-S43.
Crossref
Sue J. Welham, Brian R. Cullis, Michael G. Kenward & Robin Thompson. (2005) The Analysis of Longitudinal Data Using Mixed Model L‐Splines. Biometrics 62:2, pages 392-401.
Crossref
Damla Şentürk. (2006) Covariate-adjusted varying coefficient models. Biostatistics 7:2, pages 235-251.
Crossref
Jinhong You, Gemai Chen & Yong Zhou. (2006) Block empirical likelihood for longitudinal partially linear regression models. Canadian Journal of Statistics 34:1, pages 79-96.
Crossref
Monique L. Mackenzie, C. R. Donovan & B. H. McArdle. (2005) Regression spline mixed models: A forestry example. Journal of Agricultural, Biological, and Environmental Statistics 10:4, pages 394-410.
Crossref
Peter Müller, Gary L. Rosner, Maria De Iorio & Steven MacEachern. (2005) A Nonparametric Bayesian Model for Inference in Related Longitudinal Studies. Journal of the Royal Statistical Society Series C: Applied Statistics 54:3, pages 611-626.
Crossref
M. Durbán, J. Harezlak, M. P. Wand & R. J. Carroll. (2004) Simple fitting of subject‐specific curves for longitudinal data. Statistics in Medicine 24:8, pages 1153-1167.
Crossref
J. ‐L. Wang. 2005. Encyclopedia of Biostatistics. Encyclopedia of Biostatistics.
Joseph W. Hogan, Xihong Lin & Benjamin Herman. (2004) Mixtures of Varying Coefficient Models for Longitudinal Data with Discrete or Continuous Nonignorable Dropout. Biometrics 60:4, pages 854-864.
Crossref
Kurt Barnhart, Mary D. Sammel, Karine Chung, Lan Zhou, Amy C. Hummel & Wensheng Guo. (2004) Decline of Serum Human Chorionic Gonadotropin and Spontaneous Complete Abortion: Defining the Normal Curve. Obstetrics & Gynecology 104:5, Part 1, pages 975-81.
Crossref
Zhongyi Zhu & Wing K Fung. (2004) Variance component testing in semiparametric mixed models. Journal of Multivariate Analysis 91:1, pages 107-118.
Crossref
Daowen Zhang & Marie Davidian. (2004) Likelihood and conditional likelihood inference for generalized additive mixed models for clustered data. Journal of Multivariate Analysis 91:1, pages 90-106.
Crossref
Kurt T. Barnhart, Mary D. Sammel, Paolo F. Rinaudo, Lan Zhou, Amy C. Hummel & Wensheng Guo. (2004) Symptomatic Patients With an Early Viable Intrauterine Pregnancy. Obstetrics & Gynecology 104:1, pages 50-55.
Crossref
Hulin Wu & Hua Liang. (2004) Backfitting Random Varying‐Coefficient Models with Time‐Dependent Smoothing Covariates. Scandinavian Journal of Statistics 31:1, pages 3-19.
Crossref
Erning Li, Daowen Zhang & Marie Davidian. (2004) Conditional Estimation for Generalized Linear Models When Covariates Are Subject‐Specific Parameters in a Mixed Model for Longitudinal Measurements. Biometrics 60:1, pages 1-7.
Crossref
Heping Zhang. (2016) Mixed effects multivariate adaptive splines model for the analysis of longitudinal and growth curve data. Statistical Methods in Medical Research 13:1, pages 63-82.
Crossref
Wensheng Guo. (2016) Functional data analysis in longitudinal settings using smoothing splines. Statistical Methods in Medical Research 13:1, pages 49-62.
Crossref
Zhong‐Yi Zhu, Xuming He & Wing‐Kam Fung. (2003) Local Influence Analysis for Penalized Gaussian Likelihood Estimators in Partially Linear Models. Scandinavian Journal of Statistics 30:4, pages 767-780.
Crossref
Bas Engel, Kees van Reenen & Willem Buist. (2003) Analysis of correlated series of repeated measurements: application to challenge data. Biometrical Journal 45:7, pages 866-886.
Crossref
X. He & M.-O Kim. 2003. Developments in Robust Statistics. Developments in Robust Statistics 160 168 .
Hulin Wu & Jin‐Ting Zhang. (2002) The study of long‐term HIV dynamics using semi‐parametric non‐linear mixed‐effects models. Statistics in Medicine 21:23, pages 3655-3675.
Crossref
I D CurrieM Durban. (2016) Flexible smoothing with P-splines: a unified approach. Statistical Modelling 2:4, pages 333-349.
Crossref
Hélène Jacqmin‐Gadda, Pierre Joly, Daniel Commenges, Christine Binquet & Geneviève Chêne. (2002) Penalized likelihood approach to estimate a smooth mean curve on longitudinal data. Statistics in Medicine 21:16, pages 2391-2402.
Crossref
F. Jaffrezic, I.M.S. White, R. Thompson & P.M. Visscher. (2002) Contrasting Models for Lactation Curve Analysis. Journal of Dairy Science 85:4, pages 968-975.
Crossref
Wensheng Guo. (2004) Functional Mixed Effects Models. Biometrics 58:1, pages 121-128.
Crossref
Daowen Zhang & Marie Davidian. (2001) Linear Mixed Models with Flexible Distributions of Random Effects for Longitudinal Data. Biometrics 57:3, pages 795-802.
Crossref
Daowen Zhang, Xihong Lin & MaryFran Sowers. (2004) Semiparametric Regression for Periodic Longitudinal Hormone Data from Multiple Menstrual Cycles. Biometrics 56:1, pages 31-39.
Crossref
Arūnas Verbyla, Michelle Lorimer & Robert Stevens. 2000. COMPSTAT. COMPSTAT 161 172 .
Eugene Demidenko. 1987. Mixed Models. Mixed Models 681 709 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.