Hu, Xiaoyu; Yao, Fang Dynamic principal component analysis in high dimensions. (English) Zbl 07820384 J. Am. Stat. Assoc. 119, No. 545, 308-319 (2024). MSC: 62-XX PDFBibTeX XMLCite \textit{X. Hu} and \textit{F. Yao}, J. Am. Stat. Assoc. 119, No. 545, 308--319 (2024; Zbl 07820384) Full Text: DOI arXiv
Qiu, Zhiping; Fan, Jiangyuan; Zhang, Jin-Ting; Chen, Jianwei Tests for equality of several covariance matrix functions for multivariate functional data. (English) Zbl 07783452 J. Multivariate Anal. 199, Article ID 105243, 14 p. (2024). MSC: 62Hxx 62H12 62F12 PDFBibTeX XMLCite \textit{Z. Qiu} et al., J. Multivariate Anal. 199, Article ID 105243, 14 p. (2024; Zbl 07783452) Full Text: DOI
Roche, Angelina Lasso in Infinite dimension: application to variable selection in functional multivariate linear regression. (English) Zbl 07784498 Electron. J. Stat. 17, No. 2, 3357-3405 (2023). MSC: 62G08 62J07 PDFBibTeX XMLCite \textit{A. Roche}, Electron. J. Stat. 17, No. 2, 3357--3405 (2023; Zbl 07784498) Full Text: DOI arXiv Link
Cui, Erjia; Li, Ruonan; Crainiceanu, Ciprian M.; Xiao, Luo Fast multilevel functional principal component analysis. (English) Zbl 07747444 J. Comput. Graph. Stat. 32, No. 2, 366-377 (2023). MSC: 62-XX PDFBibTeX XMLCite \textit{E. Cui} et al., J. Comput. Graph. Stat. 32, No. 2, 366--377 (2023; Zbl 07747444) Full Text: DOI
Du, Xiuli; Jiang, Xiaohu; Lin, Jinguan Multinomial logistic factor regression for multi-source functional block-wise missing data. (English) Zbl 1522.62303 Psychometrika 88, No. 3, 975-1001 (2023). MSC: 62P15 62J12 62H25 PDFBibTeX XMLCite \textit{X. Du} et al., Psychometrika 88, No. 3, 975--1001 (2023; Zbl 1522.62303) Full Text: DOI
Tavakoli, Shahin; Nisol, Gilles; Hallin, Marc Factor models for high-dimensional functional time series. II: Estimation and forecasting. (English) Zbl 07731496 J. Time Ser. Anal. 44, No. 5-6, 601-621 (2023). MSC: 62Mxx 62M10 62H25 60G10 62P05 PDFBibTeX XMLCite \textit{S. Tavakoli} et al., J. Time Ser. Anal. 44, No. 5--6, 601--621 (2023; Zbl 07731496) Full Text: DOI
Park, Yeonjoo; Kim, Hyunsung; Lim, Yaeji Functional principal component analysis for partially observed elliptical process. (English) Zbl 07711781 Comput. Stat. Data Anal. 184, Article ID 107745, 19 p. (2023). MSC: 62-08 PDFBibTeX XMLCite \textit{Y. Park} et al., Comput. Stat. Data Anal. 184, Article ID 107745, 19 p. (2023; Zbl 07711781) Full Text: DOI
Zhang, Chen; Zheng, Baihua; Tsung, Fugee Multi-view metro station clustering based on passenger flows: a functional data-edged network community detection approach. (English) Zbl 1521.68214 Data Min. Knowl. Discov. 37, No. 3, 1154-1208 (2023). MSC: 68T10 62H30 62R10 90B10 PDFBibTeX XMLCite \textit{C. Zhang} et al., Data Min. Knowl. Discov. 37, No. 3, 1154--1208 (2023; Zbl 1521.68214) Full Text: DOI
Chatterjee, Avishek; Mazumder, Satyaki; Das, Koel Functional classwise principal component analysis: a classification framework for functional data analysis. (English) Zbl 1515.62059 Data Min. Knowl. Discov. 37, No. 2, 552-594 (2023). MSC: 62H25 62H30 PDFBibTeX XMLCite \textit{A. Chatterjee} et al., Data Min. Knowl. Discov. 37, No. 2, 552--594 (2023; Zbl 1515.62059) Full Text: DOI arXiv
Agonkoui, Christelle Judith; Moussa, Freedath Djibril; Dabo-Niang, Sophie Multivariate functional principal component analysis for endogenously stratified data. (English. French summary) Zbl 07784620 Afr. Stat. 17, No. 4, 3321-3366 (2022). MSC: 62D05 62H99 62P10 PDFBibTeX XMLCite \textit{C. J. Agonkoui} et al., Afr. Stat. 17, No. 4, 3321--3366 (2022; Zbl 07784620) Full Text: DOI Link
Solea, Eftychia; Li, Bing Copula Gaussian graphical models for functional data. (English) Zbl 1507.62257 J. Am. Stat. Assoc. 117, No. 538, 781-793 (2022). MSC: 62H22 62R10 62P10 PDFBibTeX XMLCite \textit{E. Solea} and \textit{B. Li}, J. Am. Stat. Assoc. 117, No. 538, 781--793 (2022; Zbl 1507.62257) Full Text: DOI
de Silva, Galappaththige S. R.; Rathnayake, Lasitha N.; Choudhary, Pankaj K. Modeling and analysis of functional method comparison data. (English) Zbl 07632268 Commun. Stat., Simulation Comput. 51, No. 12, 7298-7318 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{G. S. R. de Silva} et al., Commun. Stat., Simulation Comput. 51, No. 12, 7298--7318 (2022; Zbl 07632268) Full Text: DOI
Hu, Xiaoyu; Yao, Fang Sparse functional principal component analysis in high dimensions. (English) Zbl 07601223 Stat. Sin. 32, No. 4, 1939-1960 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{X. Hu} and \textit{F. Yao}, Stat. Sin. 32, No. 4, 1939--1960 (2022; Zbl 07601223) Full Text: DOI arXiv
Jiang, Lingjing; Elrod, Chris; Kim, Jane J.; Swafford, Austin D.; Knight, Rob; Thompson, Wesley K. Bayesian multivariate sparse functional principal components analysis with application to longitudinal microbiome multiomics data. (English) Zbl 1498.62227 Ann. Appl. Stat. 16, No. 4, 2231-2249 (2022). MSC: 62P10 62F15 62H25 62R10 62-08 PDFBibTeX XMLCite \textit{L. Jiang} et al., Ann. Appl. Stat. 16, No. 4, 2231--2249 (2022; Zbl 1498.62227) Full Text: DOI arXiv
Liu, Yanghui; Li, Yehua; Carroll, Raymond J.; Wang, Naisyin Predictive functional linear models with diverging number of semiparametric single-index interactions. (English) Zbl 07585113 J. Econom. 230, No. 2, 221-239 (2022). MSC: 62-XX 91-XX PDFBibTeX XMLCite \textit{Y. Liu} et al., J. Econom. 230, No. 2, 221--239 (2022; Zbl 07585113) Full Text: DOI
Centofanti, Fabio; Fontana, Matteo; Lepore, Antonio; Vantini, Simone Smooth LASSO estimator for the function-on-function linear regression model. (English) Zbl 07584292 Comput. Stat. Data Anal. 176, Article ID 107556, 19 p. (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{F. Centofanti} et al., Comput. Stat. Data Anal. 176, Article ID 107556, 19 p. (2022; Zbl 07584292) Full Text: DOI arXiv
Zhong, Rou; Liu, Shishi; Li, Haocheng; Zhang, Jingxiao Functional principal component analysis estimator for non-Gaussian data. (English) Zbl 07572886 J. Stat. Comput. Simulation 92, No. 13, 2788-2801 (2022). MSC: 62-XX PDFBibTeX XMLCite \textit{R. Zhong} et al., J. Stat. Comput. Simulation 92, No. 13, 2788--2801 (2022; Zbl 07572886) Full Text: DOI arXiv
Zhong, Rou; Liu, Shishi; Li, Haocheng; Zhang, Jingxiao Robust functional principal component analysis for non-Gaussian longitudinal data. (English) Zbl 1493.62376 J. Multivariate Anal. 189, Article ID 104864, 14 p. (2022). MSC: 62H25 62R10 PDFBibTeX XMLCite \textit{R. Zhong} et al., J. Multivariate Anal. 189, Article ID 104864, 14 p. (2022; Zbl 1493.62376) Full Text: DOI arXiv
Carroll, Cody; Müller, Hans-Georg; Kneip, Alois Cross-component registration for multivariate functional data, with application to growth curves. (English) Zbl 1520.62148 Biometrics 77, No. 3, 839-851 (2021). MSC: 62P10 PDFBibTeX XMLCite \textit{C. Carroll} et al., Biometrics 77, No. 3, 839--851 (2021; Zbl 1520.62148) Full Text: DOI arXiv
Zhang, Xiaoke; Xue, Wu; Wang, Qiyue Covariate balancing functional propensity score for functional treatments in cross-sectional observational studies. (English) Zbl 07422866 Comput. Stat. Data Anal. 163, Article ID 107303, 15 p. (2021). MSC: 62-XX PDFBibTeX XMLCite \textit{X. Zhang} et al., Comput. Stat. Data Anal. 163, Article ID 107303, 15 p. (2021; Zbl 07422866) Full Text: DOI
Qiu, Zhiping; Chen, Jianwei; Zhang, Jin-Ting Two-sample tests for multivariate functional data with applications. (English) Zbl 1510.62211 Comput. Stat. Data Anal. 157, Article ID 107160, 14 p. (2021). MSC: 62G10 62H15 62H25 62G20 62R10 PDFBibTeX XMLCite \textit{Z. Qiu} et al., Comput. Stat. Data Anal. 157, Article ID 107160, 14 p. (2021; Zbl 1510.62211) Full Text: DOI
Kinson, Christopher; Tang, Xiwei; Zuo, Zhen; Qu, Annie Longitudinal principal component analysis with an application to marketing data. (English) Zbl 07499260 J. Comput. Graph. Stat. 29, No. 2, 335-350 (2020). MSC: 62-XX PDFBibTeX XMLCite \textit{C. Kinson} et al., J. Comput. Graph. Stat. 29, No. 2, 335--350 (2020; Zbl 07499260) Full Text: DOI
Li, Qian; Shamshoian, John; Şentürk, Damla; Sugar, Catherine; Jeste, Shafali; DiStefano, Charlotte; Telesca, Donatello Region-referenced spectral power dynamics of EEG signals: a hierarchical modeling approach. (English) Zbl 1498.62236 Ann. Appl. Stat. 14, No. 4, 2053-2068 (2020). MSC: 62P10 62H25 62F15 62R10 62-08 PDFBibTeX XMLCite \textit{Q. Li} et al., Ann. Appl. Stat. 14, No. 4, 2053--2068 (2020; Zbl 1498.62236) Full Text: DOI arXiv
Schmutz, Amandine; Jacques, Julien; Bouveyron, Charles; Chèze, Laurence; Martin, Pauline Clustering multivariate functional data in group-specific functional subspaces. (English) Zbl 1505.62360 Comput. Stat. 35, No. 3, 1101-1131 (2020). MSC: 62-08 62H30 62H25 62R10 PDFBibTeX XMLCite \textit{A. Schmutz} et al., Comput. Stat. 35, No. 3, 1101--1131 (2020; Zbl 1505.62360) Full Text: DOI HAL
Virta, Joni; Li, Bing; Nordhausen, Klaus; Oja, Hannu Independent component analysis for multivariate functional data. (English) Zbl 1436.62232 J. Multivariate Anal. 176, Article ID 104568, 19 p. (2020). MSC: 62H25 62R10 PDFBibTeX XMLCite \textit{J. Virta} et al., J. Multivariate Anal. 176, Article ID 104568, 19 p. (2020; Zbl 1436.62232) Full Text: DOI arXiv
Chiou, Jeng-Min; Chen, Yu-Ting; Hsing, Tailen Identifying multiple changes for a functional data sequence with application to freeway traffic segmentation. (English) Zbl 1433.62329 Ann. Appl. Stat. 13, No. 3, 1430-1463 (2019). MSC: 62P30 62G10 62H25 90B20 PDFBibTeX XMLCite \textit{J.-M. Chiou} et al., Ann. Appl. Stat. 13, No. 3, 1430--1463 (2019; Zbl 1433.62329) Full Text: DOI Euclid
Tavakoli, Shahin; Pigoli, Davide; Aston, John A. D.; Coleman, John S. A spatial modeling approach for linguistic object data: analyzing dialect sound variations across Great Britain. (English) Zbl 1428.62507 J. Am. Stat. Assoc. 114, No. 527, 1081-1096 (2019). MSC: 62P25 62H11 62R10 PDFBibTeX XMLCite \textit{S. Tavakoli} et al., J. Am. Stat. Assoc. 114, No. 527, 1081--1096 (2019; Zbl 1428.62507) Full Text: DOI arXiv Link
Rice, Gregory; Shum, Marco Inference for the lagged cross-covariance operator between functional time series. (English) Zbl 1434.62248 J. Time Ser. Anal. 40, No. 5, 665-692 (2019). Reviewer: Claudia Simionescu-Badea (Wien) MSC: 62R10 62M10 91B84 62G10 PDFBibTeX XMLCite \textit{G. Rice} and \textit{M. Shum}, J. Time Ser. Anal. 40, No. 5, 665--692 (2019; Zbl 1434.62248) Full Text: DOI arXiv
Wong, Raymond K. W.; Li, Yehua; Zhu, Zhengyuan Partially linear functional additive models for multivariate functional data. (English) Zbl 1478.62125 J. Am. Stat. Assoc. 114, No. 525, 406-418 (2019). MSC: 62H12 62G05 62G20 62H25 62J05 62R10 PDFBibTeX XMLCite \textit{R. K. W. Wong} et al., J. Am. Stat. Assoc. 114, No. 525, 406--418 (2019; Zbl 1478.62125) Full Text: DOI Link
Gao, Yuan; Shang, Han Lin; Yang, Yanrong High-dimensional functional time series forecasting: an application to age-specific mortality rates. (English) Zbl 1415.62093 J. Multivariate Anal. 170, 232-243 (2019). MSC: 62P10 62M10 62M20 62P25 62N05 62H25 PDFBibTeX XMLCite \textit{Y. Gao} et al., J. Multivariate Anal. 170, 232--243 (2019; Zbl 1415.62093) Full Text: DOI arXiv
Happ, Clara; Greven, Sonja Multivariate functional principal component analysis for data observed on different (dimensional) domains. (English) Zbl 1398.62154 J. Am. Stat. Assoc. 113, No. 522, 649-659 (2018). MSC: 62H25 62H35 62P10 PDFBibTeX XMLCite \textit{C. Happ} and \textit{S. Greven}, J. Am. Stat. Assoc. 113, No. 522, 649--659 (2018; Zbl 1398.62154) Full Text: DOI arXiv
Dai, Xiongtao; Müller, Hans-Georg Principal component analysis for functional data on Riemannian manifolds and spheres. (English) Zbl 1454.62553 Ann. Stat. 46, No. 6B, 3334-3361 (2018). MSC: 62R30 62G05 62G20 62H25 62R10 PDFBibTeX XMLCite \textit{X. Dai} and \textit{H.-G. Müller}, Ann. Stat. 46, No. 6B, 3334--3361 (2018; Zbl 1454.62553) Full Text: DOI arXiv Euclid
Chiou, Jeng-Min; Yang, Ya-Fang; Chen, Yu-Ting Multivariate functional linear regression and prediction. (English) Zbl 1336.62158 J. Multivariate Anal. 146, 301-312 (2016). MSC: 62H25 62M09 PDFBibTeX XMLCite \textit{J.-M. Chiou} et al., J. Multivariate Anal. 146, 301--312 (2016; Zbl 1336.62158) Full Text: DOI