Wang, Ke; Franks, Alexander; Oh, Sang-Yun Learning Gaussian graphical models with latent confounders. (English) Zbl 07740031 J. Multivariate Anal. 198, Article ID 105213, 18 p. (2023). MSC: 62Hxx 62H22 62H25 PDFBibTeX XMLCite \textit{K. Wang} et al., J. Multivariate Anal. 198, Article ID 105213, 18 p. (2023; Zbl 07740031) Full Text: DOI arXiv
Wu, Sidi; Beaulac, Cédric; Cao, Jiguo Neural networks for scalar input and functional output. (English) Zbl 1517.62049 Stat. Comput. 33, No. 5, Paper No. 118, 20 p. (2023). MSC: 62-08 62G08 62R10 62H25 68T07 PDFBibTeX XMLCite \textit{S. Wu} et al., Stat. Comput. 33, No. 5, Paper No. 118, 20 p. (2023; Zbl 1517.62049) Full Text: DOI arXiv
Liu, Xinyi; Wallin, Gabriel; Chen, Yunxiao; Moustaki, Irini Rotation to sparse loadings using \(L^p\) losses and related inference problems. (English) Zbl 1517.62093 Psychometrika 88, No. 2, 527-553 (2023). MSC: 62P15 62H25 PDFBibTeX XMLCite \textit{X. Liu} et al., Psychometrika 88, No. 2, 527--553 (2023; Zbl 1517.62093) Full Text: DOI arXiv
Liu, Yang; Wang, Weimeng Semiparametric factor analysis for item-level response time data. (English) Zbl 1490.62408 Psychometrika 87, No. 2, 666-692 (2022). MSC: 62P15 62H25 PDFBibTeX XMLCite \textit{Y. Liu} and \textit{W. Wang}, Psychometrika 87, No. 2, 666--692 (2022; Zbl 1490.62408) Full Text: DOI
Iodice D’Enza, A.; Markos, A.; Palumbo, F. Chunk-wise regularised PCA-based imputation of missing data. (English) Zbl 1515.62060 Stat. Methods Appl. 31, No. 2, 365-386 (2022). MSC: 62H25 62D10 PDFBibTeX XMLCite \textit{A. Iodice D'Enza} et al., Stat. Methods Appl. 31, No. 2, 365--386 (2022; Zbl 1515.62060) Full Text: DOI
Basna, Rani; Nassar, Hiba; Podgórski, Krzysztof Data driven orthogonal basis selection for functional data analysis. (English) Zbl 1520.62421 J. Multivariate Anal. 189, Article ID 104868, 16 p. (2022). MSC: 62R10 62-08 62H25 65D07 PDFBibTeX XMLCite \textit{R. Basna} et al., J. Multivariate Anal. 189, Article ID 104868, 16 p. (2022; Zbl 1520.62421) Full Text: DOI
Lassance, Nathan; DeMiguel, Victor; Vrins, Frédéric Optimal portfolio diversification via independent component analysis. (English) Zbl 1484.91431 Oper. Res. 70, No. 1, 55-72 (2022). MSC: 91G10 62P05 62H25 PDFBibTeX XMLCite \textit{N. Lassance} et al., Oper. Res. 70, No. 1, 55--72 (2022; Zbl 1484.91431) Full Text: DOI Link
Fu, Qiang; Guo, Xin; Jeon, Sun Young; Reither, Eric N.; Zang, Emma; Land, Kenneth C. The uses and abuses of an age-period-cohort method: on the linear algebra and statistical properties of intrinsic and related estimators. (English) Zbl 07455209 Math. Found. Comput. 4, No. 1, 45-59 (2021). MSC: 62-XX 91-XX PDFBibTeX XMLCite \textit{Q. Fu} et al., Math. Found. Comput. 4, No. 1, 45--59 (2021; Zbl 07455209) Full Text: DOI
D’Ambra, Antonello; Amenta, Pietro; Beh, Eric J. Confidence regions and other tools for an extension of correspondence analysis based on cumulative frequencies. (English) Zbl 1480.62109 AStA, Adv. Stat. Anal. 105, No. 3, 405-429 (2021). MSC: 62H25 62G15 62H17 PDFBibTeX XMLCite \textit{A. D'Ambra} et al., AStA, Adv. Stat. Anal. 105, No. 3, 405--429 (2021; Zbl 1480.62109) Full Text: DOI
Bergesio, Andrea; Szretter Noste, María Eugenia; Yohai, Víctor J. A robust proposal of estimation for the sufficient dimension reduction problem. (English) Zbl 1474.62096 Test 30, No. 3, 758-783 (2021). MSC: 62F35 62F12 PDFBibTeX XMLCite \textit{A. Bergesio} et al., Test 30, No. 3, 758--783 (2021; Zbl 1474.62096) Full Text: DOI
Xu, Peirong; Wang, Tao On supervised reduction and its dual. (English) Zbl 1469.62284 Stat. Sin. 31, No. 2, 701-722 (2021). MSC: 62H25 62A09 62P20 PDFBibTeX XMLCite \textit{P. Xu} and \textit{T. Wang}, Stat. Sin. 31, No. 2, 701--722 (2021; Zbl 1469.62284)
Zheng, Zemin; Lv, Jinchi; Lin, Wei Nonsparse learning with latent variables. (English) Zbl 1479.62041 Oper. Res. 69, No. 1, 346-359 (2021). MSC: 62H25 62H12 62J07 62J05 PDFBibTeX XMLCite \textit{Z. Zheng} et al., Oper. Res. 69, No. 1, 346--359 (2021; Zbl 1479.62041) Full Text: DOI arXiv
Shaghaghi, M.; Saghaei, A. PCA likelihood ratio test approach for attributed social networks monitoring. (English) Zbl 1511.91105 Commun. Stat., Theory Methods 49, No. 12, 2869-2886 (2020). MSC: 91D30 62H15 62H25 62J12 PDFBibTeX XMLCite \textit{M. Shaghaghi} and \textit{A. Saghaei}, Commun. Stat., Theory Methods 49, No. 12, 2869--2886 (2020; Zbl 1511.91105) Full Text: DOI
Li, Luyi; Liu, Yushan; Shi, Zhaoyin; Wang, Pan Multivariate sensitivity analysis for dynamic models with both random and random process inputs. (English) Zbl 1481.62032 Appl. Math. Modelling 81, 92-112 (2020). MSC: 62H25 62J20 PDFBibTeX XMLCite \textit{L. Li} et al., Appl. Math. Modelling 81, 92--112 (2020; Zbl 1481.62032) Full Text: DOI
Park, Heewon; Konishi, Sadanori Sparse common component analysis for multiple high-dimensional datasets via noncentered principal component analysis. (English) Zbl 1467.62108 Stat. Pap. 61, No. 6, 2283-2311 (2020). MSC: 62H25 62R07 PDFBibTeX XMLCite \textit{H. Park} and \textit{S. Konishi}, Stat. Pap. 61, No. 6, 2283--2311 (2020; Zbl 1467.62108) Full Text: DOI
Neumayer, Sebastian; Nimmer, Max; Setzer, Simon; Steidl, Gabriele On the robust PCA and Weiszfeld’s algorithm. (English) Zbl 1468.62302 Appl. Math. Optim. 82, No. 3, 1017-1048 (2020). MSC: 62H25 62-08 65K05 90C20 PDFBibTeX XMLCite \textit{S. Neumayer} et al., Appl. Math. Optim. 82, No. 3, 1017--1048 (2020; Zbl 1468.62302) Full Text: DOI arXiv
Chen, Dachuan; Mykland, Per A.; Zhang, Lan The five trolls under the bridge: principal component analysis with asynchronous and noisy high frequency data. (English) Zbl 1453.62535 J. Am. Stat. Assoc. 115, No. 532, 1960-1977 (2020). MSC: 62H25 62P05 PDFBibTeX XMLCite \textit{D. Chen} et al., J. Am. Stat. Assoc. 115, No. 532, 1960--1977 (2020; Zbl 1453.62535) Full Text: DOI
Dobriban, Edgar Permutation methods for factor analysis and PCA. (English) Zbl 1460.62093 Ann. Stat. 48, No. 5, 2824-2847 (2020). Reviewer: Fabio Rapallo (Alessandria) MSC: 62H25 62H12 60G35 94A12 PDFBibTeX XMLCite \textit{E. Dobriban}, Ann. Stat. 48, No. 5, 2824--2847 (2020; Zbl 1460.62093) Full Text: DOI arXiv Euclid
Yao, Zhigang; Zhang, Zhenyue Principal boundary on Riemannian manifolds. (English) Zbl 1441.62935 J. Am. Stat. Assoc. 115, No. 531, 1435-1448 (2020). MSC: 62R30 62H25 62H30 PDFBibTeX XMLCite \textit{Z. Yao} and \textit{Z. Zhang}, J. Am. Stat. Assoc. 115, No. 531, 1435--1448 (2020; Zbl 1441.62935) Full Text: DOI arXiv
Glaws, Andrew; Constantine, Paul G.; Cook, R. Dennis Inverse regression for ridge recovery: a data-driven approach for parameter reduction in computer experiments. (English) Zbl 1436.62337 Stat. Comput. 30, No. 2, 237-253 (2020). MSC: 62J07 62G08 62H25 PDFBibTeX XMLCite \textit{A. Glaws} et al., Stat. Comput. 30, No. 2, 237--253 (2020; Zbl 1436.62337) Full Text: DOI arXiv
Eftekhari, Armin; Hauser, Raphael A. Principal component analysis by optimization of symmetric functions has no spurious local optima. (English) Zbl 1430.90468 SIAM J. Optim. 30, No. 1, 439-463 (2020). MSC: 90C26 62H25 15A23 15A18 PDFBibTeX XMLCite \textit{A. Eftekhari} and \textit{R. A. Hauser}, SIAM J. Optim. 30, No. 1, 439--463 (2020; Zbl 1430.90468) Full Text: DOI arXiv
Eftekhari, Armin; Ongie, Gregory; Balzano, Laura; Wakin, Michael B. Streaming principal component analysis from incomplete data. (English) Zbl 1441.62159 J. Mach. Learn. Res. 20, Paper No. 86, 62 p. (2019). MSC: 62H25 62D10 62-08 68W27 PDFBibTeX XMLCite \textit{A. Eftekhari} et al., J. Mach. Learn. Res. 20, Paper No. 86, 62 p. (2019; Zbl 1441.62159) Full Text: arXiv Link
Singh, Susheela P.; Staicu, Ana-Maria; Dunn, Robert R.; Fierer, Noah; Reich, Brian J. A nonparametric spatial test to identify factors that shape a microbiome. (English) Zbl 1435.62400 Ann. Appl. Stat. 13, No. 4, 2341-2362 (2019). MSC: 62P10 62G10 62H25 PDFBibTeX XMLCite \textit{S. P. Singh} et al., Ann. Appl. Stat. 13, No. 4, 2341--2362 (2019; Zbl 1435.62400) Full Text: DOI arXiv Euclid
Lin, Zhenhua; Yao, Fang Intrinsic Riemannian functional data analysis. (English) Zbl 1435.62264 Ann. Stat. 47, No. 6, 3533-3577 (2019). Reviewer: Oleksandr Kukush (Kyïv) MSC: 62J05 62P10 62H25 62R10 62R30 PDFBibTeX XMLCite \textit{Z. Lin} and \textit{F. Yao}, Ann. Stat. 47, No. 6, 3533--3577 (2019; Zbl 1435.62264) Full Text: DOI arXiv Euclid
Merola, Giovanni Maria; Chen, Gemai Projection sparse principal component analysis: an efficient least squares method. (English) Zbl 1422.62212 J. Multivariate Anal. 173, 366-382 (2019). MSC: 62H25 PDFBibTeX XMLCite \textit{G. M. Merola} and \textit{G. Chen}, J. Multivariate Anal. 173, 366--382 (2019; Zbl 1422.62212) Full Text: DOI arXiv
Quintana-Ortí, Gregorio; Simó, Amelia A kernel regression procedure in the 3D shape space with an application to online sales of children’s wear. (English) Zbl 1420.62499 Stat. Sci. 34, No. 2, 236-252 (2019). MSC: 62P20 62J02 62H25 62P10 PDFBibTeX XMLCite \textit{G. Quintana-Ortí} and \textit{A. Simó}, Stat. Sci. 34, No. 2, 236--252 (2019; Zbl 1420.62499) Full Text: DOI Euclid
Gao, Guangyuan; Wüthrich, Mario V.; Yang, Hanfang Evaluation of driving risk at different speeds. (English) Zbl 1425.91222 Insur. Math. Econ. 88, 108-119 (2019). MSC: 91B30 62P05 PDFBibTeX XMLCite \textit{G. Gao} et al., Insur. Math. Econ. 88, 108--119 (2019; Zbl 1425.91222) Full Text: DOI
Aït-Sahalia, Yacine; Xiu, Dacheng Principal component analysis of high-frequency data. (English) Zbl 1478.62150 J. Am. Stat. Assoc. 114, No. 525, 287-303 (2019). MSC: 62H25 60H30 62P05 PDFBibTeX XMLCite \textit{Y. Aït-Sahalia} and \textit{D. Xiu}, J. Am. Stat. Assoc. 114, No. 525, 287--303 (2019; Zbl 1478.62150) Full Text: DOI
Khamaru, Koulik; Mazumder, Rahul Computation of the maximum likelihood estimator in low-rank factor analysis. (English) Zbl 1415.90074 Math. Program. 176, No. 1-2 (B), 279-310 (2019). MSC: 90C22 90C30 90C25 90-08 62H25 PDFBibTeX XMLCite \textit{K. Khamaru} and \textit{R. Mazumder}, Math. Program. 176, No. 1--2 (B), 279--310 (2019; Zbl 1415.90074) Full Text: DOI arXiv
Bhadra, Anindya; Datta, Jyotishka; Li, Yunfan; Polson, Nicholas G.; Willard, Brandon Prediction risk for the horseshoe regression. (English) Zbl 1489.62196 J. Mach. Learn. Res. 20, Paper No. 78, 39 p. (2019). MSC: 62J05 62H30 62F15 62J07 PDFBibTeX XMLCite \textit{A. Bhadra} et al., J. Mach. Learn. Res. 20, Paper No. 78, 39 p. (2019; Zbl 1489.62196) Full Text: arXiv Link
Gao, Guangyuan; Meng, Shengwang; Wüthrich, Mario V. Claims frequency modeling using telematics car driving data. (English) Zbl 1411.91280 Scand. Actuar. J. 2019, No. 2, 143-162 (2019). MSC: 91B30 PDFBibTeX XMLCite \textit{G. Gao} et al., Scand. Actuar. J. 2019, No. 2, 143--162 (2019; Zbl 1411.91280) Full Text: DOI
Young, Derek S.; Ke, Chenlu; Zeng, Xiaoxue The mixturegram: a visualization tool for assessing the number of components in finite mixture models. (English) Zbl 07498933 J. Comput. Graph. Stat. 27, No. 3, 564-575 (2018). MSC: 62-XX PDFBibTeX XMLCite \textit{D. S. Young} et al., J. Comput. Graph. Stat. 27, No. 3, 564--575 (2018; Zbl 07498933) Full Text: DOI
Epifanio, Irene; Ibáñez, María Victoria; Simó, Amelia Archetypal shapes based on landmarks and extension to handle missing data. (English) Zbl 1416.62326 Adv. Data Anal. Classif., ADAC 12, No. 3, 705-735 (2018). MSC: 62H25 62H11 62H30 PDFBibTeX XMLCite \textit{I. Epifanio} et al., Adv. Data Anal. Classif., ADAC 12, No. 3, 705--735 (2018; Zbl 1416.62326) Full Text: DOI Link
Kawano, Shuichi; Fujisawa, Hironori; Takada, Toyoyuki; Shiroishi, Toshihiko Sparse principal component regression for generalized linear models. (English) Zbl 1469.62091 Comput. Stat. Data Anal. 124, 180-196 (2018). MSC: 62-08 62H25 62J12 62P10 PDFBibTeX XMLCite \textit{S. Kawano} et al., Comput. Stat. Data Anal. 124, 180--196 (2018; Zbl 1469.62091) Full Text: DOI arXiv
Bertsimas, Dimitris; Copenhaver, Martin S. Characterization of the equivalence of robustification and regularization in linear and matrix regression. (English) Zbl 1403.62040 Eur. J. Oper. Res. 270, No. 3, 931-942 (2018). MSC: 62F35 62H12 62H25 62J07 68T05 90C25 PDFBibTeX XMLCite \textit{D. Bertsimas} and \textit{M. S. Copenhaver}, Eur. J. Oper. Res. 270, No. 3, 931--942 (2018; Zbl 1403.62040) Full Text: DOI arXiv
Choi, Ji Yeh; Hwang, Heungsun; Timmerman, Marieke E. Functional parallel factor analysis for functions of one- and two-dimensional arguments. (English) Zbl 1402.62122 Psychometrika 83, No. 1, 1-20 (2018). MSC: 62H25 15A69 62P15 PDFBibTeX XMLCite \textit{J. Y. Choi} et al., Psychometrika 83, No. 1, 1--20 (2018; Zbl 1402.62122) Full Text: DOI Link
Kim, Dukpa; Kim, Yunjung; Bak, Yuhyeon Multi-level factor analysis of bond risk premia. (English) Zbl 1507.62322 Stud. Nonlinear Dyn. Econom. 21, No. 5, Article ID 20150080, 19 p. (2017). MSC: 62P05 62H25 PDFBibTeX XMLCite \textit{D. Kim} et al., Stud. Nonlinear Dyn. Econom. 21, No. 5, Article ID 20150080, 19 p. (2017; Zbl 1507.62322) Full Text: DOI
Greven, Sonja; Scheipl, Fabian A general framework for functional regression modelling. (English) Zbl 07289474 Stat. Model. 17, No. 1-2, 1-35 (2017). MSC: 62-XX PDFBibTeX XMLCite \textit{S. Greven} and \textit{F. Scheipl}, Stat. Model. 17, No. 1--2, 1--35 (2017; Zbl 07289474) Full Text: DOI
Lesieur, Thibault; Krzakala, Florent; Zdeborová, Lenka Constrained low-rank matrix estimation: phase transitions, approximate message passing and applications. (English) Zbl 1462.62324 J. Stat. Mech. Theory Exp. 2017, No. 7, Article ID 073403, 86 p. (2017). MSC: 62H12 62H25 62F15 62P35 82C26 82D30 PDFBibTeX XMLCite \textit{T. Lesieur} et al., J. Stat. Mech. Theory Exp. 2017, No. 7, Article ID 073403, 86 p. (2017; Zbl 1462.62324) Full Text: DOI arXiv
Solaro, Nadia; Barbiero, Alessandro; Manzi, Giancarlo; Ferrari, Pier Alda A sequential distance-based approach for imputing missing data: forward imputation. (English) Zbl 1414.62220 Adv. Data Anal. Classif., ADAC 11, No. 2, 395-414 (2017). MSC: 62H25 62-07 62-04 62H99 PDFBibTeX XMLCite \textit{N. Solaro} et al., Adv. Data Anal. Classif., ADAC 11, No. 2, 395--414 (2017; Zbl 1414.62220) Full Text: DOI Link
Aoshima, Makoto; Yata, Kazuyoshi Statistical inference for high-dimension, low-sample-size data. (English. Japanese original) Zbl 1392.62170 Sugaku Expo. 30, No. 2, 137-158 (2017); translation from Sūgaku 65, No. 3, 225-247 (2013). MSC: 62H25 62H12 62H15 62H30 PDFBibTeX XMLCite \textit{M. Aoshima} and \textit{K. Yata}, Sugaku Expo. 30, No. 2, 137--158 (2017; Zbl 1392.62170); translation from Sūgaku 65, No. 3, 225--247 (2013) Full Text: DOI
Choi, Ji Yeh; Hwang, Heungsun; Yamamoto, Michio; Jung, Kwanghee; Woodward, Todd S. A unified approach to functional principal component analysis and functional multiple-set canonical correlation. (English) Zbl 1402.62123 Psychometrika 82, No. 2, 427-441 (2017). MSC: 62H25 62G07 62H20 62H30 PDFBibTeX XMLCite \textit{J. Y. Choi} et al., Psychometrika 82, No. 2, 427--441 (2017; Zbl 1402.62123) Full Text: DOI
Siciliano, Roberta; D’Ambrosio, Antonio; Aria, Massimo; Amodio, Sonia Analysis of web visit histories. II: Predicting navigation by nested STUMP regression trees. (English) Zbl 1382.68024 J. Classif. 34, No. 3, 473-493 (2017). MSC: 68M11 62H25 62P25 68T05 PDFBibTeX XMLCite \textit{R. Siciliano} et al., J. Classif. 34, No. 3, 473--493 (2017; Zbl 1382.68024) Full Text: DOI
Kuleshov, Alexander; Bernstein, Alexander Nonlinear multi-output regression on unknown input manifold. (English) Zbl 1386.68133 Ann. Math. Artif. Intell. 81, No. 1-2, 209-240 (2017). MSC: 68T05 62G08 62H25 68T10 PDFBibTeX XMLCite \textit{A. Kuleshov} and \textit{A. Bernstein}, Ann. Math. Artif. Intell. 81, No. 1--2, 209--240 (2017; Zbl 1386.68133) Full Text: DOI
Debón, A.; Chaves, L.; Haberman, S.; Villa, F. Characterization of between-group inequality of longevity in European union countries. (English) Zbl 1394.62140 Insur. Math. Econ. 75, 151-165 (2017). MSC: 62P05 62H25 91B30 91D20 PDFBibTeX XMLCite \textit{A. Debón} et al., Insur. Math. Econ. 75, 151--165 (2017; Zbl 1394.62140) Full Text: DOI Link
Bouwmans, Thierry; Sobral, Andrews; Javed, Sajid; Jung, Soon Ki; Zahzah, El-Hadi Decomposition into low-rank plus additive matrices for background/foreground separation: a review for a comparative evaluation with a large-scale dataset. (English) Zbl 1398.68572 Comput. Sci. Rev. 23, 1-71 (2017). MSC: 68T45 62H25 65F30 68-02 PDFBibTeX XMLCite \textit{T. Bouwmans} et al., Comput. Sci. Rev. 23, 1--71 (2017; Zbl 1398.68572) Full Text: DOI arXiv
Korpela, Jussi; Henelius, Andreas; Ahonen, Lauri; Klami, Arto; Puolamäki, Kai Using regression makes extraction of shared variation in multiple datasets easy. (English) Zbl 1416.62316 Data Min. Knowl. Discov. 30, No. 5, 1112-1133 (2016). MSC: 62H20 62J15 62H25 PDFBibTeX XMLCite \textit{J. Korpela} et al., Data Min. Knowl. Discov. 30, No. 5, 1112--1133 (2016; Zbl 1416.62316) Full Text: DOI
Richey, Matthew Book review of: J. Gareth et al., An introduction to statistical learning. With applications in R. (English) Zbl 1391.00023 Am. Math. Mon. 123, No. 7, 731-736 (2016). MSC: 00A17 62H30 62-04 62J12 62H25 62-01 68T05 PDFBibTeX XMLCite \textit{M. Richey}, Am. Math. Mon. 123, No. 7, 731--736 (2016; Zbl 1391.00023) Full Text: DOI
Nowakowska, Ewa; Koronacki, Jacek; Lipovetsky, Stan Dimensionality reduction for data of unknown cluster structure. (English) Zbl 06871032 Inf. Sci. 330, 74-87 (2016). MSC: 62H25 62H30 PDFBibTeX XMLCite \textit{E. Nowakowska} et al., Inf. Sci. 330, 74--87 (2016; Zbl 06871032) Full Text: DOI arXiv
Suk, Hye Won; Hwang, Heungsun Functional generalized structured component analysis. (English) Zbl 1367.62321 Psychometrika 81, No. 4, 940-968 (2016). MSC: 62P15 62H25 PDFBibTeX XMLCite \textit{H. W. Suk} and \textit{H. Hwang}, Psychometrika 81, No. 4, 940--968 (2016; Zbl 1367.62321) Full Text: DOI Link
Fraiman, Ricardo; Gimenez, Yanina; Svarc, Marcela Seeking relevant information from a statistical model. (English) Zbl 1353.62070 ESAIM, Probab. Stat. 20, 463-479 (2016). MSC: 62H30 62H25 62G20 68T10 PDFBibTeX XMLCite \textit{R. Fraiman} et al., ESAIM, Probab. Stat. 20, 463--479 (2016; Zbl 1353.62070) Full Text: DOI Link
Tsagris, Michail; Preston, Simon; Wood, Andrew T. A. Improved classification for compositional data using the \(\alpha\)-transformation. (English) Zbl 1349.62284 J. Classif. 33, No. 2, 243-261 (2016). MSC: 62H30 62H25 86A32 PDFBibTeX XMLCite \textit{M. Tsagris} et al., J. Classif. 33, No. 2, 243--261 (2016; Zbl 1349.62284) Full Text: DOI arXiv
Adragni, Kofi P.; Al-Najjar, Elias; Martin, Sean; Popuri, Sai K.; Raim, Andrew M. Group-wise sufficient dimension reduction with principal fitted components. (English) Zbl 1347.65017 Comput. Stat. 31, No. 3, 923-941 (2016). MSC: 62-08 62H25 62H30 62J05 PDFBibTeX XMLCite \textit{K. P. Adragni} et al., Comput. Stat. 31, No. 3, 923--941 (2016; Zbl 1347.65017) Full Text: DOI
Adragni, Kofi P.; Xi, Mingyu Pruning a sufficient dimension reduction with a \(p\)-value guided hard-thresholding. (English) Zbl 1360.62298 Statistics 50, No. 2, 254-270 (2016). MSC: 62H25 62G08 62F10 62J07 PDFBibTeX XMLCite \textit{K. P. Adragni} and \textit{M. Xi}, Statistics 50, No. 2, 254--270 (2016; Zbl 1360.62298) Full Text: DOI
Wang, Yanhong; Fang, Yixin; Wang, Junhui Sparse optimal discriminant clustering. (English) Zbl 1505.62420 Stat. Comput. 26, No. 3, 629-639 (2016). MSC: 62-08 62H30 62H25 PDFBibTeX XMLCite \textit{Y. Wang} et al., Stat. Comput. 26, No. 3, 629--639 (2016; Zbl 1505.62420) Full Text: DOI
Shi, Jianhong; Song, Weixing Sparse principal component analysis with measurement errors. (English) Zbl 1341.62168 J. Stat. Plann. Inference 175, 87-99 (2016). MSC: 62H25 62J07 PDFBibTeX XMLCite \textit{J. Shi} and \textit{W. Song}, J. Stat. Plann. Inference 175, 87--99 (2016; Zbl 1341.62168) Full Text: DOI
Fraiman, Ricardo; Gimenez, Yanina; Svarc, Marcela Feature selection for functional data. (English) Zbl 1335.62097 J. Multivariate Anal. 146, 191-208 (2016). MSC: 62H30 62H25 62J05 PDFBibTeX XMLCite \textit{R. Fraiman} et al., J. Multivariate Anal. 146, 191--208 (2016; Zbl 1335.62097) Full Text: DOI arXiv
Shahriari, Shirin; Faria, Susana; Gonçalves, A. Manuela Variable selection methods in high-dimensional regression – a simulation study. (English) Zbl 1474.62270 Commun. Stat., Simulation Comput. 44, No. 10, 2548-2561 (2015). MSC: 62J05 62H25 PDFBibTeX XMLCite \textit{S. Shahriari} et al., Commun. Stat., Simulation Comput. 44, No. 10, 2548--2561 (2015; Zbl 1474.62270) Full Text: DOI
Nowakowska, Ewa; Koronacki, Jacek; Lipovetsky, Stan Clusterability assessment for Gaussian mixture models. (English) Zbl 1341.62187 Appl. Math. Comput. 256, 591-601 (2015). MSC: 62H30 62H25 94A15 PDFBibTeX XMLCite \textit{E. Nowakowska} et al., Appl. Math. Comput. 256, 591--601 (2015; Zbl 1341.62187) Full Text: DOI
Verbanck, Marie; Josse, Julie; Husson, François Regularised PCA to denoise and visualise data. (English) Zbl 1331.62298 Stat. Comput. 25, No. 2, 471-486 (2015). MSC: 62H25 62J07 65C60 PDFBibTeX XMLCite \textit{M. Verbanck} et al., Stat. Comput. 25, No. 2, 471--486 (2015; Zbl 1331.62298) Full Text: DOI arXiv
Lian, Heng Functional sufficient dimension reduction: convergence rates and multiple functional case. (English) Zbl 1326.62091 J. Stat. Plann. Inference 167, 58-68 (2015). MSC: 62G08 62H25 65C60 62P12 PDFBibTeX XMLCite \textit{H. Lian}, J. Stat. Plann. Inference 167, 58--68 (2015; Zbl 1326.62091) Full Text: DOI
Kelly, Bryan; Pruitt, Seth The three-pass regression filter: a new approach to forecasting using many predictors. (English) Zbl 1332.62360 J. Econom. 186, No. 2, 294-316 (2015). MSC: 62M20 62H25 62P20 91B84 PDFBibTeX XMLCite \textit{B. Kelly} and \textit{S. Pruitt}, J. Econom. 186, No. 2, 294--316 (2015; Zbl 1332.62360) Full Text: DOI
Lei, Jing; Vu, Vincent Q. Sparsistency and agnostic inference in sparse PCA. (English) Zbl 1308.62125 Ann. Stat. 43, No. 1, 299-322 (2015). MSC: 62H25 62H12 PDFBibTeX XMLCite \textit{J. Lei} and \textit{V. Q. Vu}, Ann. Stat. 43, No. 1, 299--322 (2015; Zbl 1308.62125) Full Text: DOI arXiv Euclid
Bulinski, Alexander; Rakitko, Alexander MDR method for nonbinary response variable. (English) Zbl 1307.62146 J. Multivariate Anal. 135, 25-42 (2015). MSC: 62H12 62H25 60F05 PDFBibTeX XMLCite \textit{A. Bulinski} and \textit{A. Rakitko}, J. Multivariate Anal. 135, 25--42 (2015; Zbl 1307.62146) Full Text: DOI
Escabias, Manuel; Aguilera, Ana M.; Aguilera-Morillo, M. Carmen Functional PCA and base-line logit models. (English) Zbl 1360.62406 J. Classif. 31, No. 3, 296-324 (2014). MSC: 62J12 62G08 62H25 62H30 65C60 PDFBibTeX XMLCite \textit{M. Escabias} et al., J. Classif. 31, No. 3, 296--324 (2014; Zbl 1360.62406) Full Text: DOI Link
Lindsey, Charles D.; Sheather, Simon J.; Mckean, Joseph W. Using sliced mean variance-covariance inverse regression for classification and dimension reduction. (English) Zbl 1306.65092 Comput. Stat. 29, No. 3-4, 769-798 (2014). MSC: 62-08 62H25 PDFBibTeX XMLCite \textit{C. D. Lindsey} et al., Comput. Stat. 29, No. 3--4, 769--798 (2014; Zbl 1306.65092) Full Text: DOI
Chang, Won; Haran, Murali; Olson, Roman; Keller, Klaus Fast dimension-reduced climate model calibration and the effect of data aggregation. (English) Zbl 1454.62438 Ann. Appl. Stat. 8, No. 2, 649-673 (2014). MSC: 62P12 60G15 62H25 62M30 62-08 86A10 86A32 PDFBibTeX XMLCite \textit{W. Chang} et al., Ann. Appl. Stat. 8, No. 2, 649--673 (2014; Zbl 1454.62438) Full Text: DOI arXiv
Fan, Jianqing; Liao, Yuan; Mincheva, Martina [Hallin, Marc; Fryzlewicz, Piotr; Huang, Na; Zhang, Wenyang; Peng, Heng; Onatski, Alexei; Lam, Clifford; Hu, Charlie; Bailey, Natalia; Pesaran, M. Hashem; Yamagata, Takashi; Viroli, Cinzia; Montanari, Angela; Yu, Yi; Samworth, Richard J.; Critchley, Frank; Zhang, Jian; Kent, John T.; Ahmad, Amir; Hashmi, Sarosh; Halawani, Sami M.; Bouveyron, Charles; Coad, D. S.; Maruri-Aguilar, H.; Dang, Wei; Yu, Keming; Farnè, Matteo; Ferreira, Marco A. R.; Frommlet, Florian; Gijbels, I.; Herrmann, K.; Verhasselt, A.; Gilks, Wally; Holzmann, Hajo; Leister, Anna; Huang, Hanwen; Liu, Yufeng; Marron, J. S.; Shen, Dan; Shen, Haipeng; Huang, Jian; Zhou, Yong; Jung, Sungkyu; Fine, Jason P.; Linton, Oliver; Vogt, Michael; Liu, Han; Wang, Lie; Mateu, Jorge; Pan, Guangming; Pourahmadi, Mohsen; Tang, Cheng Yong; Fan, Yingying; Won, Joong-Ho; Jang, Woncheol; Lim, Johan; Xue, Lingzhou; Zou, Hui] Large covariance estimation by thresholding principal orthogonal complements. With discussion and authors’ reply. (English) Zbl 1411.62138 J. R. Stat. Soc., Ser. B, Stat. Methodol. 75, No. 4, 603-680 (2013). MSC: 62H12 62H25 PDFBibTeX XMLCite \textit{J. Fan} et al., J. R. Stat. Soc., Ser. B, Stat. Methodol. 75, No. 4, 603--680 (2013; Zbl 1411.62138) Full Text: DOI arXiv
Wang, Tao; Zhu, Lixing Sparse sufficient dimension reduction using optimal scoring. (English) Zbl 1365.62226 Comput. Stat. Data Anal. 57, No. 1, 223-232 (2013). MSC: 62H25 PDFBibTeX XMLCite \textit{T. Wang} and \textit{L. Zhu}, Comput. Stat. Data Anal. 57, No. 1, 223--232 (2013; Zbl 1365.62226) Full Text: DOI
Zhang, Yuping; Davis, Ronald Principal trend analysis for time-course data with applications in genomic medicine. (English) Zbl 1283.62126 Ann. Appl. Stat. 7, No. 4, 2205-2228 (2013). MSC: 62H25 62P10 62-04 92C40 65C60 PDFBibTeX XMLCite \textit{Y. Zhang} and \textit{R. Davis}, Ann. Appl. Stat. 7, No. 4, 2205--2228 (2013; Zbl 1283.62126) Full Text: DOI arXiv Euclid
Liang, Zhiyu; Lee, Yoonkyung Eigen-analysis of nonlinear PCA with polynomial kernels. (English) Zbl 1281.62149 Stat. Anal. Data Min. 6, No. 6, 529-544 (2013). MSC: 62H30 62H25 PDFBibTeX XMLCite \textit{Z. Liang} and \textit{Y. Lee}, Stat. Anal. Data Min. 6, No. 6, 529--544 (2013; Zbl 1281.62149) Full Text: DOI
Josse, Julie; Chavent, Marie; Liquet, Benot; Husson, François Handling missing values with regularized iterative multiple correspondence analysis. (English) Zbl 1360.62306 J. Classif. 29, No. 1, 91-116 (2012). MSC: 62H25 62H30 PDFBibTeX XMLCite \textit{J. Josse} et al., J. Classif. 29, No. 1, 91--116 (2012; Zbl 1360.62306) Full Text: DOI
Bach, Francis; Jenatton, Rodolphe; Mairal, Julien; Obozinski, Guillaume Structured sparsity through convex optimization. (English) Zbl 1331.90050 Stat. Sci. 27, No. 4, 450-468 (2012). MSC: 90C25 62J07 62J02 62H25 PDFBibTeX XMLCite \textit{F. Bach} et al., Stat. Sci. 27, No. 4, 450--468 (2012; Zbl 1331.90050) Full Text: DOI arXiv Euclid
Sardy, Sylvain; Victoria-Feser, Maria-Pia Isotone additive latent variable models. (English) Zbl 1322.62125 Stat. Comput. 22, No. 2, 647-659 (2012). MSC: 62G05 62G08 62H25 62-07 PDFBibTeX XMLCite \textit{S. Sardy} and \textit{M.-P. Victoria-Feser}, Stat. Comput. 22, No. 2, 647--659 (2012; Zbl 1322.62125) Full Text: DOI Link
Lu, Zhaosong; Zhang, Yong An augmented Lagrangian approach for sparse principal component analysis. (English) Zbl 1263.90093 Math. Program. 135, No. 1-2 (A), 149-193 (2012). Reviewer: Jan-Joachim Rückmann (Puebla) MSC: 90C30 62H20 62H25 62H30 65K05 PDFBibTeX XMLCite \textit{Z. Lu} and \textit{Y. Zhang}, Math. Program. 135, No. 1--2 (A), 149--193 (2012; Zbl 1263.90093) Full Text: DOI arXiv
Delaigle, Aurore; Hall, Peter Methodology and theory for partial least squares applied to functional data. (English) Zbl 1246.62084 Ann. Stat. 40, No. 1, 322-352 (2012). MSC: 62G05 62G08 62H25 62G20 65C60 PDFBibTeX XMLCite \textit{A. Delaigle} and \textit{P. Hall}, Ann. Stat. 40, No. 1, 322--352 (2012; Zbl 1246.62084) Full Text: DOI arXiv Euclid
Josse, Julie; Husson, François Selecting the number of components in principal component analysis using cross-validation approximations. (English) Zbl 1243.62082 Comput. Stat. Data Anal. 56, No. 6, 1869-1879 (2012). MSC: 62H25 65C60 PDFBibTeX XMLCite \textit{J. Josse} and \textit{F. Husson}, Comput. Stat. Data Anal. 56, No. 6, 1869--1879 (2012; Zbl 1243.62082) Full Text: DOI
Shu, Xin; Gao, Yao; Lu, Hongtao Efficient linear discriminant analysis with locality preserving for face recognition. (English) Zbl 1233.68203 Pattern Recognition 45, No. 5, 1892-1898 (2012). MSC: 68T10 62H25 PDFBibTeX XMLCite \textit{X. Shu} et al., Pattern Recognition 45, No. 5, 1892--1898 (2012; Zbl 1233.68203) Full Text: DOI
Epifanio, Irene; Ventura-Campos, Noelia Functional data analysis in shape analysis. (English) Zbl 1464.62064 Comput. Stat. Data Anal. 55, No. 9, 2758-2773 (2011). MSC: 62-08 62H25 62H30 62R10 PDFBibTeX XMLCite \textit{I. Epifanio} and \textit{N. Ventura-Campos}, Comput. Stat. Data Anal. 55, No. 9, 2758--2773 (2011; Zbl 1464.62064) Full Text: DOI Link
Leek, Jeffrey T. Asymptotic conditional singular value decomposition for high-dimensional genomic data. (English) Zbl 1217.62175 Biometrics 67, No. 2, 344-352 (2011). MSC: 62P10 92C40 62H25 65C60 62N02 PDFBibTeX XMLCite \textit{J. T. Leek}, Biometrics 67, No. 2, 344--352 (2011; Zbl 1217.62175) Full Text: DOI Link
Unkel, Steffen; Trendafilov, Nickolay T.; Hannachi, Abdel; Jolliffe, Ian T. Independent exploratory factor analysis with application to atmospheric science data. (English) Zbl 1511.62133 J. Appl. Stat. 37, No. 11, 1847-1862 (2010). MSC: 62H25 62P12 PDFBibTeX XMLCite \textit{S. Unkel} et al., J. Appl. Stat. 37, No. 11, 1847--1862 (2010; Zbl 1511.62133) Full Text: DOI
El Karoui, Noureddine; d’Aspremont, Alexandre Second order accurate distributed eigenvector computation for extremely large matrices. (English) Zbl 1329.65074 Electron. J. Stat. 4, 1345-1385 (2010). MSC: 65F15 15A18 60F10 62H25 65C60 PDFBibTeX XMLCite \textit{N. El Karoui} and \textit{A. d'Aspremont}, Electron. J. Stat. 4, 1345--1385 (2010; Zbl 1329.65074) Full Text: DOI arXiv Euclid
Unkel, Steffen; Trendafilov, Nickolay T. Factor analysis as data matrix decomposition: a new approach for quasi-sphering in noisy ICA. (English) Zbl 1301.62062 Adali, Tülay (ed.) et al., Independent component analysis and signal separation. 8th international conference, ICA 2009, Paraty, Brazil, March 15–18, 2009. Proceedings. Berlin: Springer (ISBN 978-3-642-00598-5/pbk). Lecture Notes in Computer Science 5441, 163-170 (2009). MSC: 62H25 62P15 PDFBibTeX XMLCite \textit{S. Unkel} and \textit{N. T. Trendafilov}, Lect. Notes Comput. Sci. 5441, 163--170 (2009; Zbl 1301.62062) Full Text: DOI
Sabatier, Robert; Reynès, Christelle Extensions of simple component analysis and simple linear discriminant analysis using genetic algorithms. (English) Zbl 1452.62418 Comput. Stat. Data Anal. 52, No. 10, 4779-4789 (2008). MSC: 62H25 62-08 68T05 PDFBibTeX XMLCite \textit{R. Sabatier} and \textit{C. Reynès}, Comput. Stat. Data Anal. 52, No. 10, 4779--4789 (2008; Zbl 1452.62418) Full Text: DOI
Auer, Philipp; Gervini, Daniel Choosing principal components: A new graphical method based on Bayesian model selection. (English) Zbl 1160.62334 Commun. Stat., Simulation Comput. 37, No. 5, 962-977 (2008). MSC: 62H25 62F15 62A09 PDFBibTeX XMLCite \textit{P. Auer} and \textit{D. Gervini}, Commun. Stat., Simulation Comput. 37, No. 5, 962--977 (2008; Zbl 1160.62334) Full Text: DOI
Takane, Yoshio; Hwang, Heungsun Regularized linear and kernel redundancy analysis. (English) Zbl 1452.62421 Comput. Stat. Data Anal. 52, No. 1, 394-405 (2007). MSC: 62H25 62J05 62J07 62-08 PDFBibTeX XMLCite \textit{Y. Takane} and \textit{H. Hwang}, Comput. Stat. Data Anal. 52, No. 1, 394--405 (2007; Zbl 1452.62421) Full Text: DOI
Zhu, Mu; Ghodsi, Ali Automatic dimensionality selection from the scree plot via the use of profile likelihood. (English) Zbl 1157.62429 Comput. Stat. Data Anal. 51, No. 2, 918-930 (2006). MSC: 62H25 62H99 PDFBibTeX XMLCite \textit{M. Zhu} and \textit{A. Ghodsi}, Comput. Stat. Data Anal. 51, No. 2, 918--930 (2006; Zbl 1157.62429) Full Text: DOI
Bickel, Peter J.; Li, Bo Regularization in statistics. (English) Zbl 1110.62051 Test 15, No. 2, 271-344 (2006). MSC: 62G08 62H12 62H25 62A01 PDFBibTeX XMLCite \textit{P. J. Bickel} and \textit{B. Li}, Test 15, No. 2, 271--344 (2006; Zbl 1110.62051) Full Text: DOI
Eldén, Lars Partial least-squares vs. Lanczos bidiagonalization. I: Analysis of a projection method for multiple regression. (English) Zbl 1429.62288 Comput. Stat. Data Anal. 46, No. 1, 11-31 (2004). MSC: 62J05 62J07 62H25 PDFBibTeX XMLCite \textit{L. Eldén}, Comput. Stat. Data Anal. 46, No. 1, 11--31 (2004; Zbl 1429.62288) Full Text: DOI