Compositional PLS biplot based on pivoting balances: an application to explore the association between 24-h movement behaviours and adiposity. (English) Zbl 07876400
MSC:
62-08
Found 92 Documents (Results 1–92)
Asymptotic distribution of one-component partial least squares regression estimators in high dimensions. (English. French summary) Zbl 07836160
MSC:
62-XX
Classification of multivariate functional data on different domains with partial least squares approaches. (English) Zbl 1523.62026
Partial least squares for simultaneous reduction of response and predictor vectors in regression. (English) Zbl 1520.62093
Smooth PLS regression for spectral data. (English) Zbl 1516.62067
MSC:
62J07
A machine learning approach to differentiate between COVID-19 and influenza infection using synthetic infection and immune response data. (English) Zbl 1508.92253
Sequential active learning of low-dimensional model representations for reliability analysis. (English) Zbl 1493.62496
The regression curve estimation by using mixed smoothing spline and kernel (MsS-K) model. (English) Zbl 07531791
Extension of biplot methodology to multivariate regression analysis. (English) Zbl 1521.62434
MSC:
62-XX
Predictive analytics: parametric models for regression and classification using R. (English) Zbl 1473.62003
Wiley Series in Probability and Statistics. Hoboken, NJ: John Wiley & Sons (ISBN 978-1-118-94889-7/hbk; 978-1-119-46476-1/ebook). xxi, 359 p. (2021).
Multi-class classification of biomechanical data: a functional LDA approach based on multi-class penalized functional PLS. (English) Zbl 07290042
MSC:
62-XX
Determining the number of components in PLS regression on incomplete data set. (English) Zbl 1447.62016
Modern psychometrics with R. (English) Zbl 1414.62006
Use R!. Cham: Springer (ISBN 978-3-319-93175-3/pbk; 978-3-319-93177-7/ebook). xiii, 458 p. (2018).
Reviewer: Jonas Šiaulys (Vilnius)
A least squares approach to latent variables extraction in formative-reflective models. (English) Zbl 1469.62060
Estimation of generalized structured component analysis models with alternating least squares. (English) Zbl 1417.62166
A primer on partial least squares structural equation modeling (PLS-SEM). 2nd edition. (English) Zbl 1416.62010
Los Angeles, CA: Sage Publications (ISBN 978-1-4833-7744-5/pbk). xx, 363 p. (2017).
Reviewer: Alex V. Kolnogorov (Novgorod)
Supervised-component based Cox regression. (English) Zbl 1462.62018
Colubi, Ana (ed.) et al., Proceedings of COMPSTAT 2016 – 22nd international conference on computational statistics, Oviedo, Spain, August 23–26, 2016. The Hague: International Statistical Institute; The Hague: International Association for Statistical Computing. 195-203 (2016).
Choosing summary statistics by least angle regression for approximate Bayesian computation. (English) Zbl 1514.62551
MSC:
62-XX
Bayes shrinkage estimation for high-dimensional VAR models with scale mixture of normal distributions for noise. (English) Zbl 1466.62130
A partial least squares algorithm handling ordinal variables. (English) Zbl 1366.62132
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 295-306 (2016).
A unified framework to study the properties of the PLS vector of regression coefficients. (English) Zbl 1366.62130
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 227-237 (2016).
PLS-frailty model for cancer survival analysis based on gene expression profiles. (English) Zbl 1366.62250
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 189-199 (2016).
Assessment and validation in quantile composite-based path modeling. (English) Zbl 1366.62155
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 169-185 (2016).
Estimating and correcting optimism bias in multivariate PLS regression: application to the study of the association between single nucleotide polymorphisms and multivariate traits in attention deficit hyperactivity disorder. (English) Zbl 1366.62210
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 103-113 (2016).
Path directions incoherence in PLS path modeling: a prediction-oriented solution. (English) Zbl 1366.62133
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 59-70 (2016).
On the PLS algorithm for multiple regression (PLS1). (English) Zbl 1366.62140
Abdi, Hervé (ed.) et al., The multiple facets of partial least squares methods. PLS, Paris, France, May 26–28, 2014. Cham: Springer (ISBN 978-3-319-40641-1/hbk; 978-3-319-40643-5/ebook). Springer Proceedings in Mathematics & Statistics 173, 17-28 (2016).
Quality-related fault detection using linear and nonlinear principal component regression. (English) Zbl 1347.93274
Variable selection methods in high-dimensional regression – a simulation study. (English) Zbl 1474.62270
Multi-way PLS regression: monotony convergence of tri-linear PLS2 and optimality of parameters. (English) Zbl 1507.62071
A two-step estimation method for grouped data with connections to the extended growth curve model and partial least squares regression. (English) Zbl 1320.62122
Generalized structured component analysis. A component-based approach to structural equation modeling. (English) Zbl 1341.62033
Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences. Boca Raton, FL: CRC Press (ISBN 978-1-4665-9294-0/hbk). xiv, 330 p. (2015).
Reviewer: Fabio Rapallo (Alessandria)
Predictive component-based multi-block path modeling. (English) Zbl 1436.62213
Gilli, Manfred (ed.) et al., Proceedings of COMPSTAT 2014 – 21st international conference on computational statistics, Geneva, Switzerland, August 19–22, 2014. The Hague: International Statistical Institute (ISI); The Hague: International Association for Statistical Computing (IASC). 681-684 (2014).
Testing for neglected nonlinearity using regularized artificial neural networks. (English) Zbl 1407.62319
Ma, Jun (ed.) et al., Recent advances in estimating nonlinear models. With applications in economics and finance. New York, NY: Springer. 33-57 (2014).
A multi-loss super regression learner (MSRL) with application to survival prediction using proteomics. (English) Zbl 1306.65132
Correlated component regression: re-thinking regression in the presence of near collinearity. (English) Zbl 1428.62254
Abdi, Hervé (ed.) et al., New perspectives in partial least squares and related methods. Based on the presentation at the 7th partial least squares (PLS) conference, Houston, TX, USA, May 19–22, 2012. New York, NY: Springer. Springer Proc. Math. Stat. 56, 65-78 (2013).
PLS-based multivariate metamodeling of dynamic systems. (English) Zbl 1428.62232
Abdi, Hervé (ed.) et al., New perspectives in partial least squares and related methods. Based on the presentation at the 7th partial least squares (PLS) conference, Houston, TX, USA, May 19–22, 2012. New York, NY: Springer. Springer Proc. Math. Stat. 56, 3-30 (2013).
Likelihood and PLS estimators for structural equation modeling: an assessment of sample size, skewness and model misspecification effects. (English) Zbl 1402.62342
Lita da Silva, João (ed.) et al., Advances in regression, survival analysis, extreme values, Markov processes and other statistical applications. Selected papers based on the presentations of the 17th congress of the Portuguese Statistical Society, Sesimbra, Portugal, September 30–October 3, 2009. Berlin: Springer (ISBN 978-3-642-34903-4/hbk; 978-3-642-34904-1/ebook). Studies in Theoretical and Applied Statistics. Selected Papers of the Statistical Societies, 11-33 (2013).
A comparative review of dimension reduction methods in approximate Bayesian computation. (English) Zbl 1331.62123
PLS beta regression. (Régression bêta PLS.) (French. English summary) Zbl 1316.62179
Joint selection of wavenumber regions for MidIR and RAMAN spectra and variables in PLS regression using genetic algorithms. (English. French summary) Zbl 1316.62088
Applied predictive modeling. (English) Zbl 1306.62014
New York, NY: Springer (ISBN 978-1-4614-6848-6/hbk; 978-1-4614-6849-3/ebook). xiii, 600 p. (2013).
Reviewer: Iris Burkholder (Saarbrücken)
Supervised component generalized linear regression using a PLS-extension of the Fisher scoring algorithm. (English) Zbl 1277.62181
A two-step PLS inspired method for linear prediction with group effect. (English) Zbl 1293.62050
Sankhyā, Ser. A 75, No. 1, 96-117 (2013); erratum ibid. 77, No. 2, 433-436 (2015).
Regression analyses with R. (Regressionsanalysen mit R.) (German) Zbl 1441.62009
Lehr- und Handbücher der Statistik. München: Oldenbourg Verlag (ISBN 978-3-486-71701-3/pbk; 978-3-486-73967-1/ebook). xi, 346 p. (2013).
Non-metric partial least squares. (English) Zbl 1295.62004
MSC:
62-07
62H25
An R companion to linear statistical models. (English) Zbl 1276.62047
Boca Raton, FL: CRC Press (ISBN 978-1-4398-7365-6/hbk; 978-1-4398-7366-3/ebook). xvii, 354 p. (2012).
Reviewer: Salah Hamza Abid (Baghdad)
Multi-loop adaptive internal model control based on a dynamic partial least squares model. (English) Zbl 1400.93155
Looking inside self-organizing map ensembles with resampling and negative correlation learning. (English) Zbl 1217.68186
MSC:
68T05
Partial least squares (PLS) methods: origins, evolution, and application to social sciences. (English) Zbl 1318.62231
Comparing the linear and the logistic PLS regression with qualitative predictors: application to allelotyping data. (Comparaison de variantes de régressions logistiques PLS et de régression PLS sur variables qualitatives: application aux données d’allélotypage.) (French. English summary) Zbl 1316.62159
On the convergence of the partial least squares path modeling algorithm. (English) Zbl 1224.65019
Reviewer: R. E. Maiboroda (Kyïv)
Parameter-free linear relationship (PFLR) and its application to 3D QSAR. (English) Zbl 1302.92144
MSC:
92E10
Factorial modelling of the interactions between two sets of observations: the PLS-FILM method. (Modélisation factorielle des interactions entre deux ensembles d’observations : la méthode PLS-FILM.) (French. English summary) Zbl 1455.62117
Spectra-based multivalued fingerprints as predictive vectors for partial least squares regression processes. (English) Zbl 1137.62342
Covariate adjustment in partial least squares (PLS) regression for the extraction of the spatial-temporal pattern from positron emission tomography data. (English) Zbl 1248.62222
Two-step PLS regression for L-structured data: an application in the cosmetic industry. (English) Zbl 1405.62234
MSC:
62P20
A comparison of various methods for multivariate regression with highly collinear variables. (English) Zbl 1405.62096
PLS path modelling: computation of latent variables with the estimation mode B. (English) Zbl 1196.62103
Reviewer: R. E. Maiboroda (Kyïv)
Kernel logistic PLS: a tool for supervised nonlinear dimensionality reduction and binary classification. (English) Zbl 1162.62384
Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR. (English) Zbl 1429.62027
Combined Procrustes analysis and PLSR for internal and external mapping of data from multiple sources. (English) Zbl 1429.62237
MSC:
62H30
PLS generalised linear regression. (English) Zbl 1429.62316
MSC:
62J12
PLS regression and PLS path modeling for multiple table analysis. (English) Zbl 1170.62334
Antoch, Jaromir (ed.), COMPSTAT. Proceedings in computational statistics. 16th symposium, Prague, Czech Republic, August 23-27, 2004. With CD-ROM. Heidelberg: Physica-Verlag (ISBN 3-7908-1554-3/pbk). 489-499 (2004).
Redundancy analysis and PLS regression applied to spatial data. Comparison with kriging estimation and by inverse distance. (Analyse des redondances et régression PLS appliquées aux données spatiales. Comparaison avec l’estimation par krigeage et par inverse de la distance.) (French) Zbl 0983.62067
Partial least squares and a linear model. (English) Zbl 0809.62059
Caliński, Tadeusz (ed.) et al., Proceedings of the international conference on linear statistical inference LINSTAT ’93, held in Poznań, Poland, from May 31 to June 4, 1993. Dordrecht: Kluwer Academic Publishers. Math. Appl., Dordr. 306, 73-78 (1994).
MSC:
62J05
The multivariate calibration problem in chemistry solved by the PLS method. (English) Zbl 0499.65065
Matrix pencils, Proc. Conf., Pite Havsbad/Swed. 1982, Lect. Notes Math. 973, 284-293 (1983).
Soft modeling with latent variables in two or more dimensions. PLS estimation, and testing for predictive relevance. (English) Zbl 0503.62065
Systems under indirect observation. Causality, structure, prediction. Part II, Contrib. Econ. Anal. 139, 209-247 (1982).
MSC:
62J99
Consistency and consistency at large of partial least squares estimates. (English) Zbl 0503.62064
Systems under indirect observation. Causality, structure, prediction. Part II, Contrib. Econ. Anal. 139, 119-130 (1982).
The first canonical correlation. Theoretical PLS analysis and simulation experiments. (English) Zbl 0503.62051
Systems under indirect observation. Causality, structure, prediction. Part II, Contrib. Econ. Anal. 139, 95-117 (1982).
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