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The pls Package: Principal Component and Partial Least Squares Regression in R

Citations

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Cited by:

  1. Li He & Bingbing Fan & Chunxia Li & Yanlin Qu & Ying Liu & Tao Zhang, 2023. "Association between Body Mass Index and Diabetes Mellitus Are Mediated through Endogenous Serum Sex Hormones among Menopause Transition Women: A Longitudinal Cohort Study," IJERPH, MDPI, vol. 20(3), pages 1-10, January.
  2. Natallia Pashkevich & Darek Haftor & Mikael Karlsson & Soumitra Chowdhury, 2019. "Sustainability through the Digitalization of Industrial Machines: Complementary Factors of Fuel Consumption and Productivity for Forklifts with Sensors," Sustainability, MDPI, vol. 11(23), pages 1-21, November.
  3. Huffaker, R. & Canavari, M. & Muñoz-Carpena, R., 2018. "Distinguishing between endogenous and exogenous price volatility in food security assessment: An empirical nonlinear dynamics approach," Agricultural Systems, Elsevier, vol. 160(C), pages 98-109.
  4. Yujun Deng & Caitlin Young & Xinyu Fu & Jie Song & Zhong-Ren Peng, 2017. "The integrated impacts of human activities and rising sea level on the saltwater intrusion in the east coast of the Yucatan Peninsula, Mexico," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 85(2), pages 1063-1088, January.
  5. Fan, Jianqing & Jiang, Bai & Sun, Qiang, 2022. "Bayesian factor-adjusted sparse regression," Journal of Econometrics, Elsevier, vol. 230(1), pages 3-19.
  6. Hernandez-Villafuerte, Karla Vanessa, 2011. "Relationship Between Spatial Price Transmission And Geographical Distance In Brazil," 2011 International Congress, August 30-September 2, 2011, Zurich, Switzerland 114545, European Association of Agricultural Economists.
  7. Pooja R Mandaviya & Roby Joehanes & Dylan Aïssi & Brigitte Kühnel & Riccardo E Marioni & Vinh Truong & Lisette Stolk & Marian Beekman & Marc Jan Bonder & Lude Franke & Christian Gieger & Tianxiao Huan, 2017. "Genetically defined elevated homocysteine levels do not result in widespread changes of DNA methylation in leukocytes," PLOS ONE, Public Library of Science, vol. 12(10), pages 1-19, October.
  8. Nunes Matthew A & Balding David J, 2010. "On Optimal Selection of Summary Statistics for Approximate Bayesian Computation," Statistical Applications in Genetics and Molecular Biology, De Gruyter, vol. 9(1), pages 1-16, September.
  9. repec:jss:jstsof:23:i12 is not listed on IDEAS
  10. Wehrens, Ron & Franceschi, Pietro, 2012. "Meta-Statistics for Variable Selection: The R Package BioMark," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 51(i10).
  11. Oladosu, Gbadebo A. & Leiby, Paul N. & Bowman, David C. & Uría-Martínez, Rocio & Johnson, Megan M., 2018. "Impacts of oil price shocks on the United States economy: A meta-analysis of the oil price elasticity of GDP for net oil-importing economies," Energy Policy, Elsevier, vol. 115(C), pages 523-544.
  12. Radim VAŠÁT & Radka KODEŠOVÁ & Aleš KLEMENT & Ondřej JAKŠÍK, 2015. "Predicting oxidizable carbon content via visible- and near-infrared diffuse reflectance spectroscopy in soils heavily affected by water erosion," Soil and Water Research, Czech Academy of Agricultural Sciences, vol. 10(2), pages 74-77.
  13. Andrew J Olaharski & Nina Gonzaludo & Hans Bitter & David Goldstein & Stephan Kirchner & Hirdesh Uppal & Kyle Kolaja, 2009. "Identification of a Kinase Profile that Predicts Chromosome Damage Induced by Small Molecule Kinase Inhibitors," PLOS Computational Biology, Public Library of Science, vol. 5(7), pages 1-10, July.
  14. Zhang, Qin & Ni, He & Xu, Hao, 2023. "Nowcasting Chinese GDP in a data-rich environment: Lessons from machine learning algorithms," Economic Modelling, Elsevier, vol. 122(C).
  15. Alessandro Barbarino & Efstathia Bura, 2017. "A Unified Framework for Dimension Reduction in Forecasting," Finance and Economics Discussion Series 2017-004, Board of Governors of the Federal Reserve System (U.S.).
  16. Zhao, Ting & Yang, Zhenshan, 2017. "Towards green growth and management: Relative efficiency and gaps of Chinese cities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 481-494.
  17. Zhenru Guan & Hao Zhang, 2024. "A Quantitative Analysis of the Complex Response Relationship between Urban Green Infrastructure (UGI) Structure/Spatial Pattern and Urban Thermal Environment in Shanghai," Sustainability, MDPI, vol. 16(16), pages 1-19, August.
  18. Elton Mammadov & Michael Denk & Amrakh I. Mamedov & Cornelia Glaesser, 2024. "Predicting Soil Properties for Agricultural Land in the Caucasus Mountains Using Mid-Infrared Spectroscopy," Land, MDPI, vol. 13(2), pages 1-25, January.
  19. Elton Mammadov & Michael Denk & Frank Riedel & Cezary Kaźmierowski & Karolina Lewinska & Remigiusz Łukowiak & Witold Grzebisz & Amrakh I. Mamedov & Cornelia Glaesser, 2022. "Determination of Mehlich 3 Extractable Elements with Visible and Near Infrared Spectroscopy in a Mountainous Agricultural Land, the Caucasus Mountains," Land, MDPI, vol. 11(3), pages 1-24, March.
  20. Carolina Olid & Valentí Rodellas & Gerard Rocher-Ros & Jordi Garcia-Orellana & Marc Diego-Feliu & Aaron Alorda-Kleinglass & David Bastviken & Jan Karlsson, 2022. "Groundwater discharge as a driver of methane emissions from Arctic lakes," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
  21. Giacomo Crucil & Fabio Castaldi & Emilien Aldana-Jague & Bas van Wesemael & Andy Macdonald & Kristof Van Oost, 2019. "Assessing the Performance of UAS-Compatible Multispectral and Hyperspectral Sensors for Soil Organic Carbon Prediction," Sustainability, MDPI, vol. 11(7), pages 1-18, March.
  22. Dindarloo, Saeid R. & Siami-Irdemoosa, Elnaz, 2016. "Determinants of fuel consumption in mining trucks," Energy, Elsevier, vol. 112(C), pages 232-240.
  23. A R Caseiro & G Ivanova & S S Pedrosa & M V Branquinho & P Georgieva & P P Barbosa & J D Santos & R Magalhães & P Teixeira & T Pereira & A C Maurício, 2018. "Human umbilical cord blood plasma as an alternative to animal sera for mesenchymal stromal cells in vitro expansion – A multicomponent metabolomic analysis," PLOS ONE, Public Library of Science, vol. 13(10), pages 1-35, October.
  24. Fitzpatrick, Trevor & Mues, Christophe, 2021. "How can lenders prosper? Comparing machine learning approaches to identify profitable peer-to-peer loan investments," European Journal of Operational Research, Elsevier, vol. 294(2), pages 711-722.
  25. Miles Grafton & Therese Kaul & Alan Palmer & Peter Bishop & Michael White, 2019. "Technical Note: Regression Analysis of Proximal Hyperspectral Data to Predict Soil pH and Olsen P," Agriculture, MDPI, vol. 9(3), pages 1-18, March.
  26. Lê Cao Kim-Anh & Rossouw Debra & Robert-Granié Christèle & Besse Philippe, 2008. "A Sparse PLS for Variable Selection when Integrating Omics Data," Statistical Applications in Genetics and Molecular Biology, De Gruyter, vol. 7(1), pages 1-32, November.
  27. Ekvall, Karl Oskar, 2022. "Targeted principal components regression," Journal of Multivariate Analysis, Elsevier, vol. 190(C).
  28. Alamgir Kabir & Md Jahanur Rahman & Abu Ahmed Shamim & Rolf D W Klemm & Alain B Labrique & Mahbubur Rashid & Parul Christian & Keith P West Jr., 2017. "Identifying maternal and infant factors associated with newborn size in rural Bangladesh by partial least squares (PLS) regression analysis," PLOS ONE, Public Library of Science, vol. 12(12), pages 1-16, December.
  29. Shianghau Wu & Jiannjong Guo, 2018. "PLS and OPLS Discriminatory Analyses on Political Sustainability in Taiwan," Sustainability, MDPI, vol. 10(1), pages 1-13, January.
  30. González, Ignacio & Déjean, Sébastien & Martin, Pascal G. P. & Baccini, Alain, 2008. "CCA: An R Package to Extend Canonical Correlation Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 23(i12).
  31. Opeoluwa FO & Sugnet L, 2017. "Biplots in Covariance Analysis," Biostatistics and Biometrics Open Access Journal, Juniper Publishers Inc., vol. 3(5), pages 147-154, November.
  32. Cook, R. Dennis & Forzani, Liliana & Liu, Lan, 2023. "Partial least squares for simultaneous reduction of response and predictor vectors in regression," Journal of Multivariate Analysis, Elsevier, vol. 196(C).
  33. Samuel Trachsel & Thanda Dhliwayo & Lorena Gonzalez Perez & Jose Alberto Mendoza Lugo & Mathias Trachsel, 2019. "Estimation of physiological genomic estimated breeding values (PGEBV) combining full hyperspectral and marker data across environments for grain yield under combined heat and drought stress in tropica," PLOS ONE, Public Library of Science, vol. 14(3), pages 1-15, March.
  34. Nonjabulo Neliswa Tshabalala & Onisimo Mutanga & Mbulisi Sibanda, 2021. "The Utility of Sentinel-2 MSI Data to Estimate Wetland Vegetation Leaf Area Index in Natural and Rehabilitated Wetlands," Geographies, MDPI, vol. 1(3), pages 1-14, October.
  35. Tanin Sirimongkolkasem & Reza Drikvandi, 2019. "On Regularisation Methods for Analysis of High Dimensional Data," Annals of Data Science, Springer, vol. 6(4), pages 737-763, December.
  36. repec:jss:jstsof:28:i05 is not listed on IDEAS
  37. repec:jss:jstsof:18:i01 is not listed on IDEAS
  38. Tomasz Rymarczyk & Krzysztof Król & Edward Kozłowski & Tomasz Wołowiec & Marta Cholewa-Wiktor & Piotr Bednarczuk, 2021. "Application of Electrical Tomography Imaging Using Machine Learning Methods for the Monitoring of Flood Embankments Leaks," Energies, MDPI, vol. 14(23), pages 1-35, December.
  39. Bennett, Donyetta & Mekelburg, Erik & Strauss, Jack & Williams, T.H., 2024. "Unlocking the black box of sentiment and cryptocurrency: What, which, why, when and how?," Global Finance Journal, Elsevier, vol. 60(C).
  40. Asa Gholizadeh & Luboš Borůvka & Radim Vašát & Mohammadmehdi Saberioon & Aleš Klement & Josef Kratina & Václav Tejnecký & Ondřej Drábek, 2015. "Estimation of Potentially Toxic Elements Contamination in Anthropogenic Soils on a Brown Coal Mining Dumpsite by Reflectance Spectroscopy: A Case Study," PLOS ONE, Public Library of Science, vol. 10(2), pages 1-14, February.
  41. Webber W P Liao & Jonathan W Arthur, 2011. "Predicting Peptide Binding Affinities to MHC Molecules Using a Modified Semi-Empirical Scoring Function," PLOS ONE, Public Library of Science, vol. 6(9), pages 1-8, September.
  42. Krishna, Gopal & Sahoo, Rabi N. & Singh, Prafull & Bajpai, Vaishangi & Patra, Himesh & Kumar, Sudhir & Dandapani, Raju & Gupta, Vinod K. & Viswanathan, C. & Ahmad, Tauqueer & Sahoo, Prachi M., 2019. "Comparison of various modelling approaches for water deficit stress monitoring in rice crop through hyperspectral remote sensing," Agricultural Water Management, Elsevier, vol. 213(C), pages 231-244.
  43. Elizabeth Dickinson & Mark Harrison & Marc Parker & Michael Dickinson & James Donarski & Adrian Charlton & Rosie Nolan & Aida Rafat & Florence Gschwend & Jason Hallett & Maureen Wakefield & Julie Wils, 2019. "From waste to food: Optimising the breakdown of oil palm waste to provide substrate for insects farmed as animal feed," PLOS ONE, Public Library of Science, vol. 14(11), pages 1-22, November.
  44. Alessandro Barbarino & Efstathia Bura, 2015. "Forecasting with Sufficient Dimension Reductions," Finance and Economics Discussion Series 2015-74, Board of Governors of the Federal Reserve System (U.S.).
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