PLS regression methods. Höskuldsson, A. Journal of Chemometrics, 2(3):211–228, June, 1988. Publisher: John Wiley & Sons, Ltd
Paper doi abstract bibtex Abstract In this paper we develop the mathematical and statistical structure of PLS regression. We show the PLS regression algorithm and how it can be interpreted in model building. The basic mathematical principles that lie behind two block PLS are depicted. We also show the statistical aspects of the PLS method when it is used for model building. Finally we show the structure of the PLS decompositions of the data matrices involved.
@article{hoskuldsson_pls_1988,
title = {{PLS} regression methods},
volume = {2},
issn = {0886-9383},
url = {https://doi.org/10.1002/cem.1180020306},
doi = {10.1002/cem.1180020306},
abstract = {Abstract In this paper we develop the mathematical and statistical structure of PLS regression. We show the PLS regression algorithm and how it can be interpreted in model building. The basic mathematical principles that lie behind two block PLS are depicted. We also show the statistical aspects of the PLS method when it is used for model building. Finally we show the structure of the PLS decompositions of the data matrices involved.},
number = {3},
urldate = {2020-06-07},
journal = {Journal of Chemometrics},
author = {Höskuldsson, Agnar},
month = jun,
year = {1988},
note = {Publisher: John Wiley \& Sons, Ltd},
keywords = {Component regression, Covariance decomposition, Model building, Partial least squares},
pages = {211--228},
}
Downloads: 0
{"_id":"r6XeQxyZsvaNbbFLu","bibbaseid":"hskuldsson-plsregressionmethods-1988","author_short":["Höskuldsson, A."],"bibdata":{"bibtype":"article","type":"article","title":"PLS regression methods","volume":"2","issn":"0886-9383","url":"https://doi.org/10.1002/cem.1180020306","doi":"10.1002/cem.1180020306","abstract":"Abstract In this paper we develop the mathematical and statistical structure of PLS regression. We show the PLS regression algorithm and how it can be interpreted in model building. The basic mathematical principles that lie behind two block PLS are depicted. We also show the statistical aspects of the PLS method when it is used for model building. Finally we show the structure of the PLS decompositions of the data matrices involved.","number":"3","urldate":"2020-06-07","journal":"Journal of Chemometrics","author":[{"propositions":[],"lastnames":["Höskuldsson"],"firstnames":["Agnar"],"suffixes":[]}],"month":"June","year":"1988","note":"Publisher: John Wiley & Sons, Ltd","keywords":"Component regression, Covariance decomposition, Model building, Partial least squares","pages":"211–228","bibtex":"@article{hoskuldsson_pls_1988,\n\ttitle = {{PLS} regression methods},\n\tvolume = {2},\n\tissn = {0886-9383},\n\turl = {https://doi.org/10.1002/cem.1180020306},\n\tdoi = {10.1002/cem.1180020306},\n\tabstract = {Abstract In this paper we develop the mathematical and statistical structure of PLS regression. We show the PLS regression algorithm and how it can be interpreted in model building. The basic mathematical principles that lie behind two block PLS are depicted. We also show the statistical aspects of the PLS method when it is used for model building. Finally we show the structure of the PLS decompositions of the data matrices involved.},\n\tnumber = {3},\n\turldate = {2020-06-07},\n\tjournal = {Journal of Chemometrics},\n\tauthor = {Höskuldsson, Agnar},\n\tmonth = jun,\n\tyear = {1988},\n\tnote = {Publisher: John Wiley \\& Sons, Ltd},\n\tkeywords = {Component regression, Covariance decomposition, Model building, Partial least squares},\n\tpages = {211--228},\n}\n\n","author_short":["Höskuldsson, A."],"key":"hoskuldsson_pls_1988","id":"hoskuldsson_pls_1988","bibbaseid":"hskuldsson-plsregressionmethods-1988","role":"author","urls":{"Paper":"https://doi.org/10.1002/cem.1180020306"},"keyword":["Component regression","Covariance decomposition","Model building","Partial least squares"],"metadata":{"authorlinks":{}},"html":""},"bibtype":"article","biburl":"https://bibbase.org/zotero/kjelljorner","dataSources":["64RFiGdCa5JLg5kLH"],"keywords":["component regression","covariance decomposition","model building","partial least squares"],"search_terms":["pls","regression","methods","höskuldsson"],"title":"PLS regression methods","year":1988}