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dc.contributor.authorFilzmoser, Peter-
dc.contributor.authorHron, Karel-
dc.contributor.authorTempl, Matthias-
dc.date.accessioned2018-11-08T15:56:28Z-
dc.date.available2018-11-08T15:56:28Z-
dc.date.issued2018-
dc.identifier.isbn978-3-319-96420-1de_CH
dc.identifier.isbn978-3-319-96422-5de_CH
dc.identifier.urihttps://digitalcollection.zhaw.ch/handle/11475/12663-
dc.description.abstractThis book presents the statistical analysis of compositional data using the log-ratio approach. It includes a wide range of classical and robust statistical methods adapted for compositional data analysis, such as supervised and unsupervised methods like PCA, correlation analysis, classification and regression. In addition, it considers special data structures like high-dimensional compositions and compositional tables. The methodology introduced is also frequently compared to methods which ignore the specific nature of compositional data. It focuses on practical aspects of compositional data analysis rather than on detailed theoretical derivations, thus issues like graphical visualization and preprocessing (treatment of missing values, zeros, outliers and similar artifacts) form an important part of the book. Since it is primarily intended for researchers and students from applied fields like geochemistry, chemometrics, biology and natural sciences, economics, and social sciences, all the proposed methods are accompanied by worked-out examples in R using the package robCompositions.de_CH
dc.format.extent280de_CH
dc.language.isoende_CH
dc.publisherSpringerde_CH
dc.relation.ispartofseriesSpringer Series in Statistics (SSS)de_CH
dc.rightsLicence according to publishing contractde_CH
dc.subjectCompositional data analysisde_CH
dc.subject.ddc005: Computerprogrammierung, Programme und Datende_CH
dc.titleApplied compositional data analysis : with worked examples in Rde_CH
dc.typeBuchde_CH
dcterms.typeTextde_CH
zhaw.departementSchool of Engineeringde_CH
zhaw.organisationalunitInstitut für Datenanalyse und Prozessdesign (IDP)de_CH
zhaw.publisher.placeChamde_CH
dc.identifier.doi10.1007/978-3-319-96422-5de_CH
zhaw.edition1. Auflagede_CH
zhaw.funding.euNode_CH
zhaw.originated.zhawYesde_CH
zhaw.publication.statuspublishedVersionde_CH
zhaw.publication.reviewEditorial reviewde_CH
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Filzmoser, P., Hron, K., & Templ, M. (2018). Applied compositional data analysis : with worked examples in R (1. Auflage). Springer. https://doi.org/10.1007/978-3-319-96422-5
Filzmoser, P., Hron, K. and Templ, M. (2018) Applied compositional data analysis : with worked examples in R. 1. Auflage. Cham: Springer. Available at: https://doi.org/10.1007/978-3-319-96422-5.
P. Filzmoser, K. Hron, and M. Templ, Applied compositional data analysis : with worked examples in R, 1. Auflage. Cham: Springer, 2018. doi: 10.1007/978-3-319-96422-5.
FILZMOSER, Peter, Karel HRON und Matthias TEMPL, 2018. Applied compositional data analysis : with worked examples in R. 1. Auflage. Cham: Springer. ISBN 978-3-319-96420-1
Filzmoser, Peter, Karel Hron, and Matthias Templ. 2018. Applied Compositional Data Analysis : With Worked Examples in R. 1. Auflage. Cham: Springer. https://doi.org/10.1007/978-3-319-96422-5.
Filzmoser, Peter, et al. Applied Compositional Data Analysis : With Worked Examples in R. 1. Auflage, Springer, 2018, https://doi.org/10.1007/978-3-319-96422-5.


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