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Partial Least Squares for Discrimination - Statistical Theory and Implementation - Barker, Matthew
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Barker, Matthew:

Partial Least Squares for Discrimination - Statistical Theory and Implementation - Taschenbuch

2010, ISBN: 9783843356954

[ED: Taschenbuch / Paperback], [PU: LAP Lambert Academic Publishing], Partial least squares (PLS) was not originally designed as a tool for statistical discrimination. In spite of this, a… Mehr…

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Barker, Matthew:

Partial Least Squares for Discrimination - Taschenbuch

ISBN: 3843356955

[EAN: 9783843356954], Neubuch, Publisher/Verlag: LAP Lambert Academic Publishing | Statistical Theory and Implementation | Partial least squares (PLS) was not originally designed as a too… Mehr…

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Matthew Barker:
Partial Least Squares for Discrimination - Taschenbuch

2010

ISBN: 3843356955

[EAN: 9783843356954], Neubuch, [PU: LAP Lambert Acad. Publ. Okt 2010], Neuware - Partial least squares (PLS) was not originally designed as a tool for statistical discrimination. In spite… Mehr…

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Partial Least Squares for Discrimination - Matthew Barker
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Matthew Barker:
Partial Least Squares for Discrimination - Taschenbuch

2010, ISBN: 3843356955

[EAN: 9783843356954], Neubuch, [PU: LAP Lambert Acad. Publ. Okt 2010], Neuware - Partial least squares (PLS) was not originally designed as a tool for statistical discrimination. In spite… Mehr…

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ISBN: 9783843356954

Partial least squares (PLS) was not originally designed as a tool for statistical discrimination. In spite of this, applied scientists routinely use PLS for classification and there is su… Mehr…

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Details zum Buch
Partial Least Squares for Discrimination

Partial least squares (PLS) was not originally designed as a tool for statistical discrimination. In spite of this, applied scientists routinely use PLS for classification and there is substantial empirical evidence to suggest that it performs well in that role. The interesting question is "why?" Why can a procedure that is principally designed for over-determined regression problems locate and emphasize group structure? Using PLS in this manner has heuristic support owing to the relationship between PLS and canonical correlations analysis (CCA) and the relationship, in turn, between CCA and linear discriminant analysis (LDA). This dissertation replaces the heuristics with a formal statistical explanation. As a consequence, it will become clear that PLS is to be preferred over principal components analysis (PCA) when discrimination is the goal and dimension reduction is needed.

Detailangaben zum Buch - Partial Least Squares for Discrimination


EAN (ISBN-13): 9783843356954
ISBN (ISBN-10): 3843356955
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2010
Herausgeber: LAP Lambert Acad. Publ.
96 Seiten
Gewicht: 0,161 kg
Sprache: eng/Englisch

Buch in der Datenbank seit 2008-11-17T17:26:54+01:00 (Berlin)
Detailseite zuletzt geändert am 2019-03-08T22:47:40+01:00 (Berlin)
ISBN/EAN: 9783843356954

ISBN - alternative Schreibweisen:
3-8433-5695-5, 978-3-8433-5695-4


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