Linear Dimensionality Reduction
Springer
ISBN 978-3-031-95784-0
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Bibliografische Daten
Fachbuch
Buch. Softcover
2025
2 Farbabbildungen.
In englischer Sprache
Umfang: xix, 152 S.
Format (B x L): 15,5 x 23,5 cm
Verlag: Springer
ISBN: 978-3-031-95784-0
Weiterführende bibliografische Daten
Das Werk ist Teil der Reihe: Lecture Notes in Statistics
Produktbeschreibung
This book is aimed at graduate students and researchers working on massive data who have encountered the usefulness of linear dimensionality reduction and are looking for a recipe to implement it. It has been written according to the view that the best guarantee of a proper understanding and use of a method is to study in detail the calculations involved in implementing it. With an emphasis on the numerical processing of massive data, it covers the main methods of dimensionality reduction, from linear algebra foundations to implementing the calculations. The basic requisite elements of linear and multilinear algebra, statistics and random algorithms are presented in the appendix.
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