Multivariate Data Analysis on Matrix Manifolds (Paperback)

Lingua: inglese

Editore: Springer Nature Switzerland AG, Cham, 2022

3030769763 / 9783030769765

Serie: Libro 9 di 11 - Springer Series in the Data Sciences

Da: AussieBookSeller, Truganina, VIC, AustraliaAussieBookSeller

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Venditore AbeBooks dal 22 giugno 2007

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Paperback. This graduate-level textbook aims to give a unified presentation and solution of several commonly used techniques for multivariate data analysis (MDA). Unlike similar texts, it treats the MDA problems as optimization problems on matrix manifolds defined by the MDA model parameters, allowing them to be solved using (free) optimization software Manopt. The book includes numerous in-text examples as well as Manopt codes and software guides, which can be applied directly or used as templates for solving similar and new problems. The first two chapters provide an overview and essential background for studying MDA, giving basic information and notations. Next, it considers several sets of matrices routinely used in MDA as parameter spaces, along with their basic topological properties. A brief introduction to matrix (Riemannian) manifolds and optimization methods on them with Manopt complete the MDA prerequisite. The remaining chapters study individual MDA techniques in depth. The number ofexercises complement the main text with additional information and occasionally involve open and/or challenging research questions. Suitable fields include computational statistics, data analysis, data mining and data science, as well as theoretical computer science, machine learning and optimization. It is assumed that the readers have some familiarity with MDA and some experience with matrix analysis, computing, and optimization. Unlike similar texts, it treats the MDA problems as optimization problems on matrix manifolds defined by the MDA model parameters, allowing them to be solved using (free) optimization software Manopt. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.…

Codice articolo 9783030769765

Titolo
Multivariate Data Analysis on Matrix Manifolds (Paperback)
Autore
Nickolay Trendafilov
Editore
Springer Nature Switzerland AG, Cham
Anno di pubblicazione
2022
Condizione
new
Rilegatura
Paperback
Lingua
inglese
ISBN 10
3030769763
ISBN 13
9783030769765
Serie
Libro 9 di 11: Springer Series in the Data Sciences

AussieBookSeller

Truganina, VIC, Australia

Venditore con 5 stelle

Venditore AbeBooks dal 22 giugno 2007

Tariffe di spedizione da Australia a U.S.A.

ArticoloDa 25 a 45 giorni lavorativiDa 8 a 14 giorni lavorativi
Primo articoloEUR 33,03EUR 39,27
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