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Parallel Statistical Computing in Theory: Lecture Notes on Large-Scale Parallel Statistics - Couverture souple

Guo, Guangbao

 
9789999356732: Parallel Statistical Computing in Theory: Lecture Notes on Large-Scale Parallel Statistics
Couverture souple
ISBN 10 : 9999356737 ISBN 13 : 9789999356732
Editeur : Eliva Press, 2026

Synopsis

This monograph collects theoretical foundations for parallel statistical computing. It presents classical time-series analysis, a comprehensive toolkit of non-asymptotic concentration inequalities, and the theory behind parallel matrix-completion algorithms. Topics include ARIMA/SARIMA modelling, transfer-function and intervention analysis, entropy and logarithmic Sobolev inequalities, hypercontractivity, as well as ALS, CCD++ and parallel SGD for low-rank matrix recovery. Designed for graduate-level teaching and self-study, it bridges probabilistic theory and large-scale statistical algorithms.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Eliva Press
Date d'édition
2026
Langue
anglais
ISBN 10 
9999356737
ISBN 13 
9789999356732
Reliure
Broché
Nombre de pages
213
Coordonnées du fabricant
non disponible
Personne responsable
gpsr@libri.de
gpsr@libri.de

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