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

Guo, Guangbao

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

Inhaltsangabe

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.

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Verlag
Eliva Press
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 10 
9999356737
ISBN 13 
9789999356732
Einband
Taschenbuch
Anzahl der Seiten
213
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
gpsr@libri.de
gpsr@libri.de

Europaallee 1
Bad Hersfeld
36244
Deutschland