Items related to Parallel Statistical Computing in Theory: Lecture Notes...

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
Publisher: 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.

"synopsis" may belong to another edition of this title.

Publisher
Eliva Press
Publication date
2026
Language
English
ISBN 10 
9999356737
ISBN 13 
9789999356732
Binding
Paperback
Number of pages
213