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Signal Processing And Networking For Big Data Applications

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Signal Processing And Networking For Big Data Applications - Han, Zhu; Hong, Mingyi; Wang, Dan - ISBN: 9781107124387
Prijs: € 126,00 (onder voorbehoud)
Beschikbaarheid: Nog niet verschenen.
Bindwijze: Boek, Gebonden
Genre: Communicatiekunde
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Beschrijving

This unique text helps make sense of big data using signal processing techniques, in applications including machine learning, networking, and energy systems.

Details

Titel: Signal Processing And Networking For Big Data Applications
auteur: Han, Zhu; Hong, Mingyi; Wang, Dan
Mediatype: Boek
Bindwijze: Gebonden
Taal: Engels
Aantal pagina's: 474
Uitgever: Cambridge University Press
Plaats van publicatie: 03
NUR: Communicatiekunde
Afmetingen: 247 x 174 x 22
Gewicht: 890 gr
ISBN/ISBN13: 9781107124387
Intern nummer: 37203561

Biografie (woord)

Dan Wang is an Associate Professor in the Department of Computing, Hong Kong Polytechnic University, and a Senior Member of the Institute of Electrical and Electronics Engineers (IEEE).

Quote

Advance praise: 'A very nice balanced treatment over two large-scale signal processing aspects: mathematical backgrounds versus big data applications, with a strong flavor of distributed optimization and computation.' Shuguang Cui, University of California, Davis

Inhoudsopgave

Part I. Overview of Big Data Applications: 1. Introduction; 2. Data parallelism: the supporting architecture; Part II. Methodology and Mathematical Background: 3. First order methods; 4. Sparse optimization; 5. Sublinear algorithms; 6. Tensor for big data; 7. Deep learning and applications; Part III. Big Data Applications: 8. Compressive sensing based big data analysis; 9. Distributed large-scale optimization; 10. Optimization of finite sums; 11. Big data optimization for communication networks; 12. Big data optimization for smart grid systems; 13. Processing large data set in MapReduce; 14. Massive data collection using wireless sensor networks.

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