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Kniha Big and Complex Data Analysis S. Ejaz Ahmed

Big and Complex Data Analysis

Methodologies and Applications

Autor: S. Ejaz Ahmed
Jazyk: Angličtina
Väzba: Brožovaná
Vydavateľ: Springer International Publishing AG
Dostupnosť: Skladom u dodávateľa
Odosielame za 5-8 dní
89.76 €
This volume conveys some of the surprises, puzzles and success stories in high-dimensional and compl...

Informácie o knihe

Autor
S. Ejaz Ahmed
Jazyk
Angličtina
Väzba
Kniha - Brožovaná
Vydalo
2018
Stránok
386
EAN
9783319823874
Enbook ID
20118766
Vydavateľ
Springer International Publishing AG
Hmotnosť
611
Rozmery
155 x 235 x 22

Kompletný popis

This volume conveys some of the surprises, puzzles and success stories in high-dimensional and complex data analysis and related fields. Its peer-reviewed contributions showcase recent advances in variable selection, estimation and prediction strategies for a host of useful models, as well as essential new developments in the field. The continued and rapid advancement of modern technology now allows scientists to collect data of increasingly unprecedented size and complexity. Examples include epigenomic data, genomic data, proteomic data, high-resolution image data, high-frequency financial data, functional and longitudinal data, and network data. Simultaneous variable selection and estimation is one of the key statistical problems involved in analyzing such big and complex data. The purpose of this book is to stimulate research and foster interaction between researchers in the area of high-dimensional data analysis. More concretely, its goals are to: 1) highlight and expand the breadth of existing methods in big data and high-dimensional data analysis and their potential for the advancement of both the mathematical and statistical sciences; 2) identify important directions for future research in the theory of regularization methods, in algorithmic development, and in methodologies for different application areas; and 3) facilitate collaboration between theoretical and subject-specific researchers.

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