Big and Complex Data Analysis

Methodologies and Applications

Nonfiction, Science & Nature, Mathematics, Statistics, Computers, Application Software
Cover of the book Big and Complex Data Analysis by , Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: ISBN: 9783319415734
Publisher: Springer International Publishing Publication: March 21, 2017
Imprint: Springer Language: English
Author:
ISBN: 9783319415734
Publisher: Springer International Publishing
Publication: March 21, 2017
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer International Publishing

Cover of the book Information Systems Architecture and Technology: Proceedings of 39th International Conference on Information Systems Architecture and Technology – ISAT 2018 by
Cover of the book Interdisciplinary Knowledge Organization by
Cover of the book Seismic Isolation, Structural Health Monitoring, and Performance Based Seismic Design in Earthquake Engineering by
Cover of the book Advances in Robot Design and Intelligent Control by
Cover of the book Macrophages by
Cover of the book Advances in Personalized Web-Based Education by
Cover of the book Digital Communication. Towards a Smart and Secure Future Internet by
Cover of the book Toward a Small Family Ethic by
Cover of the book Climate Change Adaptation in Eastern Europe by
Cover of the book Maritime Security Risks, Vulnerabilities and Cooperation by
Cover of the book Solid Surfaces, Interfaces and Thin Films by
Cover of the book Christian and Jewish Women in Britain, 1880-1940 by
Cover of the book Agroecology by
Cover of the book Diffusive Spreading in Nature, Technology and Society by
Cover of the book Digital Image Processing: Practical Approach by
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy