Functional and High-Dimensional Statistics and Related Fields

Functional and High-Dimensional Statistics and Related Fields
Author :
Publisher : Springer Nature
Total Pages : 254
Release :
ISBN-10 : 9783030477561
ISBN-13 : 3030477568
Rating : 4/5 (61 Downloads)

Book Synopsis Functional and High-Dimensional Statistics and Related Fields by : Germán Aneiros

Download or read book Functional and High-Dimensional Statistics and Related Fields written by Germán Aneiros and published by Springer Nature. This book was released on 2020-06-19 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the latest research on the statistical analysis of functional, high-dimensional and other complex data, addressing methodological and computational aspects, as well as real-world applications. It covers topics like classification, confidence bands, density estimation, depth, diagnostic tests, dimension reduction, estimation on manifolds, high- and infinite-dimensional statistics, inference on functional data, networks, operatorial statistics, prediction, regression, robustness, sequential learning, small-ball probability, smoothing, spatial data, testing, and topological object data analysis, and includes applications in automobile engineering, criminology, drawing recognition, economics, environmetrics, medicine, mobile phone data, spectrometrics and urban environments. The book gathers selected, refereed contributions presented at the Fifth International Workshop on Functional and Operatorial Statistics (IWFOS) in Brno, Czech Republic. The workshop was originally to be held on June 24-26, 2020, but had to be postponed as a consequence of the COVID-19 pandemic. Initiated by the Working Group on Functional and Operatorial Statistics at the University of Toulouse in 2008, the IWFOS workshops provide a forum to discuss the latest trends and advances in functional statistics and related fields, and foster the exchange of ideas and international collaboration in the field.


Functional and High-Dimensional Statistics and Related Fields Related Books

Functional and High-Dimensional Statistics and Related Fields
Language: en
Pages: 254
Authors: Germán Aneiros
Categories: Mathematics
Type: BOOK - Published: 2020-06-19 - Publisher: Springer Nature

DOWNLOAD EBOOK

This book presents the latest research on the statistical analysis of functional, high-dimensional and other complex data, addressing methodological and computa
Functional Statistics and Related Fields
Language: en
Pages: 297
Authors: Germán Aneiros
Categories: Mathematics
Type: BOOK - Published: 2017-04-25 - Publisher: Springer

DOWNLOAD EBOOK

This volume collects latest methodological and applied contributions on functional, high-dimensional and other complex data, related statistical models and tool
Inference for Functional Data with Applications
Language: en
Pages: 426
Authors: Lajos Horváth
Categories: Mathematics
Type: BOOK - Published: 2012-05-08 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book presents recently developed statistical methods and theory required for the application of the tools of functional data analysis to problems arising i
Functional Data Analysis
Language: en
Pages: 317
Authors: James Ramsay
Categories: Mathematics
Type: BOOK - Published: 2013-11-11 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Included here are expressions in the functional domain of such classics as linear regression, principal components analysis, linear modelling, and canonical cor
Recent Advances in Functional Data Analysis and Related Topics
Language: en
Pages: 322
Authors: Frédéric Ferraty
Categories: Mathematics
Type: BOOK - Published: 2011-06-15 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

New technologies allow us to handle increasingly large datasets, while monitoring devices are becoming ever more sophisticated. This high-tech progress produces