Functional and High-Dimensional Statistics and Related Fields. 1st ed. 2020

種類:

電子ブック

責任表示:

edited by Germán Aneiros, Ivana Horová, Marie Hušková, Philippe Vieu

出版情報:

Cham : Springer International Publishing : Imprint: Springer, 2020

著者名:

• Aneiros, Germán.
• Horová, Ivana.
• Hušková, Marie.
• Vieu, Philippe.
• SpringerLink (Online service)

シリーズ名:

Contributions to Statistics ;

ISBN:

9783030477561 [3030477568]    

注記:

Preface -- List of Contributors -- 1 An introduction to the (postponed) 5th edition of the International Workshop on Functional and Operatorial Statistics -- 2 Analysis of Telecom Italia Mobile Phone Data by Space-time Regression with Differential Regularization -- 3 Some Numerical Test on the Convergence Rates of Regression with Differential Regularization -- 4 Learning with Signatures -- 5 About the Complexity Function in Small-ball Probability Factorization -- 6 Principal Components Analysis of a Cyclostationary Random Function -- 7 Level Set and Density Estimation on Manifolds -- 8 Pseudo-metrics as Interesting Tool in Nonparametric Functional Regression -- 9 Testing a Specification Form in Single Functional Index Model -- 10 A New Method for Ordering Functional Data and its Application to Diagnostic Test -- 11 A Functional Data Analysis Approach to the Estimation of Densities over Complex Regions -- 12 A Conformal Approach for Distribution-free Prediction of Functional Data -- 13 G-Lasso Network Analysi
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,

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