Functional and High-Dimensional Statistics and Related Fields
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, diagn...
| Other Authors: | , , , |
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| Format: | eBook |
| Language: | English |
| Published: |
Cham
Springer International Publishing
2020, 2020
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| Edition: | 1st ed. 2020 |
| Series: | Contributions to Statistics
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- 12 A Conformal Approach for Distribution-free Prediction of Functional Data
- 13 G-Lasso Network Analysis for Functional Data
- 14 Modelling Functional Data with High-dimensional Error Structure
- 15 Goodness-of-fit Tests for Functional Linear Models Based on Integrated Projections
- 16 From High-dimensional to Functional Data: Stringing Via Manifold Learning
- 17 Functional Two-sample Tests Based on Empirical Characteristic Functionals
- 18 Some Remarks on the Nelson–Siegel Model
- 19 Modeling the Effect of Recurrent Events on Time-to-event Processes by Means of Functional Data
- 20 On Robust Training of Regression Neural Networks
- 21 Simultaneous Inference for Function-valued Parameters: a Fast and Fair Approach
- 22 Single Functional Index Model under Responses MAR and Dependent Observations
- 23 O2S2 for the Geodata Deluge
- 24 Riemannian Distances between Covariance Operators and Gaussian Processes
- 25 Depth in Infinite-dimensional Spaces
- 26 Variable Selection in Semiparametric Bi-functional Models
- 27 Local Inference for Functional Data Controlling the Functional False Discovery Rate
- 28 Optimum Scale Selection for 3D Point Cloud Classification through Distance Correlation
- 29 Generalized Functional Partially Linear Single-index Models
- 30 Functional Outlier Detection through Probabilistic Modelling
- 31 Topological Object Data Analysis Methods with an Application to Medical Imaging
- 32 Distribution-free Pointwise Adjusted %-values for Functional Hypotheses
- Authors Index
- 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