Nonparametric Functional Data Analysis

Part I. Statistical Background for Nonparametric Statistics and Functional Data

1. Introduction to Functional Nonparametric Statistics

2. Some Functional Datasets and Associated Statistical Problematics

3. What is a Well-Adapted Space for Functional Data?

4. Local Weighting of Functional Variables

Part II. Nonparametric Prediction from Functional Data

5. Functional Nonparametric Prediction Methodologies

6. Some Selected Asymptotics

7. Computational Issues

Part III. Nonparametric Classification of Functional Data

8. Functional Nonparametric Supervised Classification

9. Functional Nonparametric Unsupervised Classification

Part IV. Nonparametric Methods for Dependent Functional Data

10. Mixing, Nonparametric and Functional Statistics

11. Some Selected Asymptotics

12. Application to Continuous Time Processes Prediction

Part V. Conclusions

13. Small Ball Probabilities and Semi-metrics

14. Some Perspectives

DRM-restrictions

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Keywords: MATHEMATICS / Probability & Statistics / General MAT029000