Ferraty, Frédéric

Recent Advances in Functional Data Analysis and Related Topics

Ferraty, Frédéric - Recent Advances in Functional Data Analysis and Related Topics, ebook


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Table of contents

1. Penalized Spline Approaches for Functional Principal Component Logit Regression
A. Aguilera, M. C. Aguilera-Morillo, M. Escabias, M. Valderrama

2. Functional Prediction for the Residual Demand in Electricity Spot Markets
Germán Aneiros, Ricardo Cao, Juan M. Vilar-Fernández, Antonio Muñoz-San-Roque

3. Variable Selection in Semi-Functional Regression Models
Germán Aneiros, Frédéric Ferraty, Philippe Vieu

4. Power Analysis for Functional Change Point Detection
John A. D. Aston, Claudia Kirch

5. Robust Nonparametric Estimation for Functional Spatial Regression
Mohammed K. Attouch, Abdelkader Gheriballah, Ali Laksaci

6. Sequential Stability Procedures for Functional Data Setups
Alexander Aue, Siegfried Hörmann, Lajos Horváth, Marie Hušková

7. On the Effect of Noisy Observations of the Regressor in a Functional Linear Model
Mareike Bereswill, Jan Johannes

8. Testing the Equality of Covariance Operators
Graciela Boente, Daniela Rodriguez, Mariela Sued

9. Modeling and Forecasting Monotone Curves by FDA
Paula R. Bouzas, Nuria Ruiz-Fuentes

10. Wavelet-Based Minimum Contrast Estimation of Linear Gaussian Random Fields
Rosa M. Crujeiras, María-Dolores Ruiz-Medina

11. Dimensionality Reduction for Samples of Bivariate Density Level Sets: an Application to Electoral Results
Pedro Delicado

12. Structural Tests in Regression on Functional Variable
Laurent Delsol, Frédéric Ferraty, Philippe Vieu

13. A Fast Functional Locally Modeled Conditional Density and Mode for Functional Time-Series
Jacques Demongeot, Ali Laksaci, Fethi Madani, Mustapha Rachdi

14. Generalized Additive Models for Functional Data
Manuel Febrero-Bande, Wenceslao Gonzàlez-Manteiga

15. Recent Advances on Functional Additive Regression
Frédéric Ferraty, Aldo Goia, Enersto Salinelli, Philippe Vieu

16. Thresholding in Nonparametric Functional Regression with Scalar Response
Frédéric Ferraty, Adela Martínez-Calvo, Philippe Vieu

17. Estimation of a Functional Single Index Model
Frédéric Ferraty, Juhyun Park, Philippe Vieu

18. Density Estimation for Spatial-Temporal Data
Liliana Forzani, Ricardo Fraiman, Pamela Llop

19. Functional Quantiles
Ricardo Fraiman, Beatriz Pateiro-López

20. Extremality for Functional Data
Alba M. Franco-Pereira, Rosa E. Lillo, Juan Romo

21. Functional Kernel Estimators of Conditional Extreme Quantiles
Laurent Gardes, Stèphane Girard

22. A Nonparametric Functional Method for Signature Recognition
Gery Geenens

23. Longitudinal Functional Principal Component Analysis
Sonja Greven, Ciprian Crainiceanu, Brian Caffo, Daniel Reich

24. Estimation and Testing for Geostatistical Functional Data
Oleksandr Gromenko, Piotr Kokoszka

25. Structured Penalties for Generalized Functional Linear Models (GFLM)
Jaroslaw Harezlak, Timothy W. Randolph

26. Consistency of the Mean and the Principal Components of Spatially Distributed Functional Data
Siegfried Hörmann, Piotr Kokoszka

27. Kernel Density Gradient Estimate
Ivana Horová, Kamila Vopatová

28. A Backward Generalization of PCA for Exploration and Feature Extraction of Manifold-Valued Shapes
Sungkyu Jung

29. Multiple Functional Regression with both Discrete and Continuous Covariates
Hachem Kadri, Philippe Preux, Emmanuel Duflos, Stéphane Canu

30. Combining Factor Models and Variable Selection in High-Dimensional Regression
Alois Kneip, Pascal Sarda

31. Factor Modeling for High Dimensional Time Series
Clifford Lam, Qiwei Yao, Neil Bathia

32. Depth for Sparse Functional Data
Sara Lòpez-Pintado, Ying Wei

33. Sparse Functional Linear Regression with Applications to Personalized Medicine
Ian W. McKeague, Min Qian

34. Estimation of Functional Coefficients in Partial Differential Equations
Jose C. S. Miranda

35. Functional Varying Coefficient Models
Hans-Georg Müller, Damla Şentürk

36. Applications of Funtional Data Analysis to Material Science
S. Naya, M. Francisco-Fernández, J. Tarrío-Saavedra, J. López-Beceiro, R. Artiaga

37. On the Properties of Functional Depth
Alicia Nieto-Reyes

38. Second-Order Inference for Functional Data with Application to DNA Minicircles
Victor M. Panaretos, David Kraus, John H. Maddocks

39. Nonparametric Functional Time Series Prediction
Efstathios Paparoditis

40. Wavelets Smoothing for Multidimensional Curves
Davide Pigoli, Laura M. Sangalli

41. Nonparametric Conditional Density Estimation for Functional Data. Econometric Applications
Alejandro Quintela-del-Río, Frédéric Ferraty, Philippe Vieu

42. Spatial Functional Data Analysis
James O. Ramsay, Tim Ramsay, Laura M. Sangalli

43. Clustering Spatially Correlated Functional Data
Elvira Romano, Ramon Giraldo, Jorge Mateu

44. Spatial Clustering of Functional Data
Piercesare Secchi, Simone Vantini, Valeria Vitelli

45. Population-Wide Model-Free Quantification of Blood-Brain-Barrier Dynamics in Multiple Sclerosis
Russell Shinohara, Ciprian Crainiceanu

46. Flexible Modelling of Functional Data using Continuous Wavelet Dictionaries
Leen Slaets, Gerda Claeskens, Maarten Jansen

47. Periodically Correlated Autoregressive Hilbertian Processes of Order p
Ahmad R. Soltani, Majid Hashemi

48. Bases Giving Distances. A New Semimetric and its Use for Nonparametric Functional Data Analysis
Catherine Timmermans, Laurent Delsol, Rainer Sachs

Keywords: Statistics, Statistics, general, Probability Theory and Stochastic Processes, Computer Imaging, Vision, Pattern Recognition and Graphics, Gene Expression, Meteorology/Climatology

Publication year
Contributions to Statistics
Page amount
18 pages
Natural Sciences

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