Skip to main content
  • Conference proceedings
  • © 2011

Recent Advances in Functional Data Analysis and Related Topics

  • Presents the most relevant and recent advances
  • Provides an overview of the broad range of potential applications of FDA
  • Includes roughly 45 extended abstracts, each summarizing a (still unpublished) work for easy and comprehensible reading
  • Theoretical, application-oriented, and combined contributions address a wide audience

Part of the book series: Contributions to Statistics (CONTRIB.STAT.)

Buy it now

Buying options

eBook USD 189.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 249.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 249.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access

This is a preview of subscription content, log in via an institution to check for access.

Table of contents (48 papers)

  1. Front Matter

    Pages i-xviii
  2. Penalized Spline Approaches for Functional Principal Component Logit Regression

    • A. Aguilera, M. C. Aguilera-Morillo, M. Escabias, M. Valderrama
    Pages 1-7
  3. Functional Prediction for the Residual Demand in Electricity Spot Markets

    • Germán Aneiros, Ricardo Cao, Juan M. Vilar-Fernández, Antonio Muñoz-San-Roque
    Pages 9-15
  4. Variable Selection in Semi-Functional Regression Models

    • Germán Aneiros, Frédéric Ferraty, Philippe Vieu
    Pages 17-22
  5. Power Analysis for Functional Change Point Detection

    • John A. D. Aston, Claudia Kirch
    Pages 23-26
  6. Robust Nonparametric Estimation for Functional Spatial Regression

    • Mohammed K. Attouch, Abdelkader Gheriballah, Ali Laksaci
    Pages 27-31
  7. Sequential Stability Procedures for Functional Data Setups

    • Alexander Aue, Siegfried Hörmann, Lajos Horváth, Marie Hušková
    Pages 33-39
  8. Testing the Equality of Covariance Operators

    • Graciela Boente, Daniela Rodriguez, Mariela Sued
    Pages 49-53
  9. Modeling and Forecasting Monotone Curves by FDA

    • Paula R. Bouzas, Nuria Ruiz-Fuentes
    Pages 55-61
  10. Wavelet-Based Minimum Contrast Estimation of Linear Gaussian Random Fields

    • Rosa M. Crujeiras, María-Dolores Ruiz-Medina
    Pages 63-69
  11. Structural Tests in Regression on Functional Variable

    • Laurent Delsol, Frédéric Ferraty, Philippe Vieu
    Pages 77-83
  12. A Fast Functional Locally Modeled Conditional Density and Mode for Functional Time-Series

    • Jacques Demongeot, Ali Laksaci, Fethi Madani, Mustapha Rachdi
    Pages 85-90
  13. Generalized Additive Models for Functional Data

    • Manuel Febrero-Bande, Wenceslao Gonzàlez-Manteiga
    Pages 91-96
  14. Recent Advances on Functional Additive Regression

    • Frédéric Ferraty, Aldo Goia, Enersto Salinelli, Philippe Vieu
    Pages 97-102
  15. Thresholding in Nonparametric Functional Regression with Scalar Response

    • Frédéric Ferraty, Adela Martínez-Calvo, Philippe Vieu
    Pages 103-109
  16. Estimation of a Functional Single Index Model

    • Frédéric Ferraty, Juhyun Park, Philippe Vieu
    Pages 111-116
  17. Density Estimation for Spatial-Temporal Data

    • Liliana Forzani, Ricardo Fraiman, Pamela Llop
    Pages 117-121
  18. Functional Quantiles

    • Ricardo Fraiman, Beatriz Pateiro-López
    Pages 123-129

About this book

New technologies allow us to handle increasingly large datasets, while monitoring devices are becoming ever more sophisticated. This high-tech progress produces statistical units sampled over finer and finer grids. As the measurement points become closer, the data can be considered as observations varying over a continuum. This intrinsic continuous data (called functional data) can be found in various fields of science, including biomechanics, chemometrics, econometrics, environmetrics, geophysics, medicine, etc. The failure of standard multivariate statistics to analyze such functional data has led the statistical community to develop appropriate statistical methodologies, called Functional Data Analysis (FDA). Today, FDA is certainly one of the most motivating and popular statistical topics due to its impact on crucial societal issues (health, environment, etc). This is why the FDA statistical community is rapidly growing, as are the statistical developments . Therefore, it is necessary to organize regular meetings in order to provide a state-of-art review of the recent advances in this fascinating area. This book collects selected and extended papers presented at  the second International Workshop of Functional and Operatorial Statistics (Santander, Spain, 16-18 June, 2011), in which many outstanding experts on FDA will present the most relevant advances in this pioneering statistical area. Undoubtedly, these proceedings will be an essential resource for academic researchers, master students, engineers, and practitioners not only in statistics but also in numerous related fields of application.  

Reviews

From the reviews:

“Topics are useful, interesting, and related to the hot area of high-dimensional data analysis. I think the volume will draw attention from researchers as well as practitioners involved in the areas of functional data, high-dimensional data and spatial functional data, and related topics. … The style and structure of the book is unified, and some chapters are more theoretical than others. Again, it is a collection of wide and diverse topics. … graduate students and researchers in this area will find this book useful.” (Technometrics, Vol. 54 (1), February, 2012)

Editors and Affiliations

  • Toulouse University, Mathematics Toulouse Institute, Toulouse, France

    Frédéric Ferraty

Bibliographic Information

Buy it now

Buying options

eBook USD 189.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 249.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 249.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access