Functional and Operatorial Statistics (Contributions to by Sophie Dabo-Niang, Frédéric Ferraty
By Sophie Dabo-Niang, Frédéric Ferraty
More and more statistical difficulties and techniques contain infinite-dimensional features. this is often as a result of development of applied sciences which enable us to shop a growing number of info whereas sleek tools may be able to acquire facts even more successfully as a result of their more and more refined layout. This evolution without delay matters statisticians, who've to suggest new methodologies whereas making an allowance for such high-dimensional facts (e.g. non-stop tactics, practical information, etc.). the varied purposes (micro-arrays, paleo- ecological information, radar waveforms, spectrometric curves, speech attractiveness, non-stop time sequence, three-D photos, etc.) in a number of fields (biology, econometrics, environmetrics, the meals undefined, scientific sciences, paper undefined, etc.) make gaining knowledge of this statistical subject very useful. This ebook gathers very important contributions at the sensible and operatorial records fields.
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Extra info for Functional and Operatorial Statistics (Contributions to Statistics)
0 on the bandwidth parameter h. 1=2 bx x ! N (0; 1) From this Corollary we get the following (1 where t1 bx denotes the 1 t1 bn2 (x; bx ) n (hn ) as n ! 1=2 quantile of the standard normal distribution. S. : Numerical solution of discrete stable linear matrix equations on multicomputers. Parallel Algorithms Appl. 17, 127 146 (2002). : Linear Processes in Function Spaces. Lecture Notes in Statistics. 149. Springer-Verlag, New-York (2000). , Kneip, A. : Smoothing spline estimators in functional linear regression with errors-in-variables.
1 Introduction Functional data analysis is an emerging eld in the statistical research designed for modeling a sample of curves that can be seen as realizations of a functional variable. A detailed study of the most common techniques in FDA can be found in the book of Ramsay and Silverman (2005). Theorethical and pratical aspects of nonparametric methods for FDA are collected in the recent book by Ferraty and View (2006). Functional regression models have been studied intensively in the recent literature on this topic.
Springer-Verlag, London (2006). G. : In Asymptotics in Statistics and Probability. Ed. , VSP International Science Publishers, 301 315 (2003).  Prchal, L. : Spline estimator for functional linear regression with functional response. Preprint. (2007). O. : Some tools for functional data analysis (with discussion). J. R. Stat. Soc. Ser. B Stat. Methodol. 53, 539 572 (1991). O. : Functional Data Analysis. 2nd edition. Springer, New York (2005). Chapter 5 Asymptotic Normality of Robust Nonparametric Estimator for Functional Dependent Data Mohammed Attouch, Ali Laksaci and Elias Ould-Saïd Abstract We propose a family of robust nonparametric estimators for re- gression function based on kernel method.