Statistical computing in functional data analysis: The R package fda.usc

Journal of Statistical Software

Volumn 51, Issue 4, 2012, Pages

  Febrero Bande, Manuel ^a   de la Fuente, Manuel Oviedo ^a  

^a UNIVERSITY OF SANTIAGO DE COMPOSTELA   (Spain)

Author keywords

Depth measures; Functional data regression; Non parametric kernel estimation; Outlier; Representation of functional data

Indexed keywords

EID: 84868156165     PISSN: 15487660     EISSN: None     Source Type: Journal    
DOI: 10.18637/jss.v051.i04     Document Type: Article

References (25)

1. Aneiros-Pérez G, Vieu P (2006). "Semi-Functional Partial Linear Regression. " Statistics & Probability Letters, 76(11), 1102-1110.
2. Cardot H, Ferraty F, Sarda P (1999). "Functional Linear Model. " Statistics & Probability Letters, 45(1), 11-22.
3. Crainiceanu C, Reiss P, Goldsmith J, Huang L, Huo L, Scheipl F (2012). refund: Regres-sion with Functional Data. R package version 0.1-6, URL http://CRAN.R-project.org/package=refund.
4. Crainiceanu CM, Goldsmith AJ (2010). "Bayesian Functional Data Analysis Using Win-BUGS. " Journal of Statistical Software, 32(11), 1-33. URL http://www.jstatsoft.org/v32/i11/.
5. Cuevas A, Febrero-Bande M, Fraiman R (2006). "On the Use of the Bootstrap for Estimating Functions with Functional Data. " Computational Statistics & Data Analysis, 51(2), 1063-1074.
6. Cuevas A, Febrero-Bande M, Fraiman R (2007). "Robust Estimation and Classification for Functional Data via Projection-Based Depth Notions. " Computational Statistics, 22(3), 481-496.
7. Dou W (2009). MFDF: Modeling Functional Data in Finance. R package version 0.0-2, URL http://CRAN.R-project.org/package=MFDF.
8. Febrero-Bande M, Galeano P, González-Manteiga W (2010). "Measures of Inuence for the Functional Linear Model with Scalar Response. " Journal of Multivariate Analysis, 101(2), 327-339.
9. Febrero-Bande M, Galeano P, González-Manteiga W (2008). "Outlier Detection in Functional Data by Depth Measures, with Application to Identify Abnormal NOx Levels. " Environ-metrics, 19(4), 331-345.
10. Ferraty F, Vieu P (2006). Nonparametric Functional Data Analysis. Springer-Verlag, New York.
11. Fraiman R, Muniz G (2001). "Trimmed Means for Functional Data. " Test, 10(2), 419-440.
12. Giraldo R, Delicado P, Mateu J (2010). geofd: Spatial Prediction for Function Value Data. R package version 0.4.6, URL http://CRAN.R-project.org/src/contrib/Archive/geofd/.
13. Hardle W (1990). Applied Nonparametric Regression. Cambridge University Press, Cambridge.
14. Hyndman RJ, Shang HL (2012). ftsa: Functional Time Series Analysis. R package version 3.5, URL http://CRAN.R-project.org/package=ftsa.
15. Kramer N, Sugiyama M (2011). "The Degrees of Freedom of Partial Least Squares Regression. " Journal of the American Statistical Association, 106(494), 697-705.
16. Liu B (2011). PACE Package. R package version 0.1-0, URL http://CRAN.R-project.org/src/contrib/Archive/PACE/.
17. Markussen B (2011). fdaMixed: Functional Data Analysis in a Mixed Model Framework. R package version 0.1, URL http://CRAN.R-project.org/package=fdaMixed.
18. Peng J, Paul D (2011). fpca: Restricted MLE for Functional Principal Components Analysis. R package version 0.2-1, URL http://CRAN.R-project.org/package=fpca.
19. Preda C, Saporta G (2005). "PLS Regression on a Stochastic Process. " Computational Statis-tics & Data Analysis, 48(1), 149-158.
20. Ramsay JO, Silverman BW (2002). Applied Functional Data Analysis: Methods and Case studies. Springer-Verlag, New York.
21. Ramsay JO, Silverman BW (2005). Functional Data Analysis. 2nd edition. Springer-Verlag, New York.
22. Ramsay JO, Wickham H, Graves S, Hooker G (2012). fda: Functional Data Analysis. R package version 2.2.8, URL http://CRAN.R-project.org/package=fda.
23. R Development Core Team (2012). R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. ISBN 3-900051-07-0, URL http://www.R-project.org/.
24. Shang HL, Hyndman RJ (2012). rainbow: Rainbow Plots, Bagplots and Boxplots for Func-tional Data. R package version 3.0, URL http://CRAN.R-project.org/package=rainbow.
25. Wasserman L (2006). All of Nonparametric Statistics. Springer-Verlag, New York.