fda.usc

Functional Data Analysis and Utilities for Statistical Computing

Manuel Oviedo De La Fuente, Manuel Febrero Bande

Last update: 17 October 2022

Copyright license: GNU General Public License, version 2.0

Software version identifier: 2.1.0

Source code repository: https://github.com/cran/fda.usc

Related Items (81)

Estimator selection and combination in scalar-on-function regression ⋮ Applying functional data analysis to assess tele-interpersonal psychotherapy's efficacy to reduce depression ⋮ Estimation for generalized partially functional linear additive regression model ⋮ Nonparametric Method for Estimating the Distribution of Time to Failure of Engineering Materials ⋮ Functional regression concurrent model with spatially correlated errors: application to rainfall ground validation ⋮ Selection of the number of clusters in functional data analysis ⋮ Efficient classification for longitudinal data ⋮ Robust sparse functional regression model ⋮ Global and local distance-based generalized linear models ⋮ Robust estimation for semi-functional linear regression models ⋮ Stochastic functional linear models and Malliavin calculus ⋮ A divisive clustering method for functional data with special consideration of outliers ⋮ Selecting the derivative of a functional covariate in scalar-on-function regression ⋮ On weighted multivariate sign functions ⋮ Modern Psychometrics with R ⋮ More on functional data analysis and other aspects in OODA ⋮ Generalized additive models for functional data ⋮ Classification methods for Hilbert data based on surrogate density ⋮ Choosing among notions of multivariate depth statistics ⋮ The \(\mathrm{DD}^G\)-classifier in the functional setting ⋮ Projection under pairwise distance control ⋮ Law of large numbers for discretely observed random functions ⋮ On nonparametric classification for weakly dependent functional processes ⋮ A nonparametric inverse probability weighted estimation for functional data with missing response data at random ⋮ Modeling and forecasting electricity spot prices: a functional data perspective ⋮ A partial overview of the theory of statistics with functional data ⋮ Variable selection in functional additive regression models ⋮ Functional data clustering via hypothesis testing \(k\)-means ⋮ fdANOVA: an R software package for analysis of variance for univariate and multivariate functional data ⋮ Robust clustering for functional data based on trimming and constraints ⋮ Functional outlier detection and taxonomy by sequential transformations ⋮ Consistency of \(h\)-mode depth ⋮ Quantiles for finite and infinite dimensional data ⋮ Integrated data depth for smooth functions and its application in supervised classification ⋮ Functional-bandwidth kernel for support vector machine with functional data: an alternating optimization algorithm ⋮ Semiparametric Regression with R ⋮ A general framework for functional regression modelling ⋮ Goodness-of-fit tests for the functional linear model based on randomly projected empirical processes ⋮ Goodness-of-fit Tests for Functional Linear Models Based on Integrated Projections ⋮ A nonparametric graphical tests of significance in functional GLM ⋮ Ridge regression for the functional concurrent model ⋮ Recursive non-parametric kernel classification rule estimation for independent functional data ⋮ Fusing data depth with complex networks: community detection with prior information ⋮ funcharts ⋮ Detecting a structural change in functional time series using local Wilcoxon statistic ⋮ ILS ⋮ robflreg ⋮ FADPclust ⋮ longsurr ⋮ etree ⋮ Wild bootstrap bandwidth selection of recursive nonparametric relative regression for independent functional data ⋮ Nonparametric Statistics and High/Infinite Dimensional Data ⋮ biosensors.usc ⋮ rofanova ⋮ logitFD ⋮ FPCA-based estimation for generalized functional partially linear models ⋮ Analysis of a GPS network based on functional data analysis ⋮ FiSh ⋮ puls ⋮ Robust archetypoids for anomaly detection in big functional data ⋮ Functional logistic regression with fused lasso penalty ⋮ An angle-based multivariate functional pseudo-depth for shape outlier detection ⋮ TFunHDDC ⋮ A one-way ANOVA test for functional data with graphical interpretation ⋮ GPFDA ⋮ qcr ⋮ goffda ⋮ FuncNN ⋮ Robust estimation with modified Huber's function for functional linear models ⋮ A new normal reference test for linear hypothesis testing in high-dimensional heteroscedastic one-way MANOVA ⋮ A comparison of testing methods in scalar-on-function regression ⋮ Classification from only positive and unlabeled functional data ⋮ mlmts ⋮ Spatial depth-based classification for functional data ⋮ Detecting and classifying outliers in big functional data ⋮ Statistical inference in the partial functional linear expectile regression model ⋮ Generalized functional extended redundancy analysis ⋮ slasso ⋮ PCRedux ⋮ Identifiability in penalized function-on-function regression models ⋮ Restricted likelihood ratio tests for linearity in scalar-on-function regression

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