Recent Advances in Functional Data Analysis and Related Topics

Front Matter....Pages i-xviii
Penalized Spline Approaches for Functional Principal Component Logit Regression....Pages 1-7
Functional Prediction for the Residual Demand in Electricity Spot Markets....Pages 9-15
Variable Selection in Semi-Functional Regression Models....Pages 17-22
Power Analysis for Functional Change Point Detection....Pages 23-26
Robust Nonparametric Estimation for Functional Spatial Regression....Pages 27-31
Sequential Stability Procedures for Functional Data Setups....Pages 33-39
On the Effect of Noisy Observations of the Regressor in a Functional Linear Model....Pages 41-47
Testing the Equality of Covariance Operators....Pages 49-53
Modeling and Forecasting Monotone Curves by FDA....Pages 55-61
Wavelet-Based Minimum Contrast Estimation of Linear Gaussian Random Fields....Pages 63-69
Dimensionality Reduction for Samples of Bivariate Density Level Sets: an Application to Electoral Results....Pages 71-76
Structural Tests in Regression on Functional Variable....Pages 77-83
A Fast Functional Locally Modeled Conditional Density and Mode for Functional Time-Series....Pages 85-90
Generalized Additive Models for Functional Data....Pages 91-96
Recent Advances on Functional Additive Regression....Pages 97-102
Thresholding in Nonparametric Functional Regression with Scalar Response....Pages 103-109
Estimation of a Functional Single Index Model....Pages 111-116
Density Estimation for Spatial-Temporal Data....Pages 117-121
Functional Quantiles....Pages 123-129
Extremality for Functional Data....Pages 131-134
Functional Kernel Estimators of Conditional Extreme Quantiles....Pages 135-140
A Nonparametric Functional Method for Signature Recognition....Pages 141-147
Longitudinal Functional Principal Component Analysis....Pages 149-154
Estimation and Testing for Geostatistical Functional Data....Pages 155-160
Structured Penalties for Generalized Functional Linear Models (GFLM)....Pages 161-167
Consistency of the Mean and the Principal Components of Spatially Distributed Functional Data....Pages 169-175
Kernel Density Gradient Estimate....Pages 177-182
A Backward Generalization of PCA for Exploration and Feature Extraction of Manifold-Valued Shapes....Pages 183-187
Multiple Functional Regression with both Discrete and Continuous Covariates....Pages 189-195
Combining Factor Models and Variable Selection in High-Dimensional Regression....Pages 197-202
Factor Modeling for High Dimensional Time Series....Pages 203-207
Depth for Sparse Functional Data....Pages 209-212
Sparse Functional Linear Regression with Applications to Personalized Medicine....Pages 213-218
Estimation of Functional Coefficients in Partial Differential Equations....Pages 219-224
Functional Varying Coefficient Models....Pages 225-230
Applications of Funtional Data Analysis to Material Science....Pages 231-237
On the Properties of Functional Depth....Pages 239-244
Second-Order Inference for Functional Data with Application to DNA Minicircles....Pages 245-250
Nonparametric Functional Time Series Prediction....Pages 251-254
Wavelets Smoothing for Multidimensional Curves....Pages 255-261
Nonparametric Conditional Density Estimation for Functional Data. Econometric Applications....Pages 263-268
Spatial Functional Data Analysis....Pages 269-275
Clustering Spatially Correlated Functional Data....Pages 277-282
Spatial Clustering of Functional Data....Pages 283-289
Population-Wide Model-Free Quantification of Blood-Brain-Barrier Dynamics in Multiple Sclerosis....Pages 291-296
Flexible Modelling of Functional Data using Continuous Wavelet Dictionaries....Pages 297-300
Periodically Correlated Autoregressive Hilbertian Processes of Order p....Pages 301-306
Bases Giving Distances. A New Semimetric and its Use for Nonparametric Functional Data Analysis....Pages 307-313
Back Matter....Pages 315-320