Recent Advances in Functional Data Analysis and Related Topics

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Ferraty, Frédéric (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Heidelberg : Physica-Verlag HD, 2011.
• Σειρά: Contributions to Statistics,
• Θέματα: Statistics.; Gene expression.; Atmospheric sciences.; Computer graphics.; Probabilities.; Statistics, general.; Probability Theory and Stochastic Processes.; Computer Imaging, Vision, Pattern Recognition and Graphics.; Gene Expression.; Atmospheric Sciences.

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 v...

Πίνακας περιεχομένων:

• Penalized Spline Approaches for Functional Principal Component Logit
• Functional Prediction for the Residual Demand in Electricity Spot
• Variable Selection in Semi-Functional RegressionModels
• Power Analysis for Functional Change Point Detection
• Robust Nonparametric Estimation for Functional Spatial Regression
• Sequential Stability Procedures for Functional Data Setups
• On the Effect of Noisy Observations of the Regressor in a Functional Linear Model
• Testing the Equality of Covariance Operators
• Modeling and Forecasting Monotone Curves by FDA
• Wavelet-Based Minimum Contrast Estimation of Linear Gaussian Random Fields
• Dimensionality Reduction for Samples of Bivariate Density Level Sets: an Application to Electoral Results
• Structural Tests in Regression on Functional Variable
• A Fast Functional Locally Modeled Conditional Density and Mode for Functional Time-Series
• Generalized Additive Models for Functional Data
• Recent Advances on Functional Additive Regression
• Thresholding in Nonparametric Functional Regression with Scalar Response
• Estimation of a Functional Single Index Model
• Density Estimation for Spatial-Temporal Data
• Functional Quantiles
• Extremality for Functional Data
• Functional Kernel Estimators of Conditional Extreme Quantiles
• A Nonparametric Functional Method for Signature Recognition
• Longitudinal Functional Principal Component Analysis
• Estimation and Testing for Geostatistical Functional Data
• Structured Penalties for Generalized Functional Linear Models (GFLM)
• Consistency of the Mean and the Principal Components of Spatially Distributed Functional Data
• Kernel Density Gradient Estimate
• A Backward Generalization of PCA for Exploration and Feature Extraction of Manifold-Valued Shapes
• Multiple Functional Regression with both Discrete and Continuous Covariates
• Factor Modeling for High Dimensional Time Series
• Depth for Sparse Functional Data
• Sparse Functional Linear Regression with Applications to Personalized Medicine
• Estimation of Functional Coefficients in Partial Differential Equations
• Functional Varying Coefficient Models
• Applications of Functional Data Analysis to Material Science
• On the Properties of Functional Dept
• Second-Order Inference for Functional Data with Application to DNA Minicircles
• Nonparametric Functional Time Series Prediction
• Wavelets Smoothing for Multidimensional Curves
• Nonparametric Conditional Density Estimation for Functional Data. Econometric Applications.