Recent Advances in Functional Data Analysis and Related Topics

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...

Descripción completa

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor Corporativo: SpringerLink (Online service)
Otros Autores: Ferraty, Frédéric (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Heidelberg : Physica-Verlag HD : Imprint: Physica, 2011.
Edición:1st ed. 2011.
Colección:Contributions to Statistics
Temas:
Statistics .
Probabilities.
Image processing > Digital techniques.
Computer vision.
Molecular genetics.
Atmospheric science.
Statistics.
Probability Theory.
Computer Imaging, Vision, Pattern Recognition and Graphics.
Molecular Genetics.
Atmospheric Science.
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • 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.

Ejemplares similares