Functional and Operatorial Statistics

Häftad, Engelska, 2010

AvSophie Dabo-Niang,Frédéric Ferraty,Frederic Ferraty

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The numerous applications (micro-arrays, paleo- ecological data, radar waveforms, spectrometric curves, speech recognition, continuous time series, 3-D images, etc.) in various fields (biology, econometrics, environmetrics, the food industry, medical sciences, paper industry, etc.) make researching this statistical topic very worthwhile.

Produktinformation

Utgivningsdatum2010-10-21
Mått155 x 235 x 18 mm
Vikt493 g
FormatHäftad
SpråkEngelska
SerieContributions to Statistics
Antal sidor304
FörlagSpringer-Verlag Berlin and Heidelberg GmbH & Co. KG
ISBN9783790825602

Tillhör följande kategorier

to IWFOS'2008.- Solving Multicollinearity in Functional Multinomial Logit Models for Nominal and Ordinal Responses.- Estimation of Functional Regression Models for Functional Responses by Wavelet Approximation.- Functional Linear Regression with Functional Response: Application to Prediction of Electricity Consumption.- Asymptotic Normality of Robust Nonparametric Estimator for Functional Dependent Data.- Measuring Dissimilarity Between Curves by Means of Their Granulometric Size Distributions.- Supervised Classification for Functional Data: A Theoretical Remark and Some Numerical Comparisons.- Local Linear Regression for Functional Predictor and Scalar Response.- Spatio-temporal Functional Regression on Paleoecological Data.- Local Linear Functional Regression Based on Weighted Distance-based Regression.- Singular Value Decomposition of Large Random Matrices (for Two-Way Classification of Microarrays).- On Tensorial Products of Hilbertian Linear Processes.- Recent Results on Random and Spectral Measures with Some Applications in Statistics.- Parameter Cascading for High Dimensional Models.- Advances in Human Protein Interactome Inference.- Functional Principal Components Analysis with Survey Data.- Functional Clustering of Longitudinal Data.- Robust Nonparametric Estimation for Functional Data.- Estimation of the Functional Linear Regression with Smoothing Splines.- A Random Functional Depth.- Parametric Families of Probability Distributions for Functional Data Using Quasi-Arithmetic Means with Archimedean Generators.- Point-wise Kriging for Spatial Prediction of Functional Data.- Nonparametric Regression on Functional Variable and Structural Tests.- Vector Integration and Stochastic Integration in Banach Spaces.- Multivariate Functional Data Discrimination Using ICA:Analysis of Hippocampal Differences in Alzheimer's Disease.- Influence in the Functional Linear Model with Scalar Response.- Is it Always Optimal to Impose Constraints on Nonparametric Functional Estimators? Some Evidence on the Smoothing Parameter Choice.- Dynamic Semiparametric Factor Models in Pricing Kernels Estimation.- The Operator Trigonometry in Statistics.- Selecting and Ordering Components in Functional-Data Linear Prediction.- Bagplots, Boxplots and Outlier Detection for Functional Data.- Marketing Applications of Functional Data Analysis.- Nonparametric Estimation in Functional Linear Model.- Presmoothing in Functional Linear Regression.- Probability Density Functions of the Empirical Wavelet Coefficients of Multidimensional Poisson Intensities.- A Cokriging Method for Spatial Functional Data with Applications in Oceanology.- On the Effect of Curve Alignment and Functional PCA.- K-sample Subsampling.- Inference for Stationary Processes Using Banded Covariance Matrices.- Automatic Local Spectral Envelope.- Recent Advances in the Use of SVM for Functional Data Classification.- Wavelet Thresholding Methods Applied to Testing Significance Differences Between Autoregressive Hilbertian Processes.- Explorative Functional Data Analysis for 3D-geometries of the Inner Carotid Artery.- Inference on Periodograms of Infinite Dimensional Discrete Time Periodically Correlated Processes.