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Feature selection for functional data (Q268756)

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scientific article; zbMATH DE number 6569585

Language	Label	Description	Also known as
English	Feature selection for functional data	scientific article; zbMATH DE number 6569585

Statements

scholarly article

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Feature selection for functional data (English)

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Ricardo Fraiman

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Journal of Multivariate Analysis

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publication date

15 April 2016

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full work available at URL

https://arxiv.org/abs/1502.02123

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zbMATH Keywords

variable selection

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classification

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regression

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principal components

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describes a project that uses

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MaRDI profile type

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Variable selection in partial linear regression with functional covariate

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Variable selection in infinite-dimensional problems

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Prediction in functional linear regression

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A partial overview of the theory of statistics with functional data

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Asymptotic theory for the principal component analysis of a vector random function: Some applications to statistical inference

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Most-predictive design points for functional data predictors

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Nonparametric models for functional data, with application in regression, time series prediction and curve discrimination

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Consistent Nonparametric Regression for Functional Data Under the Stone–Besicovitch Conditions

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Selection of Variables for Cluster Analysis and Classification Rules

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Model-Based Clustering, Discriminant Analysis, and Density Estimation

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Estimator selection and combination in scalar-on-function regression

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Methodology and convergence rates for functional linear regression

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The elements of statistical learning. Data mining, inference, and prediction

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Inference for functional data with applications

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Functional linear regression that's interpretable

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Factor models and variable selection in high-dimensional regression analysis

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Uniform consistency of \(k\mathrm{NN}\) regressors for functional variables

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Sparse estimation in functional linear regression

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Convergence of functional \(k\)-nearest neighbor regression estimate with functional responses

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On rates of convergence in functional linear regression

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Variable and boundary selection for functional data via multiclass logistic regression modeling

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Fractals with point impact in functional linear regression

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Functional Additive Models

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Applied functional data analysis. Methods and case studies

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Functional data analysis.

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Interpretable dimension reduction for classifying functional data

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Testing significance of features by lassoed principal components

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A Framework for Feature Selection in Clustering

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Functional linear regression analysis for longitudinal data

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Jackknife Empirical Likelihood Test for Equality of Two High Dimensional Means

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Identifiers

zbMATH Open document ID

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Mathematics Subject Classification ID

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zbMATH DE Number

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10.1016/J.JMVA.2015.09.006

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Sitelinks

Mathematics(1 entry)

mardi Publication:268756

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