Functional data analysis

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Mathematical formalism

Hilbert space Square-integrable functions Pettis integral Bochner integral Covariance operator

15 related topics

Functional nonlinear regression models

Generalized linear model Curse of dimensionality Single and multiple index models Additive models Nonlinear regression

11 related topics

History

Stochastic process Karhunen-Loève decomposition Functional principal components analysis James O. Ramsay

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Functional linear regression models

Functional linear models Multivariate linear models Inner product Euclidean space Mean

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Time warping

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Python Python (programming language)

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Functional data analysis

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related to Further reading · 34

Functional data analysis → Annual Review, Applications, Category, Eubank, Functional, Functional Data, Functional Regression, Huang, Inference, Introduction, ISBN, Its Application, John Wiley, Kokoszka, Linear Operators, Lock-gray-alt-2, Lock-green, Lock-red-alt-2, Ltd, New York

related to history · 12

Functional data analysis → Dauxois, Functional, Grenander, James, Karhunen, Karhunen-Loève, Kleffe, More, Pousse, Ramsay, The, They

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Important terminology

functional displaystyle data function linear model functions regression models analysis random time mathbb also mean process warping stochastic one variation

Entity relationships Subject–Predicate–Object triples

Subject	Predicate	Object	Confidence	Src
the space of square-integrable functions L 2	instance of	is a separable Hilbert space	0.80	text
curse of dimensionality	instance of	Developments towards fully nonparametric regression models for functional data encounter problems	0.80	text
speech recognition	instance of	used for applications	0.80	text
peak locations to an average location	instance of	which aligns special features	0.80	text
peak or trough locations in functions or derivatives are aligned to their average locations on the template function	instance of	Special features	0.80	text
inference	instance of	and among other tasks	0.80	text
classification	instance of	and among other tasks	0.80	text
regression or clustering of functional data.scikit-fda R packagesSome packages can handle functional data under both dense	instance of	and among other tasks	0.80	text
longitudinal designs.fdarefundfdapaceFDboostclassiFuncfda.uscdtwfdasrvf See alsoFunctional principal component analysisKarhunen	instance of	and among other tasks	0.80	text
Functional data analysis	related to Further reading	Ramsay	0.60	section
Functional data analysis	related to Further reading	Silverman	0.60	section
Functional data analysis	related to Further reading	Functional	0.60	section

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Mathematical formalism

Functional nonlinear regression models

History

Functional linear regression models

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Overview

History

Mathematical formalism

Functional data designs

Functional principal component analysis

Functional linear regression models

Functional nonlinear regression models

Clustering and classification of functional data

Time warping

Python packages

Advanced semantic analysis

Map overview Semantic statistics

Functional data analysis

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Functional data analysis

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Important terminology Word statistics

Important terminology

Entity relationships Subject–Predicate–Object triples

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Connections between topic areas Semantic bridges