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A survey of functional principal component analysis

Shang, Hanlin

Description

Advances in data collection and storage have tremendously increased the presence of functional data, whose graphical representations are curves, images or shapes. As a new area of statistics, functional data analysis extends existing methodologies and theories from the realms of functional analysis, generalized linear model, multivariate data analysis, nonparametric statistics, regression models and many others. From both methodological and practical viewpoints, this paper provides a review of...[Show more]

dc.contributor.authorShang, Hanlin
dc.date.accessioned2015-12-13T22:35:11Z
dc.identifier.issn1863-8171
dc.identifier.urihttp://hdl.handle.net/1885/76474
dc.description.abstractAdvances in data collection and storage have tremendously increased the presence of functional data, whose graphical representations are curves, images or shapes. As a new area of statistics, functional data analysis extends existing methodologies and theories from the realms of functional analysis, generalized linear model, multivariate data analysis, nonparametric statistics, regression models and many others. From both methodological and practical viewpoints, this paper provides a review of functional principal component analysis, and its use in explanatory analysis, modeling and forecasting, and classification of functional data.
dc.publisherSpringer
dc.sourceAdvances in Statistical Analysis
dc.subjectKeywords: Dimension reduction; Explanatory analysis; Functional data clustering; Functional data forecasting; Functional data modeling
dc.titleA survey of functional principal component analysis
dc.typeJournal article
local.description.notesImported from ARIES
local.identifier.citationvolume98
dc.date.issued2014
local.identifier.absfor010401 - Applied Statistics
local.identifier.absfor160305 - Population Trends and Policies
local.identifier.ariespublicationU3488905xPUB5281
local.type.statusPublished Version
local.contributor.affiliationShang, Hanlin, College of Business and Economics, ANU
local.description.embargo2037-12-31
local.bibliographicCitation.issue2
local.bibliographicCitation.startpage121
local.bibliographicCitation.lastpage142
local.identifier.doi10.1007/s10182-013-0213-1
local.identifier.absseo970116 - Expanding Knowledge through Studies of Human Society
dc.date.updated2019-08-18T08:16:49Z
local.identifier.scopusID2-s2.0-84897441306
local.identifier.thomsonID000339106700002
CollectionsANU Research Publications

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