Functional Principal Component Analysis via Regularized Basis Expansion and Its Application

Mitsunori Kayano; Sadanori Konishi; Hideki Hirakawa; Satoru Kuhara

doi:10.5023/jappstat.35.1

Functional Principal Component Analysis via Regularized Basis Expansion and Its Application

Ouyou toukeigaku ◽

10.5023/jappstat.35.1 ◽

2006 ◽

Vol 35 (1) ◽

pp. 1-16

Author(s):

Mitsunori Kayano ◽

Sadanori Konishi ◽

Hideki Hirakawa ◽

Satoru Kuhara

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Basis Expansion ◽

Functional Principal Component

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Spectral-Spatial Classification of Hyperspectral Image Using Improved Functional Principal Component Analysis

IEEE Geoscience and Remote Sensing Letters ◽

10.1109/lgrs.2021.3089278 ◽

2021 ◽

pp. 1-5

Author(s):

Feng Xue ◽

Falong Tan ◽

Zhijing Ye ◽

Jiaqing Chen ◽

Yantao Wei

Keyword(s):

Principal Component Analysis ◽

Hyperspectral Image ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Spatial Classification ◽

Functional Principal Component

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Sparse and Robust Multivariate Functional Principal Component Analysis for Passenger Flow Pattern Discovery in Metro Systems

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3078816 ◽

2021 ◽

pp. 1-13

Author(s):

Kai Wang ◽

Fugee Tsung

Keyword(s):

Principal Component Analysis ◽

Flow Pattern ◽

Pattern Discovery ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Passenger Flow ◽

Functional Principal Component ◽

Metro Systems

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Erratum to “Data‐driven dimension reduction in functional principal component analysis identifying the change‐point in functional data”

Statistical Analysis and Data Mining The ASA Data Science Journal ◽

10.1002/sam.11510 ◽

2021 ◽

Keyword(s):

Principal Component Analysis ◽

Dimension Reduction ◽

Functional Data ◽

Change Point ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Data Driven ◽

Functional Principal Component

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Dynamic prediction of disease processes based on recurrent history and functional principal component analysis of longitudinal biomarkers: Application for ovarian epithelial cancer

Statistics in Medicine ◽

10.1002/sim.8885 ◽

2021 ◽

Author(s):

Yizhou Hong ◽

Liwen Su ◽

Siyi Song ◽

Fangrong Yan

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Epithelial Cancer ◽

Dynamic Prediction ◽

Functional Principal Component ◽

Ovarian Epithelial Cancer

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Functional principal component analysis of fMRI data

Human Brain Mapping ◽

10.1002/hbm.20074 ◽

2004 ◽

Vol 24 (2) ◽

pp. 109-129 ◽

Cited By ~ 92

Author(s):

Roberto Viviani ◽

Georg Grön ◽

Manfred Spitzer

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Fmri Data ◽

Functional Principal Component

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Early diagnosis of Alzheimer’s disease on ADNI data using novel longitudinal score based on functional principal component analysis

Journal of Medical Imaging ◽

10.1117/1.jmi.8.2.024502 ◽

2021 ◽

Vol 8 (02) ◽

Author(s):

Haolun Shi ◽

Da Ma ◽

Yunlong Nie ◽

Mirza Faisal Beg ◽

Jian Pei ◽

...

Keyword(s):

Alzheimer’S Disease ◽

Alzheimer's Disease ◽

Principal Component Analysis ◽

Early Diagnosis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Functional Principal Component

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Functional principal component analysis for identifying multivariate patterns and archetypes of growth, and their association with long-term cognitive development

PLoS ONE ◽

10.1371/journal.pone.0207073 ◽

2018 ◽

Vol 13 (11) ◽

pp. e0207073 ◽

Cited By ~ 6

Author(s):

Kyunghee Han ◽

Pantelis Z. Hadjipantelis ◽

Jane-Ling Wang ◽

Michael S. Kramer ◽

Seungmi Yang ◽

...

Keyword(s):

Principal Component Analysis ◽

Cognitive Development ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Functional Principal Component

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Describing the concentration of income populations by functional principal component analysis on Lorenz curves

Journal of Multivariate Analysis ◽

10.1016/j.jmva.2018.09.005 ◽

2019 ◽

Vol 170 ◽

pp. 10-24 ◽

Cited By ~ 4

Author(s):

Enea G. Bongiorno ◽

Aldo Goia

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Lorenz Curves ◽

Functional Principal Component

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Fourier Spectral Domain Functional Principal Component Analysis of EEG Signals

Lecture Notes in Computer Science - Pattern Recognition Applications and Methods ◽

10.1007/978-3-030-40014-9_1 ◽

2020 ◽

pp. 3-22

Author(s):

Shengkun Xie ◽

Anna T. Lawniczak

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Spectral Domain ◽

Eeg Signals ◽

Functional Principal Component ◽

Domain Functional

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Functional Principal Component Analysis for Derivatives of Multivariate Curves

Statistica Sinica ◽

10.5705/ss.202017.0199 ◽

2018 ◽

Cited By ~ 1

Author(s):

Maria Grith ◽

Heiko Wagner ◽

Wolfgang K. Härdle ◽

Alois Kneip

Keyword(s):

Principal Component Analysis ◽

Principal Component ◽

Component Analysis ◽

Functional Principal Component Analysis ◽

Functional Principal Component ◽

Derivatives Of

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