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10.1111/biom.12236

http://scihub22266oqcxt.onion/10.1111/biom.12236
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C4383722!4383722 !25327216
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suck abstract from ncbi


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pmid25327216
      Biometrics 2015 ; 71 (1 ): 247-257
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  • Structured functional principal component analysis #MMPMID25327216
  • Shou H ; Zipunnikov V ; Crainiceanu CM ; Greven S
  • Biometrics 2015[Mar]; 71 (1 ): 247-257 PMID25327216 show ga
  • Motivated by modern observational studies, we introduce a class of functional models that expand nested and crossed designs. These models account for the natural inheritance of the correlation structures from sampling designs in studies where the fundamental unit is a function or image. Inference is based on functional quadratics and their relationship with the underlying covariance structure of the latent processes. A computationally fast and scalable estimation procedure is developed for high-dimensional data. Methods are used in applications including high-frequency accelerometer data for daily activity, pitch linguistic data for phonetic analysis, and EEG data for studying electrical brain activity during sleep.
  • |*Algorithms [MESH]
  • |*Data Interpretation, Statistical [MESH]
  • |*Principal Component Analysis [MESH]
  • |Diagnosis, Computer-Assisted/*methods [MESH]
  • |Humans [MESH]
  • |Monitoring, Physiologic/*methods [MESH]
  • |Numerical Analysis, Computer-Assisted [MESH]
  • |Reproducibility of Results [MESH]


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