Concepedia

Functional Dimension Reduction

Functional Dimension Reduction is a statistical methodology within functional data analysis that reduces the infinite-dimensional functional observations to a finite set of uncorrelated components while preserving the essential structure and variability of the original functional time series.

178

Publications

28.6K

Citations

536

Authors

333

Institutions

Publications per year

2017–2026

61

Parents

Publications

178

GSVA: gene set variation analysis for microarray and RNA-Seq data

Sonja Hänzelmann, Robert Castelo, Justin Guinney · BMC Bioinformatics · 2013 · 16.5K citations · Full text

, , +17

Probabilistic Independent Component Analysis for Functional Magnetic Resonance Imaging

Christian F. Beckmann, Stephen M. Smith · IEEE Transactions on Medical Imaging · 2004 · 2.9K citations

, , +16

Functional Data Analysis

Jane-Ling Wang, Jeng‐Min Chiou, Hans‐Georg Müller · Annual Review of Statistics and Its Application · 2016 · 937 citations · Full text

, , +16

A dimension reduction framework for understanding cortical maps

Richard Durbin, Graeme Mitchison · Nature · 1990 · 437 citations

, , +14

On Properties of Functional Principal Components Analysis

Peter Hall, Mohammad Hosseini‐Nasab · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 428 citations · Full text

, , +16

1–5 of 178

Authors

536

  1. PK
    Piotr Kokoszka

    Utah State University, United States

    5 publications · 252 citations

    5

    h-index

  2. CM
    Ciprian M. Crainiceanu

    Johns Hopkins University, United States

    5 publications · 274 citations

    5

    h-index

  3. AM
    Ana M. Aguilera

    Universidad de Granada, Spain

    5 publications · 286 citations

    5

    h-index

  4. PV
    Philippe Vieu

    Université Toulouse III - Paul Sabatier, France

    4 publications · 289 citations

    4

    h-index

  5. PH
    Peter Hall

    The University of Melbourne, Australia

    4 publications · 534 citations

    4

    h-index

1–5 of 536

Institutions

333

  1. Duke University

    Durham, United States

    7 h-index

    13 publications

    346 citations

  2. Johns Hopkins University

    Baltimore, United States

    7 h-index

    15 publications

    819 citations

  3. University of California, Davis

    Davis, United States

    6 h-index

    12 publications

    656 citations

  4. North Carolina State University

    Raleigh, United States

    6 h-index

    8 publications

    285 citations

  5. Colorado State University

    Fort Collins, United States

    5 h-index

    6 publications

    245 citations

  6. Universidad de Granada

    Granada, Spain

    5 h-index

    11 publications

    566 citations

  7. University of Michigan

    Ann Arbor, United States

    4 h-index

    5 publications

    180 citations

  8. Université Joseph Fourier

    Grenoble, France

    3 h-index

    3 publications

    223 citations

1–8 of 333

Venues

  1. Journal of the American Statistical Association

    11 publications · 945 citations

    11

    h-index

  2. Journal of Multivariate Analysis

    9 publications · 400 citations

    9

    h-index

  3. arXiv (Cornell University)

    Repository · 6 publications · 245 citations

    6

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 6 publications · 320 citations

    6

    h-index

  5. Test

    4 publications · 137 citations

    4

    h-index

1–5