Concepedia

Dimensionality Reduction Interpretation

Dimensionality Reduction Interpretation is a computational methodology within multi-omics data analysis that reduces the number of random variables under consideration while preserving biologically meaningful patterns, thereby enabling the interpretation of high-dimensional datasets through simplified, lower-dimensional representations.

55

Publications

3.2K

Citations

193

Authors

120

Institutions

Publications per year

2017–2026

25

Parents

Publications

55

Empirical Orthogonal Functions: The Medium is the Message

Adam H. Monahan, John C. Fyfe, Maarten H. P. Ambaum et al. · Journal of Climate · 2009 · 323 citations · Full text

, , +8

Graphics for Regressions with a Binary Response

R. Dennis Cook · Journal of the American Statistical Association · 1996 · 243 citations

, , +11

Extensions to gene set enrichment

Zhen Jiang, Robert Gentleman · Bioinformatics · 2006 · 229 citations · Full text

, , +10

Machine learning meets complex networks via coalescent embedding in the hyperbolic space

Alessandro Muscoloni, Josephine Maria Thomas, Sara Ciucci et al. · Nature Communications · 2017 · 191 citations · Full text

, , +15

Systematic determination of order parameters for chain dynamics using diffusion maps

Andrew L. Ferguson, Athanassios Z. Panagiotopoulos, Pablo G. Debenedetti et al. · Proceedings of the National Academy of Sciences · 2010 · 171 citations

, , +17

1–5 of 55

Authors

193

  1. RD
    R. Dennis Cook

    University of Minnesota, United States

    2 publications · 290 citations

    2

    h-index

  2. CX
    Caiming Xiong

    Salesforce (United States), United States

    2 publications · 177 citations

    2

    h-index

  3. RS
    Richard Socher

    Salesforce (United States), United States

    2 publications · 177 citations

    2

    h-index

  4. NS
    Nitish Shirish Keskar

    Salesforce (United States), United States

    2 publications · 177 citations

    2

    h-index

  5. AD
    Akhilesh Deepak Gotmare

    Salesforce (United States), United States

    2 publications · 177 citations

    2

    h-index

1–5 of 193

Institutions

120

  1. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    8 publications

    199 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    8 publications

    648 citations

  3. University of California, Davis

    Davis, United States

    2 h-index

    6 publications

    285 citations

  4. University of Potsdam

    Potsdam, Germany

    2 h-index

    5 publications

    501 citations

  5. University of Illinois Urbana-Champaign

    Urbana, United States

    2 h-index

    3 publications

    180 citations

  6. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    5 publications

    84 citations

  7. University of California, Berkeley

    Berkeley, United States

    2 h-index

    4 publications

    263 citations

  8. University of Minnesota

    Minneapolis, United States

    2 h-index

    2 publications

    290 citations

1–8 of 120

Venues

  1. Proceedings of the National Academy of Sciences

    PNAS · 4 publications · 292 citations

    4

    h-index

  2. arXiv (Cornell University)

    Repository · 3 publications · 220 citations

    3

    h-index

  3. Bioinformatics

    3 publications · 301 citations

    3

    h-index

  4. 2

    h-index

  5. Scientific Reports

    2 publications · 64 citations

    2

    h-index

1–5