Concepedia

Uncertainty-aware Dimensionality Reduction

Uncertainty-Aware Dimensionality Reduction is a dimensionality reduction technique that explicitly incorporates quantified uncertainty from high-dimensional data into the projection process to preserve uncertainty structure in the reduced space.

19

Publications

1.2K

Citations

72

Authors

40

Institutions

Publications per year

2017–2026

10

Parents

Publications

19

A framework for data-driven analysis of materials under uncertainty: Countering the curse of dimensionality

Miguel A. Bessa, Ramin Bostanabad, Zeliang Liu et al. · Computer Methods in Applied Mechanics and Engineering · 2017 · 550 citations

, , +12

Exploiting active subspaces to quantify uncertainty in the numerical simulation of the HyShot II scramjet

Paul G. Constantine, Michael Emory, Johan Larsson et al. · Journal of Computational Physics · 2015 · 164 citations · Full text

, , +14

A direct-construction approach to multidimensional realization and LFR uncertainty modeling

Li Xu, Huijin Fan, Zhiping Lin et al. · Multidimensional Systems and Signal Processing · 2008 · 68 citations

, , +13

Shared low-dimensional subspaces for propagating kinetic uncertainty to multiple outputs

Weiqi Ji, Jiaxing Wang, Olivier Zahm et al. · Combustion and Flame · 2017 · 60 citations

, , +7

Uncertainty-Aware Principal Component Analysis

Jochen Görtler, Thilo Spinner, Dirk Streeb et al. · IEEE Transactions on Visualization and Computer Graphics · 2019 · 50 citations · Full text

, , +14

1–5 of 19

Authors

72

  1. OZ
    Olivier Zahm

    Massachusetts Institute of Technology, United States

    1 publications · 60 citations

    1

    h-index

  2. ZL
    Zhencong Li

    Guangdong Medical College, China

    1 publications · 18 citations

    1

    h-index

  3. SM
    Sankaran Mahadevan

    Vanderbilt University, United States

    1 publications · 22 citations

    1

    h-index

  4. ZR
    Zhuyin Ren

    Tsinghua University, China

    1 publications · 60 citations

    1

    h-index

  5. KM
    Kwan‐Liu Ma

    University of California, Davis, United States

    1 publications · 10 citations

    1

    h-index

1–5 of 72

Institutions

40

  1. University of California, Santa Barbara

    Santa Barbara, United States

    1 h-index

    2 publications

    42 citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    1 h-index

    2 publications

    120 citations

  3. Nanyang Technological University

    Singapore, Singapore

    1 h-index

    1 publications

    68 citations

  4. University of Technology Malaysia

    Johor Bahru, Malaysia

    1 h-index

    3 publications

    99 citations

  5. University of California, Davis

    Davis, United States

    1 h-index

    2 publications

    20 citations

  6. IFP Énergies nouvelles

    Rueil-Malmaison, France

    1 h-index

    1 publications

    30 citations

  7. University of Hong Kong

    Pok Fu Lam, Hong Kong

    1 h-index

    6 publications

    96 citations

  8. Akita Prefectural University

    Akita, Japan

    1 h-index

    1 publications

    68 citations

1–8 of 40

Venues

  1. Combustion and Flame

    2 publications · 82 citations

    2

    h-index

  2. 1

    h-index

  3. Materials Today Proceedings

    1 publications · 14 citations

    1

    h-index

  4. Journal of Computational Physics

    1 publications · 164 citations

    1

    h-index

  5. 1

    h-index

1–5