Concepedia

Uncertain Data Modeling

Uncertain Data Modeling is a methodological framework within Gaussian Process Modeling that formally characterizes and propagates input and output uncertainties through probabilistic inference to yield robust predictive distributions.

720

Publications

44.1K

Citations

1.8K

Authors

768

Institutions

Publications per year

2017–2026

243

Parents

Publications

720

The Price of Robustness

Dimitris Bertsimas, Melvyn Sim · Operations Research · 2004 · 4.4K citations

, , +15

Robust solutions of Linear Programming problems contaminated with uncertain data

Aharon Ben‐Tal, Arkadi Nemirovski · Mathematical Programming · 2000 · 1.7K citations

, , +13

Adaptive Robust Optimization for the Security Constrained Unit Commitment Problem

Dimitris Bertsimas, Eugene Litvinov, Xu Andy Sun et al. · IEEE Transactions on Power Systems · 2012 · 1.6K citations

, , +15

Distributionally Robust Convex Optimization

Wolfram Wiesemann, Daniel Kühn, Melvyn Sim · Operations Research · 2014 · 947 citations · Full text

, , +12

Robust solution to least squares problems with uncertain data

Laurent El Ghaoui, Hervé Lebret · 1997 · 645 citations

, , +15

1–5 of 720

Authors

1.8K

  1. RC
    Reynold Cheng

    University of Hong Kong, Hong Kong SAR China

    17 publications · 1.7K citations

    15

    h-index

  2. LC
    Lei Chen

    Hong Kong University of Science and Technology, Hong Kong SAR China

    14 publications · 775 citations

    12

    h-index

  3. XL
    Xuemin Lin

    UNSW Sydney, Australia

    11 publications · 1.1K citations

    11

    h-index

  4. CK
    Carson K. Leung

    University of Manitoba, Canada

    9 publications · 332 citations

    9

    h-index

  5. JP
    Jian Pei

    Simon Fraser University, Canada

    9 publications · 1.1K citations

    9

    h-index

1–5 of 1.8K

Institutions

768

  1. University of Hong Kong

    Pok Fu Lam, Hong Kong

    19 h-index

    50 publications

    4.1K citations

  2. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    19 h-index

    47 publications

    2.7K citations

  3. UNSW Sydney

    Sydney, Australia

    14 h-index

    36 publications

    3K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    24 publications

    702 citations

  5. Purdue University West Lafayette

    West Lafayette, United States

    12 h-index

    38 publications

    4K citations

  6. Ludwig-Maximilians-Universität München

    Munich, Germany

    11 h-index

    43 publications

    4.4K citations

  7. Northeastern University

    Shenyang, China

    10 h-index

    30 publications

    660 citations

  8. Massachusetts Institute of Technology

    Cambridge, United States

    10 h-index

    13 publications

    10.6K citations

1–8 of 768

Venues

  1. Proceedings of the VLDB Endowment

    PVLDB · 19 publications · 1.1K citations

    17

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 18 publications · 1.7K citations

    17

    h-index

  3. arXiv (Cornell University)

    Repository · 22 publications · 777 citations

    14

    h-index

  4. Information Sciences

    14 publications · 744 citations

    13

    h-index

  5. IEEE Transactions on Fuzzy Systems

    TFS · 10 publications · 581 citations

    10

    h-index

1–5