Concepedia

Metric Robustness

Metric Robustness is a property of a performance metric that characterizes its ability to maintain consistent and reliable measurement outcomes under varying conditions, model perturbations, or data distribution shifts, thereby distinguishing it from metrics that are sensitive to such variations.

19

Publications

1.1K

Citations

41

Authors

23

Institutions

Publications per year

2017–2026

4

Parents

Publications

19

Robustness Metrics: How Are They Calculated, When Should They Be Used and Why Do They Give Different Results?

Cameron McPhail, Holger R. Maier, Jan Kwakkel et al. · Earth s Future · 2018 · 252 citations · Full text

, , +16

Measuring the robustness of a resource allocation

Shoukat Ali, Anthony A. Maciejewski, Howard Jay Siegel et al. · IEEE Transactions on Parallel and Distributed Systems · 2004 · 188 citations · Full text

, , +16

Nonmetric Multidimensional Scaling: Recovery of Metric Information

Forrest W. Young · Psychometrika · 1970 · 157 citations

, , +11

Proximity Graphs for Clustering and Manifold Learning

Richard S. Zemel, Miguel Á. Carreira-Perpiñán · Neural Information Processing Systems · 2004 · 120 citations

, , +16

Robustness and generalization for metric learning

Aurélien Bellet, Amaury Habrard · Neurocomputing · 2014 · 79 citations · Full text

, , +12

1–5 of 19

Authors

41

  1. JK
    Jong‐Kook Kim

    Korea University, South Korea

    2 publications · 235 citations

    2

    h-index

  2. GM
    Gene McDaniel

    Palo Alto Research Center, United States

    2 publications · 30 citations

    2

    h-index

  3. SA
    Shoukat Ali

    Purdue University West Lafayette, United States

    2 publications · 235 citations

    2

    h-index

  4. HJ
    Howard Jay Siegel

    Colorado State University, United States

    2 publications · 235 citations

    2

    h-index

  5. AA
    Anthony A. Maciejewski

    Colorado State University, United States

    2 publications · 235 citations

    2

    h-index

1–5 of 41

Institutions

23

  1. Purdue University West Lafayette

    West Lafayette, United States

    2 h-index

    3 publications

    282 citations

  2. Colorado State University

    Fort Collins, United States

    2 h-index

    4 publications

    470 citations

  3. Pohang University of Science and Technology

    Pohang, South Korea

    1 h-index

    1 publications

    19 citations

  4. Heidelberg University

    Heidelberg, Germany

    1 h-index

    2 publications

    36 citations

  5. University of Toronto

    Toronto, Canada

    1 h-index

    2 publications

    240 citations

  6. University of Southern California

    Los Angeles, United States

    1 h-index

    1 publications

    79 citations

  7. Landau Institute for Theoretical Physics

    Chernogolovka, Russia

    1 h-index

    1 publications

    19 citations

  8. Laboratoire Hubert Curien

    Saint-Etienne, France

    1 h-index

    1 publications

    79 citations

1–8 of 23

Venues

  1. IEEE Transactions on Parallel and Distributed Systems

    TPDS · 1 publications · 188 citations

    1

    h-index

  2. Psychometrika

    1 publications · 157 citations

    1

    h-index

  3. IEEE Design and Test

    1 publications · 26 citations

    1

    h-index

  4. Speech Communication

    1 publications · 26 citations

    1

    h-index

  5. Neural Information Processing Systems

    Conference · 1 publications · 120 citations

    1

    h-index

1–5