Concepedia

Classification Surrogates

Classification Surrogates is a type of surrogate model that, within the genus of classification models, differs by serving as an interpretable or computationally efficient approximation of a more complex classifier, designed to mimic its decision boundary while enabling analysis, validation, or deployment under resource constraints.

52

Publications

2.1K

Citations

177

Authors

106

Institutions

Publications per year

2017–2026

23

Parents

Publications

52

Scarabaeine Dung Beetles (coleoptera: Scarabaeidae: Scarabaeinae): An Invertebrate Focal Taxon for Biodiversity Research and Conservation

Sacha Spector · The Coleopterists Bulletin · 2006 · 282 citations · Full text

, , +17

Assessment of congruency across invertebrate taxa and taxonomic levels to identify potential surrogates

Saskie Lovell, Michelle Hamer, Rob Slotow et al. · Biological Conservation · 2007 · 170 citations

, , +12

Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems

Takumi Sonoda, Masaya Nakata · IEEE Transactions on Evolutionary Computation · 2022 · 127 citations

, , +15

The St. Gallen surrogate classification for breast cancer subtypes successfully predicts tumor presenting features, nodal involvement, recurrence patterns and disease free survival

Inês Vasconcelos, Afsana Hussainzada, Stefan Berger et al. · The Breast · 2016 · 123 citations · Full text

, , +17

Classification Methods with Reject Option Based on Convex Risk Minimization

Ming Yuan, Marten Wegkamp · 2010 · 93 citations

, , +16

1–5 of 52

Authors

177

  1. HG
    Harish G. Ramaswamy

    Indian Institute of Science Bangalore, India

    4 publications · 72 citations

    4

    h-index

  2. SA
    Shivani Agarwal

    Indian Institute of Science Bangalore, India

    4 publications · 72 citations

    4

    h-index

  3. SG
    Sujit Gujar

    International Institute of Information Technology, Hyderabad, India

    2 publications · 56 citations

    2

    h-index

  4. LG
    Lihua Gao

    Central South University, China

    2 publications · 76 citations

    2

    h-index

  5. HH
    Hongyan Huang

    Beijing Shijitan Hospital, China

    2 publications · 76 citations

    2

    h-index

1–5 of 177

Institutions

106

  1. Indian Institute of Science Bangalore

    Bengaluru, India

    2 h-index

    4 publications

    54 citations

  2. University of Oulu

    Oulu, Finland

    2 h-index

    4 publications

    95 citations

  3. Beijing Shijitan Hospital

    Beijing, China

    2 h-index

    3 publications

    129 citations

  4. École Polytechnique

    Palaiseau, France

    2 h-index

    2 publications

    77 citations

  5. University of Plymouth

    Plymouth, United Kingdom

    2 h-index

    6 publications

    75 citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    2 h-index

    5 publications

    84 citations

  7. University of Michigan

    Ann Arbor, United States

    2 h-index

    4 publications

    117 citations

  8. Université Paris Cité

    Paris, France

    2 h-index

    5 publications

    196 citations

1–8 of 106

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 147 citations

    6

    h-index

  2. IEEE Transactions on Evolutionary Computation

    3 publications · 211 citations

    3

    h-index

  3. Frontiers in Oncology

    2 publications · 76 citations

    2

    h-index

  4. Journal of Vegetation Science

    JVS · 2 publications · 25 citations

    2

    h-index

  5. Biological Conservation

    2 publications · 229 citations

    2

    h-index

1–5