Concepedia

Reject Inference

Reject Inference is a methodological approach in credit scoring that belongs to the class of techniques used to address sample selection bias by attributing creditworthiness to loan applicants who were denied credit, thereby enabling more accurate model estimation using both approved and rejected application data.

26

Publications

1.4K

Citations

60

Authors

30

Institutions

Publications per year

2017–2026

13

Parents

Publications

26

An Integrated Cluster Detection, Optimization, and Interpretation Approach for Financial Data

Tie Li, Gang Kou, Yi Peng et al. · IEEE Transactions on Cybernetics · 2021 · 220 citations · Full text

, , +17

Reject inference in credit scoring using Semi-supervised Support Vector Machines

Zhiyong Li, Ye Tian, Ke Li et al. · Expert Systems with Applications · 2017 · 130 citations

, , +14

Three-stage reject inference learning framework for credit scoring using unsupervised transfer learning and three-way decision theory

Feng Shen, Xingchao Zhao, Gang Kou · Decision Support Systems · 2020 · 117 citations · Full text

, , +16

Can reject inference ever work?

David J. Hand, William Henley · IMA Journal of Management Mathematics · 1993 · 92 citations

, , +8

Reject inference, augmentation, and sample selection

John Banasik, Jonathan Crook · European Journal of Operational Research · 2007 · 79 citations

, , +12

1–5 of 26

Authors

60

  1. SY
    So Young Sohn

    Yonsei University, South Korea

    2 publications · 54 citations

    2

    h-index

  2. GK
    Gang Kou

    Southwestern University of Finance and Economics, China

    2 publications · 337 citations

    2

    h-index

  3. YX
    Yufei Xia

    China University of Mining and Technology, China

    2 publications · 87 citations

    2

    h-index

  4. FS
    Feng Shen

    Southwestern University of Finance and Economics, China

    2 publications · 154 citations

    2

    h-index

  5. JC
    Jonathan Crook

    University of Edinburgh, United Kingdom

    2 publications · 105 citations

    2

    h-index

1–5 of 60

Institutions

30

  1. Southwestern University of Finance and Economics

    Chengdu, China

    5 h-index

    15 publications

    1.5K citations

  2. University of Edinburgh

    Edinburgh, United Kingdom

    2 h-index

    4 publications

    210 citations

  3. Jiangsu Normal University

    Xuzhou, China

    2 h-index

    3 publications

    132 citations

  4. Yonsei University

    Seoul, South Korea

    2 h-index

    3 publications

    78 citations

  5. University of California San Diego

    San Diego, United States

    1 h-index

    2 publications

    56 citations

  6. HEC Paris

    Jouy-en-Josas, France

    1 h-index

    1 publications

    21 citations

  7. The University of Texas MD Anderson Cancer Center

    Houston, United States

    1 h-index

    4 publications

    216 citations

  8. The Open University

    Milton Keynes, United Kingdom

    1 h-index

    2 publications

    184 citations

1–8 of 30

Venues

  1. Journal of the Operational Research Society

    OR · 3 publications · 71 citations

    3

    h-index

  2. Expert Systems with Applications

    3 publications · 198 citations

    3

    h-index

  3. IMA Journal of Management Mathematics

    2 publications · 158 citations

    2

    h-index

  4. Applied Soft Computing

    2 publications · 101 citations

    2

    h-index

  5. 1

    h-index

1–5