Concepedia

Instance-based Learning

Instance-Based Learning is a supervised learning paradigm in which the model classifies new instances by comparing them to stored training instances, relying on similarity measures rather than explicitly generalizing a function.

842

Publications

53.8K

Citations

2.7K

Authors

966

Institutions

Publications per year

2017–2026

370

Parents

Publications

842

Robust Object Tracking with Online Multiple Instance Learning

Boris Babenko, Serge Belongie · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2010 · 2K citations

, , +10

Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning

Mark A. Hall · Research Commons (The University of Waikato) · 2000 · 1.7K citations · Full text

, , +17

Improved Heterogeneous Distance Functions

D.R. Wilson, Tony Martinez · Journal of Artificial Intelligence Research · 1997 · 1.3K citations · Full text

, , +16

From captions to visual concepts and back

Hao Fang, Saurabh Gupta, Forrest Iandola et al. · 2015 · 1.3K citations

, , +12

Reduction Techniques for Instance-Based Learning Algorithms

D.R. Wilson, Tony Martinez · Machine Learning · 2000 · 1.2K citations · Full text

, , +13

1–5 of 842

Authors

2.7K

  1. CG
    Cleotilde González

    Carnegie Mellon University, United States

    22 publications · 1.3K citations

    17

    h-index

  2. VD
    Varun Dutt

    Indian Institute of Technology Mandi, India

    11 publications · 416 citations

    11

    h-index

  3. CL
    Christian Lebière

    Carnegie Mellon University, United States

    10 publications · 839 citations

    10

    h-index

  4. DW
    D.R. Wilson

    Brigham Young University, United States

    9 publications · 1.7K citations

    9

    h-index

  5. ZZ
    Zhi‐Hua Zhou

    Nanjing University, China

    8 publications · 566 citations

    8

    h-index

1–5 of 2.7K

Institutions

966

  1. Carnegie Mellon University

    Pittsburgh, United States

    24 h-index

    82 publications

    5.7K citations

  2. Chinese Academy of Sciences

    Beijing, China

    17 h-index

    59 publications

    2.7K citations

  3. Nanjing University of Science and Technology

    Nanjing, China

    16 h-index

    37 publications

    2K citations

  4. University of Technology Sydney

    Sydney, Australia

    16 h-index

    31 publications

    1.6K citations

  5. University of Córdoba

    Córdoba, Spain

    14 h-index

    36 publications

    1.4K citations

  6. University of Chinese Academy of Sciences

    Beijing, China

    13 h-index

    44 publications

    2.5K citations

  7. Shanghai Jiao Tong University

    Shanghai, China

    12 h-index

    51 publications

    2.6K citations

  8. Nanjing University

    Nanjing, China

    12 h-index

    32 publications

    2.1K citations

1–8 of 966

Venues

  1. Pattern Recognition

    25 publications · 2.5K citations

    20

    h-index

  2. arXiv (Cornell University)

    Repository · 29 publications · 916 citations

    18

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 15 publications · 848 citations

    14

    h-index

  4. Machine Learning

    15 publications · 1.1K citations

    12

    h-index

  5. Information Sciences

    9 publications · 295 citations

    9

    h-index

1–5