Concepedia

Model Complexity

Model Complexity is a theoretical construct in statistical learning that characterizes the flexibility of a model in approximating the underlying data-generating function, distinguished by its capacity to fit varying levels of noise and signal in the training data.

2.5K

Publications

204.6K

Citations

7.2K

Authors

2.1K

Institutions

Publications per year

2017–2026

1.1K

Parents

Publications

2.5K

ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks

Qilong Wang, Banggu Wu, Pengfei Zhu et al. · 2020 · 8.1K citations

, , +15

Approximate entropy as a measure of system complexity.

Steven M. Pincus · Proceedings of the National Academy of Sciences · 1991 · 5.8K citations

, , +14

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

Steven L. Brunton, Joshua L. Proctor, J. Nathan Kutz · Proceedings of the National Academy of Sciences · 2016 · 4.5K citations · Full text

, , +17

An updated and expanded assessment of PLS-SEM in information systems research

Joe F. Hair, Carole L. Hollingsworth, Adriane B. Randolph et al. · Industrial Management & Data Systems · 2017 · 3.8K citations

, , +6

Knowledge Graph Embedding by Translating on Hyperplanes

Zhen Wang, Jianwen Zhang, Jianlin Feng et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2014 · 3.8K citations · Full text

, , +12

1–5 of 2.5K

Authors

7.2K

  1. SW
    Sumio Watanabe

    Tokyo Institute of Technology, Japan

    9 publications · 544 citations

    9

    h-index

  2. AZ
    Anding Zhu

    University College Dublin, Ireland

    8 publications · 346 citations

    8

    h-index

  3. PV
    Paul Vitányi

    Centrum Wiskunde & Informatica, Netherlands

    8 publications · 722 citations

    8

    h-index

  4. JR
    J. Rissanen

    IBM (United States), United States

    7 publications · 2.5K citations

    7

    h-index

  5. HV
    Hoshin V. Gupta

    University of Arizona, United States

    6 publications · 1.4K citations

    6

    h-index

1–5 of 7.2K

Institutions

2.1K

  1. Centre National de la Recherche Scientifique

    Paris, France

    24 h-index

    72 publications

    7K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    23 h-index

    54 publications

    4.2K citations

  3. University of California, Berkeley

    Berkeley, United States

    22 h-index

    53 publications

    5.9K citations

  4. Stanford University

    Stanford, United States

    21 h-index

    48 publications

    5.6K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    21 h-index

    59 publications

    6K citations

  6. Tsinghua University

    Beijing, China

    20 h-index

    54 publications

    9.6K citations

  7. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    82 publications

    4.8K citations

  8. University of Oxford

    Oxford, United Kingdom

    19 h-index

    50 publications

    3.8K citations

1–8 of 2.1K

Venues

  1. arXiv (Cornell University)

    Repository · 151 publications · 10.2K citations

    47

    h-index

  2. Water Resources Research

    31 publications · 5.3K citations

    26

    h-index

  3. IEEE Access

    22 publications · 1.7K citations

    18

    h-index

  4. PLoS ONE

    19 publications · 2.2K citations

    17

    h-index

  5. 16

    h-index

1–5