Concepedia

Subgraph Features

Subgraph Features is a graph-level representation learning technique that extracts discriminative structural patterns by identifying and encoding recurrent subgraph motifs or substructures within a larger graph, thereby distinguishing it from node- or edge-level feature extraction methods.

130

Publications

7.7K

Citations

442

Authors

186

Institutions

Publications per year

2017–2026

69

Parents

Publications

130

Gated Graph Sequence Neural Networks

Yujia Li, Daniel Tarlow, Marc Brockschmidt et al. · arXiv (Cornell University) · 2015 · 448 citations · Full text

, , +17

GNNExplainer: Generating Explanations for Graph Neural Networks.

Dylan Bourgeois, Jiaxuan You, Marinka Žitnik et al. · PubMed · 2019 · 437 citations · Full text

, , +16

The topological relationship between the large-scale attributes and local interaction patterns of complex networks

Alexei Vázquez, Radu Dobrin, Danilo Sergi et al. · Proceedings of the National Academy of Sciences · 2004 · 345 citations · Full text

, , +16

Link Prediction Based on Graph Neural Networks

Muhan Zhang · arXiv (Cornell University) · 2018 · 283 citations · Full text

, , +15

A novel graph convolutional feature based convolutional neural network for stock trend prediction

Wei Chen, Manrui Jiang, Wei-Guo Zhang et al. · Information Sciences · 2020 · 276 citations

, , +16

1–5 of 130

Authors

442

  1. PS
    Philip S. Yu

    University of Illinois Chicago, United States

    11 publications · 828 citations

    11

    h-index

  2. XZ
    Xingquan Zhu

    Florida Atlantic University, United States

    10 publications · 664 citations

    10

    h-index

  3. CZ
    Chengqi Zhang

    University of Technology Sydney, Australia

    11 publications · 658 citations

    10

    h-index

  4. JW
    Jia Wu

    Macquarie University, Australia

    8 publications · 626 citations

    8

    h-index

  5. SP
    Shirui Pan

    Monash University, Australia

    8 publications · 395 citations

    8

    h-index

1–5 of 442

Institutions

186

  1. University of Illinois Chicago

    Chicago, United States

    12 h-index

    21 publications

    1.2K citations

  2. University of Technology Sydney

    Sydney, Australia

    11 h-index

    38 publications

    2K citations

  3. Florida Atlantic University

    Boca Raton, United States

    9 h-index

    9 publications

    593 citations

  4. Centre for Quantum Computation and Communication Technology

    Sydney, Australia

    8 h-index

    26 publications

    1.4K citations

  5. National University of Singapore

    Singapore, Singapore

    6 h-index

    20 publications

    1.3K citations

  6. Peking University

    Beijing, China

    4 h-index

    14 publications

    628 citations

  7. Max Planck Institute for Biological Cybernetics

    Tübingen, Germany

    4 h-index

    9 publications

    944 citations

  8. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    3 h-index

    7 publications

    336 citations

1–8 of 186

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 1.3K citations

    11

    h-index

  2. 8

    h-index

  3. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 7 publications · 442 citations

    7

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 184 citations

    4

    h-index

  5. Knowledge-Based Systems

    3 publications · 185 citations

    3

    h-index

1–5