Concepedia

Graph Feature Construction

Graph Feature Construction is a feature engineering methodology that specifically involves the systematic derivation of informative and discriminative attributes from graph-structured data by leveraging topological, structural, and semantic properties inherent to graphs, thereby enabling enhanced machine learning model performance on graph-related tasks.

116

Publications

11.2K

Citations

473

Authors

210

Institutions

Publications per year

2017–2026

75

Parents

Publications

116

A Convolutional Neural Network for Modelling Sentences

Nal Kalchbrenner, Edward Grefenstette, Phil Blunsom · 2014 · 3.6K citations · Full text

, , +16

An End-to-End Deep Learning Architecture for Graph Classification

Muhan Zhang, Zhicheng Cui, Marion Neumann et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 1.5K citations · Full text

, , +16

A Convolutional Neural Network for Modelling Sentences

Nal Kalchbrenner, Edward Grefenstette, Phil Blunsom · arXiv (Cornell University) · 2014 · 482 citations · Full text

, , +16

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

Deep-PK: deep learning for small molecule pharmacokinetic and toxicity prediction

Yoochan Myung, Alex G. C. de Sá, David B. Ascher · Nucleic Acids Research · 2024 · 263 citations · Full text

, , +15

1–5 of 116

Authors

473

  1. LD
    Luc De Raedt

    KU Leuven, Belgium

    3 publications · 95 citations

    3

    h-index

  2. BR
    Benedek Rózemberczki

    University of Edinburgh, United Kingdom

    2 publications · 154 citations

    2

    h-index

  3. JZ
    Jun Zhang

    Tencent (China), China

    2 publications · 76 citations

    2

    h-index

  4. EG
    Edward Grefenstette

    University of Oxford, United Kingdom

    2 publications · 4K citations

    2

    h-index

  5. ZF
    Zunlei Feng

    Zhejiang University, China

    2 publications · 90 citations

    2

    h-index

1–5 of 473

Institutions

210

  1. Xidian University

    Xi'an, China

    5 h-index

    17 publications

    678 citations

  2. KU Leuven

    Leuven, Belgium

    4 h-index

    12 publications

    300 citations

  3. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    12 publications

    335 citations

  4. Huazhong University of Science and Technology

    Wuhan, China

    4 h-index

    11 publications

    190 citations

  5. Central South University

    Changsha, China

    4 h-index

    12 publications

    251 citations

  6. Chongqing University

    Chongqing, China

    3 h-index

    11 publications

    550 citations

  7. Purdue University West Lafayette

    West Lafayette, United States

    3 h-index

    5 publications

    657 citations

  8. University of Science and Technology of China

    Hefei, China

    3 h-index

    9 publications

    315 citations

1–8 of 210

Venues

  1. Neurocomputing

    9 publications · 303 citations

    9

    h-index

  2. arXiv (Cornell University)

    Repository · 6 publications · 815 citations

    6

    h-index

  3. Knowledge-Based Systems

    3 publications · 117 citations

    3

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 3 publications · 303 citations

    3

    h-index

  5. Expert Systems with Applications

    3 publications · 54 citations

    3

    h-index

1–5