Concepedia

Directed Acyclic Graph Learning

Directed Acyclic Graph Learning is a computational method in causal discovery that identifies the structure of a directed acyclic graph from observational data by inferring causal relationships among variables while enforcing acyclicity constraints.

296

Publications

18.3K

Citations

791

Authors

339

Institutions

Publications per year

2017–2026

150

Parents

Publications

296

Large Margin DAG's for Multiclass Classification

John Platt, Nello Cristianini, John Shawe‐Taylor · Explore Bristol Research · 1999 · 1.6K citations

, , +17

An Algorithm for Fast Recovery of Sparse Causal Graphs

Peter Spirtes, Clark Glymour · Social Science Computer Review · 1991 · 946 citations

, , +16

Blockchain Empowered Asynchronous Federated Learning for Secure Data Sharing in Internet of Vehicles

Yunlong Lu, Xiaohong Huang, Ke Zhang et al. · IEEE Transactions on Vehicular Technology · 2020 · 725 citations

, , +17

A comparison of methods for multiclass support vector machines

Chih‐Wei Hsu, Chih‐Jen Lin · IEEE Transactions on Neural Networks · 2002 · 643 citations

, , +15

Neural Network for Graphs: A Contextual Constructive Approach

Alessio Micheli · IEEE Transactions on Neural Networks · 2009 · 635 citations

, , +13

1–5 of 296

Authors

791

  1. CU
    Caroline Uhler

    Massachusetts Institute of Technology, United States

    7 publications · 185 citations

    7

    h-index

  2. PS
    Peter Spirtes

    Carnegie Mellon University, United States

    6 publications · 1.2K citations

    6

    h-index

  3. SZ
    Shengyu Zhu

    Huawei Technologies (China), China

    6 publications · 257 citations

    6

    h-index

  4. TC
    Tat‐Seng Chua

    National University of Singapore, Singapore

    5 publications · 378 citations

    5

    h-index

  5. MG
    Marco Gori

    University of Siena, Italy

    5 publications · 574 citations

    5

    h-index

1–5 of 791

Institutions

339

  1. Carnegie Mellon University

    Pittsburgh, United States

    16 h-index

    32 publications

    4.3K citations

  2. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    20 publications

    809 citations

  3. National University of Singapore

    Singapore, Singapore

    8 h-index

    15 publications

    669 citations

  4. Peking University

    Beijing, China

    6 h-index

    14 publications

    684 citations

  5. University of Siena

    Siena, Italy

    6 h-index

    17 publications

    882 citations

  6. Beijing University of Posts and Telecommunications

    Beijing, China

    6 h-index

    16 publications

    2.8K citations

  7. ETH Zurich

    Zurich, Switzerland

    6 h-index

    11 publications

    1.3K citations

  8. Huawei Technologies (China)

    Shenzhen, China

    5 h-index

    15 publications

    499 citations

1–8 of 339

Venues

  1. arXiv (Cornell University)

    Repository · 52 publications · 1.8K citations

    25

    h-index

  2. Journal of Machine Learning Research

    JMLR · 6 publications · 715 citations

    6

    h-index

  3. Neural Information Processing Systems

    Conference · 5 publications · 215 citations

    5

    h-index

  4. IEEE Transactions on Neural Networks

    5 publications · 1.8K citations

    5

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 353 citations

    4

    h-index

1–5