Concepedia

Topological Feature Engineering

Topological Feature Engineering is a methodological framework within graph feature engineering that derives features from the higher-order connectivity patterns and structural hierarchies of a graph, leveraging topological data analysis to capture intrinsic geometric and algebraic invariants beyond local neighborhood structures.

57

Publications

2.9K

Citations

168

Authors

84

Institutions

Publications per year

2017–2026

31

Parents

Publications

57

Design of topological indices. Part 4. Reciprocal distance matrix, related local vertex invariants and topological indices

Ovidiu Ivanciuc, T. S. Balaban, Alexandrù T. Balaban · Journal of Mathematical Chemistry · 1993 · 300 citations

, , +15

Identifying topological order through unsupervised machine learning

Nature Physics · 2019 · 271 citations · Full text

, , +14

An Introduction to Topological Data Analysis: Fundamental and Practical Aspects for Data Scientists

Frédéric Chazal, Bertrand Michel · Frontiers in Artificial Intelligence · 2021 · 175 citations · Full text

, , +17

TopoLayout: Multilevel Graph Layout by Topological Features

Daniel Archambault, Tamara Munzner, David Auber · IEEE Transactions on Visualization and Computer Graphics · 2007 · 149 citations

, , +17

A new approach for devising local graph invariants: Derived topological indices with low degeneracy and good correlation ability

Petru Filip, Teodor Silviu Balaban, Alexandrù T. Balaban · Journal of Mathematical Chemistry · 1987 · 115 citations

, , +12

1–5 of 57

Authors

168

  1. BM
    Bertrand Michel

    Laboratoire de Statistique Théorique et Appliquée, France

    3 publications · 247 citations

    3

    h-index

  2. SO
    Steve Oudot

    Centre Inria de Saclay, France

    2 publications · 72 citations

    2

    h-index

  3. SZ
    Shifeng Zhou

    Zhejiang University, China

    2 publications · 132 citations

    2

    h-index

  4. PT
    Paul Tavan

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 69 citations

    2

    h-index

  5. GH
    Gunther H. Weber

    Lawrence Berkeley National Laboratory, United States

    2 publications · 95 citations

    2

    h-index

1–5 of 168

Institutions

84

  1. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    6 publications

    108 citations

  2. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    9 publications

    426 citations

  3. South China University of Technology

    Guangzhou, China

    2 h-index

    4 publications

    352 citations

  4. Sorbonne Université

    Paris, France

    2 h-index

    2 publications

    28 citations

  5. Laboratoire de Mathématiques Jean Leray

    Nantes, France

    2 h-index

    2 publications

    72 citations

  6. Jazan University

    Gazan, Saudi Arabia

    2 h-index

    1 publications

    11 citations

  7. Michigan State University

    East Lansing, United States

    2 h-index

    5 publications

    119 citations

  8. Lawrence Berkeley National Laboratory

    Berkeley, United States

    2 h-index

    4 publications

    190 citations

1–8 of 84

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 125 citations

    3

    h-index

  2. Journal of Mathematical Chemistry

    3 publications · 438 citations

    3

    h-index

  3. Journal of Physics Conference Series

    2 publications · 120 citations

    2

    h-index

  4. Advances in Engineering Software

    1 publications · 50 citations

    1

    h-index

  5. Electronic Notes in Discrete Mathematics

    1 publications · 15 citations

    1

    h-index

1–5