Concepedia

Topological Feature Extraction

Topological Feature Extraction is a computational methodology that identifies and quantifies invariant structural properties of data across different scales by leveraging tools from algebraic topology, particularly persistent homology, to reveal qualitative geometric patterns such as connected components, loops, and voids that persist under continuous deformations.

284

Publications

19.4K

Citations

869

Authors

411

Institutions

Publications per year

2017–2026

143

Parents

Publications

284

Topological structural analysis of digitized binary images by border following

Satoshi Suzuki, KeiichiA be · Computer Vision Graphics and Image Processing · 1985 · 2.6K citations

, , +14

A forgotten topological index

Boris Furtula, İvan Gutman · Journal of Mathematical Chemistry · 2015 · 970 citations

, , +11

The Isomap Algorithm and Topological Stability

Mukund Balasubramanian, Eric L. Schwartz · Science · 2002 · 844 citations

, , +10

Topological Methods for the Analysis of High Dimensional Data Sets and 3D Object Recognition

Facundo Mémoli, Gunnar Carlsson · Eurographics · 2007 · 550 citations · Full text

, , +17

Extracting insights from the shape of complex data using topology

Pek Yee Lum, Amy Lehman, T. Ishkanov et al. · Scientific Reports · 2013 · 544 citations · Full text

, , +14

1–5 of 284

Authors

869

  1. VP
    Valerio Pascucci

    Lawrence Livermore National Laboratory, United States

    8 publications · 718 citations

    8

    h-index

  2. AG
    Attila Gyulassy

    University of Utah, United States

    8 publications · 592 citations

    8

    h-index

  3. YH
    Yasuaki Hiraoka

    Tohoku University, Japan

    6 publications · 350 citations

    6

    h-index

  4. BH
    Bernd Hamann

    University of California, Davis, United States

    5 publications · 441 citations

    5

    h-index

  5. VN
    Vijay Natarajan

    Indian Institute of Science Bangalore, India

    5 publications · 441 citations

    5

    h-index

1–5 of 869

Institutions

411

  1. Michigan State University

    East Lansing, United States

    11 h-index

    29 publications

    1.8K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    8 h-index

    17 publications

    805 citations

  3. University of California, Davis

    Davis, United States

    8 h-index

    15 publications

    1.2K citations

  4. University of Oxford

    Oxford, United Kingdom

    6 h-index

    16 publications

    624 citations

  5. University of Pennsylvania

    Philadelphia, United States

    6 h-index

    12 publications

    477 citations

  6. Lawrence Berkeley National Laboratory

    Berkeley, United States

    5 h-index

    14 publications

    970 citations

  7. Lawrence Livermore National Laboratory

    Livermore, United States

    5 h-index

    13 publications

    944 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    17 publications

    1.7K citations

1–8 of 411

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 504 citations

    11

    h-index

  2. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 7 publications · 518 citations

    7

    h-index

  3. Computer Vision Graphics and Image Processing

    4 publications · 3.4K citations

    4

    h-index

  4. Computer Graphics Forum

    4 publications · 172 citations

    4

    h-index

  5. Physical review. B./Physical review. B

    PRB · 4 publications · 200 citations

    4

    h-index

1–5