Concepedia

Neural Network-based Clustering

Neural Network-Based Clustering is a clustering methodology within single-cell data analysis that employs neural network architectures to learn low-dimensional representations and identify cell subpopulations by leveraging nonlinear feature transformations and unsupervised learning objectives.

347

Publications

17.5K

Citations

1.1K

Authors

491

Institutions

Publications per year

2017–2026

126

Parents

Publications

347

A hierarchical unsupervised growing neural network for clustering gene expression patterns

Javier Herrero, Alfonso Valencia, Joaquı́n Dopazo · Bioinformatics · 2001 · 628 citations · Full text

, , +11

A Survey of Clustering With Deep Learning: From the Perspective of Network Architecture

Erxue Min, Xifeng Guo, Qiang Liu et al. · IEEE Access · 2018 · 543 citations · Full text

, , +13

Clustering single-cell RNA-seq data with a model-based deep learning approach

Tian Tian, Ji Wan, Qi Song et al. · Nature Machine Intelligence · 2019 · 442 citations

, , +14

Conditional fuzzy clustering in the design of radial basis function neural networks

Witold Pedrycz · IEEE Transactions on Neural Networks · 1998 · 374 citations

, , +10

A comparison of SOM neural network and hierarchical clustering methods

Paul Mangiameli, Shaw K. Chen, David West · European Journal of Operational Research · 1996 · 357 citations · Full text

, , +9

1–5 of 347

Authors

1.1K

  1. WP
    Witold Pedrycz

    University of Alberta, Canada

    7 publications · 781 citations

    7

    h-index

  2. YB
    Yevgeniy Bodyanskiy

    Kharkiv National University of Radio Electronics, Ukraine

    7 publications · 154 citations

    7

    h-index

  3. NC
    Nallan C. Suresh

    University at Buffalo, State University of New York, United States

    5 publications · 285 citations

    5

    h-index

  4. SK
    Shashidhar Kaparthi

    University at Buffalo, State University of New York, United States

    5 publications · 285 citations

    5

    h-index

  5. OK
    Oleksii K. Tyshchenko

    Kharkiv National University of Radio Electronics, Ukraine

    4 publications · 100 citations

    4

    h-index

1–5 of 1.1K

Institutions

491

  1. Nanyang Technological University

    Singapore, Singapore

    11 h-index

    27 publications

    884 citations

  2. University of Alberta

    Edmonton, Canada

    7 h-index

    9 publications

    620 citations

  3. Kharkiv National University of Radio Electronics

    Kharkiv, Ukraine

    7 h-index

    17 publications

    372 citations

  4. Beijing Academy of Artificial Intelligence

    Beijing, China

    6 h-index

    15 publications

    633 citations

  5. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    16 publications

    2.3K citations

  6. National Yang Ming Chiao Tung University

    Hsinchu, Taiwan

    5 h-index

    17 publications

    378 citations

  7. Beijing University of Technology

    Beijing, China

    4 h-index

    12 publications

    216 citations

  8. Systems Research Institute

    Warsaw, Poland

    4 h-index

    4 publications

    136 citations

1–8 of 491

Venues

  1. IEEE Transactions on Neural Networks

    15 publications · 1.2K citations

    15

    h-index

  2. Neural Networks

    10 publications · 1.1K citations

    10

    h-index

  3. Neurocomputing

    9 publications · 371 citations

    9

    h-index

  4. Applied Soft Computing

    8 publications · 441 citations

    8

    h-index

  5. 8

    h-index

1–5