Concepedia

Sammon Mapping

Sammon Mapping is a nonlinear dimensionality reduction technique that preserves the structure of interpoint distances in high-dimensional data by minimizing a stress function based on pairwise dissimilarities between points in the original and lower-dimensional spaces.

60

Publications

38.3K

Citations

185

Authors

95

Institutions

Publications per year

2017–2026

8

Variants

Sammon's Mapping

Parents

Publications

60

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

, , +13

A Gaussian Process Surrogate Model Assisted Evolutionary Algorithm for Medium Scale Expensive Optimization Problems

Bo Liu, Qingfu Zhang, Georges Gielen · IEEE Transactions on Evolutionary Computation · 2013 · 570 citations

, , +16

ViSOM - a novel method for multivariate data projection and structure visualization

Hujun Yin · IEEE Transactions on Neural Networks · 2002 · 206 citations

, , +12

Generative Topographic Mapping (GTM): Universal Tool for Data Visualization, Structure‐Activity Modeling and Dataset Comparison

Natalia Kireeva, Igor I. Baskin, Héléna A. Gaspar et al. · Molecular Informatics · 2012 · 135 citations

, , +17

Sammon's mapping using neural networks: A comparison

Dick de Ridder, Robert P. W. Duin · Pattern Recognition Letters · 1997 · 94 citations

, , +7

1–5 of 60

Authors

185

  1. MA
    Mayer Aladjem

    Ben-Gurion University of the Negev, Israel

    2 publications · 71 citations

    2

    h-index

  2. KV
    Konstantin V. Balakin

    Kazan Federal University, Russia

    2 publications · 132 citations

    2

    h-index

  3. NS
    Nikolay Savchuk

    Office of Diversity and Inclusion, United States

    2 publications · 132 citations

    2

    h-index

  4. YA
    Yan A. Ivanenkov

    Moscow Institute of Physics and Technology, Russia

    2 publications · 132 citations

    2

    h-index

  5. HG
    Hugo Guterman

    Ben-Gurion University of the Negev, Israel

    2 publications · 71 citations

    2

    h-index

1–5 of 185

Institutions

95

  1. Delft University of Technology

    Delft, The Netherlands

    3 h-index

    4 publications

    227 citations

  2. Ben-Gurion University of the Negev

    Beersheba, Israel

    2 h-index

    8 publications

    319 citations

  3. Stanford University

    Stanford, United States

    2 h-index

    2 publications

    58 citations

  4. Veszprémi Érseki Hittudományi Fõiskola

    Veszprém, Hungary

    2 h-index

    4 publications

    83 citations

  5. AGH University of Krakow

    Krakow, Poland

    2 h-index

    3 publications

    49 citations

  6. University of Auckland

    Auckland, New Zealand

    1 h-index

    2 publications

    78 citations

  7. City University of Hong Kong

    Hong Kong, Hong Kong

    1 h-index

    1 publications

    570 citations

  8. Kwangwoon University

    Seoul, South Korea

    1 h-index

    2 publications

    28 citations

1–8 of 95

Venues

  1. IEEE Transactions on Neural Networks

    3 publications · 301 citations

    3

    h-index

  2. 2

    h-index

  3. Pattern Recognition

    2 publications · 80 citations

    2

    h-index

  4. Journal of Computational Chemistry

    2 publications · 26 citations

    2

    h-index

  5. IEEE Transactions on Computers

    2 publications · 37 citations

    2

    h-index

1–5