Concepedia

Dimensionality Reduction For Decoding

Dimensionality Reduction for Decoding is a computational method that transforms high-dimensional neural activity data into a lower-dimensional latent space while preserving task-relevant informational structure to improve the accuracy and efficiency of neural decoding.

31

Publications

1.7K

Citations

129

Authors

84

Institutions

Publications per year

2017–2026

18

Parents

Publications

31

Sparse estimation automatically selects voxels relevant for the decoding of fMRI activity patterns

Okito Yamashita, Masa-aki Sato, Taku Yoshioka et al. · NeuroImage · 2008 · 354 citations

, , +13

Decoding the Large-Scale Structure of Brain Function by Classifying Mental States Across Individuals

Russell A. Poldrack, Yaroslav O. Halchenko, Stephen José Hanson · Psychological Science · 2009 · 247 citations · Full text

, , +17

Non-Linear Dimensionality Reduction

David DeMers, Garrison W. Cottrell · 1992 · 240 citations

, , +14

GCNs-Net: A Graph Convolutional Neural Network Approach for Decoding Time-Resolved EEG Motor Imagery Signals

Yimin Hou, Shuyue Jia, Xiangmin Lun et al. · IEEE Transactions on Neural Networks and Learning Systems · 2022 · 164 citations

, , +17

Decoding by Sampling: A Randomized Lattice Algorithm for Bounded Distance Decoding

Shuiyin Liu, Cong Ling, Damien Stehlé · IEEE Transactions on Information Theory · 2011 · 64 citations · Full text

, , +16

1–5 of 31

Authors

129

  1. JL
    Jinglei Lv

    University of Georgia, United States

    2 publications · 190 citations

    2

    h-index

  2. YS
    Yan Shi

    Northeast Electric Power University, China

    2 publications · 190 citations

    2

    h-index

  3. XL
    Xiangmin Lun

    Northeast Electric Power University, China

    2 publications · 190 citations

    2

    h-index

  4. SJ
    Shuyue Jia

    Northeast Electric Power University, China

    2 publications · 190 citations

    2

    h-index

  5. YH
    Yimin Hou

    Northeast Electric Power University, China

    2 publications · 190 citations

    2

    h-index

1–5 of 129

Institutions

84

  1. University of California San Diego

    San Diego, United States

    2 h-index

    3 publications

    514 citations

  2. Commissariat à l'Énergie Atomique et aux Énergies Alternatives

    Paris, France

    2 h-index

    11 publications

    376 citations

  3. ETH Zurich

    Zurich, Switzerland

    2 h-index

    5 publications

    93 citations

  4. Dalian University of Technology

    Dalian, China

    1 h-index

    1 publications

    40 citations

  5. RF Laboratories (United States)

    Oostburg, United States

    1 h-index

    1 publications

    354 citations

  6. University of Brescia

    Brescia, Italy

    1 h-index

    2 publications

    28 citations

  7. University of Pennsylvania

    Philadelphia, United States

    1 h-index

    6 publications

    288 citations

  8. Vanderbilt University

    Nashville, United States

    1 h-index

    1 publications

    354 citations

1–8 of 84

Venues

  1. NeuroImage

    4 publications · 457 citations

    4

    h-index

  2. Journal of Neural Engineering

    3 publications · 79 citations

    3

    h-index

  3. IEEE Transactions on Information Theory

    1 publications · 64 citations

    1

    h-index

  4. Frontiers in Neuroinformatics

    1 publications · 15 citations

    1

    h-index

  5. Brain Informatics

    1 publications · 11 citations

    1

    h-index

1–5