Concepedia

Sparse Signal Representation

Sparse Signal Representation is a signal modeling framework in which a signal is expressed as a linear combination of a few selected basis elements from an overcomplete dictionary, thereby emphasizing parsimony in the representation through minimal non-zero coefficients.

5.3K

Publications

444.4K

Citations

10.6K

Authors

2.2K

Institutions

Publications per year

2017–2026

1.6K

Parents

Publications

5.3K

$rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation

Michal Aharon, Michael Elad, Alfred M. Bruckstein⋆ · IEEE Transactions on Signal Processing · 2006 · 9.5K citations

, , +16

Robust Face Recognition via Sparse Representation

John Wright, A. Yang, Arvind Ganesh et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 9.5K citations · Full text

, , +16

Matching pursuits with time-frequency dictionaries

Stéphane Mallat, Zhifeng Zhang · IEEE Transactions on Signal Processing · 1993 · 9.1K citations

, , +17

Sparse MRI: The application of compressed sensing for rapid MR imaging

Michael Lustig, David L. Donoho, John M. Pauly · Magnetic Resonance in Medicine · 2007 · 7K citations · Full text

, , +17

Atomic Decomposition by Basis Pursuit

Scott Shaobing Chen, David L. Donoho, Michael A. Saunders · SIAM Journal on Scientific Computing · 1998 · 7K citations

, , +16

1–5 of 5.3K

Authors

10.6K

  1. ME
    Michael Elad

    Technion – Israel Institute of Technology, Israel

    70 publications · 28.3K citations

    43

    h-index

  2. RG
    Richard G. Baraniuk

    Rice University, United States

    47 publications · 11.1K citations

    32

    h-index

  3. RG
    Rémi Gribonval

    Institut national de recherche en sciences et technologies du numérique, France

    46 publications · 4.2K citations

    30

    h-index

  4. YC
    Yonina C. Eldar

    Technion – Israel Institute of Technology, Israel

    49 publications · 8.8K citations

    29

    h-index

  5. MB
    Michael B. Wakin

    Colorado School of Mines, United States

    31 publications · 4.4K citations

    25

    h-index

1–5 of 10.6K

Institutions

2.2K

  1. Technion – Israel Institute of Technology

    Haifa, Israel

    54 h-index

    228 publications

    64.1K citations

  2. Stanford University

    Stanford, United States

    48 h-index

    147 publications

    84.3K citations

  3. Chinese Academy of Sciences

    Beijing, China

    44 h-index

    226 publications

    14.9K citations

  4. Tsinghua University

    Beijing, China

    44 h-index

    292 publications

    14.3K citations

  5. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    43 h-index

    195 publications

    12.7K citations

  6. Xidian University

    Xi'an, China

    42 h-index

    409 publications

    21.7K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    41 h-index

    196 publications

    20.3K citations

  8. Rice University

    Houston, United States

    40 h-index

    149 publications

    27.5K citations

1–8 of 2.2K

Venues

  1. IEEE Transactions on Signal Processing

    336 publications · 64.8K citations

    100

    h-index

  2. IEEE Transactions on Information Theory

    134 publications · 34.7K citations

    68

    h-index

  3. IEEE Transactions on Geoscience and Remote Sensing

    104 publications · 9.6K citations

    54

    h-index

  4. IEEE Signal Processing Letters

    141 publications · 10.1K citations

    50

    h-index

  5. IEEE Transactions on Image Processing

    116 publications · 16K citations

    49

    h-index

1–5