Concepedia

Machine Learning For Acoustics

Machine Learning for Acoustics is an academic discipline that applies machine learning methodologies to the analysis, interpretation, and modeling of acoustic signals, distinguishing itself by its focus on learning patterns and structures from auditory data to solve tasks such as sound classification, source separation, and acoustic event detection.

666

Publications

29.6K

Citations

2K

Authors

711

Institutions

Publications per year

2017–2026

436

Parents

Publications

666

ESC

Karol J. Piczak · 2015 · 1.3K citations

, , +14

Environmental sound classification with convolutional neural networks

Karol J. Piczak · 2015 · 912 citations

, , +16

Supersonic Jet Noise

Christopher K. W. Tam · Annual Review of Fluid Mechanics · 1995 · 903 citations

, , +17

Machine learning in acoustics: Theory and applications

The Journal of the Acoustical Society of America · 2019 · 534 citations · Full text

, , +12

Wave physics as an analog recurrent neural network

Tyler W. Hughes, Ian A. D. Williamson, Momchil Minkov et al. · Science Advances · 2019 · 365 citations · Full text

, , +14

1–5 of 666

Authors

2K

  1. TV
    Tuomas Virtanen

    21 publications · 1.6K citations

    18

    h-index

  2. TH
    Toni Heittola

    13 publications · 1.1K citations

    12

    h-index

  3. MD
    Mark D. Plumbley

    Queen Mary University of London, United Kingdom

    10 publications · 410 citations

    11

    h-index

  4. AM
    Annamaria Mesaros

    Tampere University, Finland

    11 publications · 982 citations

    11

    h-index

  5. BW
    Björn W. Schuller

    Imperial College London, United Kingdom

    10 publications · 856 citations

    10

    h-index

1–5 of 2K

Institutions

711

  1. University of Surrey

    Guildford, United Kingdom

    12 h-index

    39 publications

    1.7K citations

  2. Imperial College London

    London, United Kingdom

    11 h-index

    13 publications

    882 citations

  3. Tampere University

    Tampere, Finland

    10 h-index

    29 publications

    2.7K citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    22 publications

    1.3K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    20 publications

    650 citations

  6. Marche Polytechnic University

    Ancona, Italy

    7 h-index

    24 publications

    1.1K citations

  7. University of Passau

    Passau, Germany

    6 h-index

    17 publications

    2.7K citations

  8. Tsinghua University

    Beijing, China

    6 h-index

    27 publications

    2.1K citations

1–8 of 711

Venues

  1. arXiv (Cornell University)

    Repository · 27 publications · 956 citations

    18

    h-index

  2. The Journal of the Acoustical Society of America

    JASA · 19 publications · 1.2K citations

    15

    h-index

  3. IEEE/ACM Transactions on Audio Speech and Language Processing

    TASLP · 11 publications · 636 citations

    13

    h-index

  4. IEEE Access

    12 publications · 1.1K citations

    12

    h-index

  5. Sensors

    11 publications · 450 citations

    12

    h-index

1–5