Concepedia

Quantum Machine Learning Algorithms

Quantum Machine Learning Algorithms is a class of quantum algorithms that integrates principles from quantum computing and machine learning to solve learning tasks by exploiting quantum mechanical phenomena such as superposition, entanglement, and interference, thereby distinguishing itself from classical machine learning algorithms through its reliance on quantum computational models.

1.2K

Publications

79.6K

Citations

3.2K

Authors

1.2K

Institutions

Publications per year

2017–2026

1K

Parents

Publications

1.2K

Barren plateaus in quantum neural network training landscapes

Jarrod R. McClean, Sergio Boixo, Vadim Smelyanskiy et al. · Nature Communications · 2018 · 2.1K citations · Full text

, , +17

Quantum Support Vector Machine for Big Data Classification

Patrick Rebentrost, Masoud Mohseni, Seth Lloyd · Physical Review Letters · 2014 · 2K citations · Full text

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Noisy intermediate-scale quantum algorithms

Kishor Bharti, Alba Cervera-Lierta, Thi Ha Kyaw et al. · Reviews of Modern Physics · 2022 · 1.7K citations · Full text

, , +15

Quantum Machine Learning in Feature Hilbert Spaces

Maria Schuld, Nathan Killoran · Physical Review Letters · 2019 · 1.7K citations · Full text

, , +15

Quantum circuit learning

Kosuke Mitarai, Makoto Negoro, Masahiro Kitagawa et al. · Physical review. A/Physical review, A · 2018 · 1.6K citations · Full text

, , +13

1–5 of 1.2K

Authors

3.2K

  1. IK
    Iordanis Kerenidis

    Université Paris Cité, France

    15 publications · 944 citations

    14

    h-index

  2. MC
    M. Cerezo

    Los Alamos National Laboratory, United States

    12 publications · 745 citations

    12

    h-index

  3. PJ
    Patrick J. Coles

    Los Alamos National Laboratory, United States

    12 publications · 852 citations

    12

    h-index

  4. MS
    Maria Schuld

    University of KwaZulu-Natal, South Africa

    11 publications · 5K citations

    11

    h-index

  5. DT
    Dacheng Tao

    The University of Sydney, Australia

    11 publications · 389 citations

    11

    h-index

1–5 of 3.2K

Institutions

1.2K

  1. University of Waterloo

    Waterloo, Canada

    19 h-index

    50 publications

    6.2K citations

  2. Tsinghua University

    Beijing, China

    18 h-index

    83 publications

    4.6K citations

  3. University of Oxford

    Oxford, United Kingdom

    17 h-index

    63 publications

    4.5K citations

  4. California Institute of Technology

    Pasadena, United States

    17 h-index

    30 publications

    3.3K citations

  5. University of Science and Technology of China

    Hefei, China

    17 h-index

    66 publications

    9K citations

  6. Los Alamos National Laboratory

    Los Alamos, United States

    17 h-index

    87 publications

    6.8K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    16 h-index

    41 publications

    1.4K citations

  8. University of Technology Sydney

    Sydney, Australia

    16 h-index

    31 publications

    1.1K citations

1–8 of 1.2K

Venues

  1. Physical review. A/Physical review, A

    PRA · 76 publications · 7K citations

    36

    h-index

  2. arXiv (Cornell University)

    Repository · 115 publications · 4.3K citations

    30

    h-index

  3. Quantum Machine Intelligence

    33 publications · 1.7K citations

    24

    h-index

  4. Physical Review Letters

    PRL · 27 publications · 6K citations

    24

    h-index

  5. Scientific Reports

    30 publications · 1.8K citations

    23

    h-index

1–5