Concepedia

Quantum Regression

Quantum Regression is a quantum machine learning framework that generalizes classical regression models by leveraging quantum algorithms to estimate continuous target variables through the processing of quantum-encoded data in superposition and entanglement.

88

Publications

4.6K

Citations

227

Authors

151

Institutions

Publications per year

2017–2026

46

Parents

Publications

88

Quantum singular value transformation and beyond: exponential improvements for quantum matrix arithmetics

2019 · 498 citations · Full text

, , +17

Alchemical and structural distribution based representation for universal quantum machine learning

The Journal of Chemical Physics · 2018 · 327 citations · Full text

, , +16

Prediction by linear regression on a quantum computer

Maria Schuld, Ilya Sinayskiy, Francesco Petruccione · Physical review. A/Physical review, A · 2016 · 290 citations · Full text

, , +17

Quantum algorithm for linear regression

Guoming Wang · Physical review. A/Physical review, A · 2017 · 150 citations · Full text

, , +12

The failure of the quantum regression hypothesis

Peter Talkner · Annals of Physics · 1986 · 140 citations

, , +6

1–5 of 88

Authors

227

  1. MH
    Min-Hsiu Hsieh

    University of Technology Sydney, Australia

    3 publications · 124 citations

    3

    h-index

  2. KM
    Klaus Mølmer

    Aarhus University, Denmark

    3 publications · 71 citations

    3

    h-index

  3. TL
    Tongliang Liu

    The University of Sydney, Australia

    2 publications · 71 citations

    2

    h-index

  4. MC
    Moritz Cygorek

    University of Bayreuth, Germany

    2 publications · 75 citations

    2

    h-index

  5. MS
    Maria Schuld

    University of KwaZulu-Natal, South Africa

    2 publications · 342 citations

    2

    h-index

1–5 of 227

Institutions

151

  1. Beijing University of Posts and Telecommunications

    Beijing, China

    3 h-index

    6 publications

    327 citations

  2. Aarhus University

    Aarhus, Denmark

    3 h-index

    8 publications

    204 citations

  3. The University of Sydney

    Sydney, Australia

    2 h-index

    6 publications

    213 citations

  4. Xanadu Quantum Technologies (Canada)

    Toronto, Canada

    2 h-index

    2 publications

    78 citations

  5. National University of Singapore

    Singapore, Singapore

    2 h-index

    5 publications

    459 citations

  6. The University of Western Australia

    Perth, Australia

    2 h-index

    6 publications

    350 citations

  7. ITMO University

    St Petersburg, Russia

    2 h-index

    2 publications

    75 citations

  8. Max Planck Institute of Quantum Optics

    Garching, Germany

    2 h-index

    3 publications

    141 citations

1–8 of 151

Venues

  1. Physical review. A/Physical review, A

    PRA · 13 publications · 834 citations

    12

    h-index

  2. Physical Review A

    PRA · 10 publications · 399 citations

    10

    h-index

  3. arXiv (Cornell University)

    Repository · 6 publications · 153 citations

    6

    h-index

  4. Physical Review Letters

    PRL · 5 publications · 286 citations

    5

    h-index

  5. Physical Review B

    PRB · 4 publications · 165 citations

    4

    h-index

1–5