An introduction to quantum machine learning
Top Cited Papers
- 15 October 2014
- journal article
- Published by Taylor & Francis Ltd in Contemporary Physics
- Vol. 56 (2), 172-185
- https://doi.org/10.1080/00107514.2014.964942
Abstract
Machine learning algorithms learn a desired input-output relation from examples in order to interpret new inputs. This is important for tasks such as image and speech recognition or strategy optimisation, with growing applications in the IT industry. In the last couple of years, researchers investigated if quantum computing can help to improve classical machine learning algorithms. Ideas range from running computationally costly algorithms or their subroutines efficiently on a quantum computer to the translation of stochastic methods into the language of quantum theory. This contribution gives a systematic overview of the emerging field of quantum machine learning. It presents the approaches as well as technical details in an accessable way, and discusses the potential of a future theory of quantum learning.Comment: to appear in Contemporary Physics; 19 pages, 10 figureKeywords
This publication has 44 references indexed in Scilit:
- Quantum learning without quantum memoryScientific Reports, 2012
- Quantum Game TheoryPublished by Wiley ,2011
- Neural networks with quantum architecture and quantum learningInternational Journal of Circuit Theory and Applications, 2011
- Quantum learning: asymptotically optimal classification of qubit statesNew Journal of Physics, 2010
- Quantum Algorithm for Linear Systems of EquationsPhysical Review Letters, 2009
- Quantum pattern recognition with liquid-state nuclear magnetic resonancePhysical Review A, 2009
- A Fast Learning Algorithm for Deep Belief NetsNeural Computation, 2006
- Pattern recognition on a quantum computerPhysical Review A, 2003
- A tutorial on hidden Markov models and selected applications in speech recognitionProceedings of the IEEE, 1989
- The perceptron: A probabilistic model for information storage and organization in the brain.Psychological Review, 1958