Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | 이진형 | - |
dc.date.accessioned | 2019-07-09T07:49:14Z | - |
dc.date.available | 2019-07-09T07:49:14Z | - |
dc.date.issued | 2019-01 | - |
dc.identifier.citation | PHYSICAL REVIEW A, v. 99, no. 1, No. 012313 | en_US |
dc.identifier.issn | 2469-9926 | - |
dc.identifier.issn | 2469-9934 | - |
dc.identifier.uri | https://journals.aps.org/pra/abstract/10.1103/PhysRevA.99.012313 | - |
dc.identifier.uri | https://repository.hanyang.ac.kr/handle/20.500.11754/107239 | - |
dc.description.abstract | We consider quantum-classical hybrid machine learning in which large-scale input channels remain classical and small-scale working channels process quantum operations conditioned on classical input data. This does not require the conversion of classical (big) data to a quantum superposed state, in contrast to recently developed approaches for quantum machine learning. We performed optical experiments to illustrate a single-bit universal machine, which can be extended to a large-bit circuit for a binary classification task. Our experimental machine exhibits quantum learning speedup of approximately 36%, as compared with the fully classical machine. In addition, it features strong robustness against dephasing noise. | en_US |
dc.description.sponsorship | We thank M. Wiesniak, W. Laskowski, M. Pawlowski, N. Liu, and J. Fitzsimons for helpful discussions. We acknowledge the financial support of the Basic Science Research Program through the National Research Foundation of Korea (NRF) Grants (No. 2014R1A2A1A10050117 and No. 2016R1A2B4014370) funded by the Ministry of Science, ICT & Future Planning. J.B. also acknowledges the financial support of the ICT R&D program of MSIP/IITP (No. 10043464). | en_US |
dc.language.iso | en | en_US |
dc.publisher | AMER PHYSICAL SOC | en_US |
dc.subject | ALGORITHM | en_US |
dc.title | Experimental demonstration of quantum learning speedup with classical input data | en_US |
dc.type | Article | en_US |
dc.identifier.doi | 10.1103/PhysRevA.99.012313 | - |
dc.relation.page | 123131-123139 | - |
dc.relation.journal | PHYSICAL REVIEW A | - |
dc.contributor.googleauthor | Lee, Joong-Sung | - |
dc.contributor.googleauthor | Bang, Jeongho | - |
dc.contributor.googleauthor | Hong, Sunghyuk | - |
dc.contributor.googleauthor | Lee, Changhyoup | - |
dc.contributor.googleauthor | Seol, Kang Hee | - |
dc.contributor.googleauthor | Lee, Jinhyoung | - |
dc.contributor.googleauthor | Lee, Kwang-Geol | - |
dc.relation.code | 2019001023 | - |
dc.sector.campus | S | - |
dc.sector.daehak | COLLEGE OF NATURAL SCIENCES[S] | - |
dc.sector.department | DEPARTMENT OF PHYSICS | - |
dc.identifier.pid | hyoung | - |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.