| Paper Abstract and Keywords |
| Presentation |
2019-11-18 13:50
[Poster Presentation]
Experimental quantum kernel machine learning with solid state NMR
Takeru Kusumoto, Kosuke Mitarai, Makoto Negoro, Keisuke Fujii, Masahiro Kitagawa (Osaka Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We employ so-called quantum kernel estimation to exploit complex quantum dynamics of solid-state NMR for machine learning.
We propose to map an input to a feature space by input-dependent Hamiltonian evolution, and the kernel is estimated by the interference of the evolution.
Simple machine learning tasks, namely one-dimensional fitting tasks, are performed using proton spins which exhibit correlation over 10 spins.
The performance of the trained model tends to increase with the longer evolution time, or equivalently, with a larger number of spins involved in the dynamics.
This work can be regarded as one of the baselines for this emerging field. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Quantum algorithm / quantum machine learningm / solid-state NMR / / / / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Conference Information |
| Committee |
QIT |
| Conference Date |
2019-11-18 - 2019-11-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Gakushuin University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Quantum Information |
| Paper Information |
| Registration To |
QIT |
| Conference Code |
2019-11-QIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Experimental quantum kernel machine learning with solid state NMR |
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Quantum algorithm |
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quantum machine learningm |
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solid-state NMR |
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| 1st Author's Name |
Takeru Kusumoto |
| 1st Author's Affiliation |
Osaka University (Osaka Univ.) |
| 2nd Author's Name |
Kosuke Mitarai |
| 2nd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 3rd Author's Name |
Makoto Negoro |
| 3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
| 4th Author's Name |
Keisuke Fujii |
| 4th Author's Affiliation |
Osaka University (Osaka Univ.) |
| 5th Author's Name |
Masahiro Kitagawa |
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Osaka University (Osaka Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2019-11-18 13:50:00 |
| Presentation Time |
120 minutes |
| Registration for |
QIT |
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