Quantum Photonic Chip for Binary Classification of Financial Data

H. X. Lin; H. Zhang; L. X. Wan; M. F. Karim; H. Cai; L. C. Kwek; A. Q. Liu

doi:10.1109/IPC53466.2022.9975707

Quantum Photonic Chip for Binary Classification of Financial Data

H. X. Lin, H. Zhang, L. X. Wan, M. F. Karim, H. Cai, L. C. Kwek, A. Q. Liu

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

1 Citation (Scopus)

Abstract

A binary classifier of financial data is demonstrated for different kinds of Figure classify problems. The scheme is based on quantum photonic chip, and we directly trained the parameter of Mach Zehnder Interferometer (MZI) instead of interpreting the combination of MZI as quantum gates.

Original language	English
Title of host publication	2022 IEEE Photonics Conference, IPC 2022 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781665434874
DOIs	https://doi.org/10.1109/IPC53466.2022.9975707
Publication status	Published - Nov 2022
Externally published	Yes
Event	2022 IEEE Photonics Conference, IPC 2022 - Vancouver, Canada Duration: 13 Nov 2022 → 17 Nov 2022

Publication series

Name	2022 IEEE Photonics Conference, IPC 2022 - Proceedings

Conference

Conference	2022 IEEE Photonics Conference, IPC 2022
Country/Territory	Canada
City	Vancouver
Period	13/11/22 → 17/11/22

Keywords

Binary Classifier
Shift Rule

ASJC Scopus subject areas

Control and Optimization
Instrumentation
Atomic and Molecular Physics, and Optics
Artificial Intelligence
Computer Networks and Communications
Electrical and Electronic Engineering
Global and Planetary Change
Management, Monitoring, Policy and Law

More information

10.1109/IPC53466.2022.9975707

Cite this

Lin, H. X., Zhang, H., Wan, L. X., Karim, M. F., Cai, H., Kwek, L. C., & Liu, A. Q. (2022). Quantum Photonic Chip for Binary Classification of Financial Data. In 2022 IEEE Photonics Conference, IPC 2022 - Proceedings (2022 IEEE Photonics Conference, IPC 2022 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IPC53466.2022.9975707

@inproceedings{414fbcc2712b47d2881d54d503cb8a16,

title = "Quantum Photonic Chip for Binary Classification of Financial Data",

abstract = "A binary classifier of financial data is demonstrated for different kinds of Figure classify problems. The scheme is based on quantum photonic chip, and we directly trained the parameter of Mach Zehnder Interferometer (MZI) instead of interpreting the combination of MZI as quantum gates.",

keywords = "Binary Classifier, Shift Rule",

author = "Lin, {H. X.} and H. Zhang and Wan, {L. X.} and Karim, {M. F.} and H. Cai and Kwek, {L. C.} and Liu, {A. Q.}",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 2022 IEEE Photonics Conference, IPC 2022 ; Conference date: 13-11-2022 Through 17-11-2022",

year = "2022",

month = nov,

doi = "10.1109/IPC53466.2022.9975707",

language = "English",

series = "2022 IEEE Photonics Conference, IPC 2022 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2022 IEEE Photonics Conference, IPC 2022 - Proceedings",

}

Lin, HX, Zhang, H, Wan, LX, Karim, MF, Cai, H, Kwek, LC & Liu, AQ 2022, Quantum Photonic Chip for Binary Classification of Financial Data. in 2022 IEEE Photonics Conference, IPC 2022 - Proceedings. 2022 IEEE Photonics Conference, IPC 2022 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2022 IEEE Photonics Conference, IPC 2022, Vancouver, Canada, 13/11/22. https://doi.org/10.1109/IPC53466.2022.9975707

Quantum Photonic Chip for Binary Classification of Financial Data. / Lin, H. X.; Zhang, H.; Wan, L. X. et al.
2022 IEEE Photonics Conference, IPC 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2022. (2022 IEEE Photonics Conference, IPC 2022 - Proceedings).

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

TY - GEN

T1 - Quantum Photonic Chip for Binary Classification of Financial Data

AU - Lin, H. X.

AU - Zhang, H.

AU - Wan, L. X.

AU - Karim, M. F.

AU - Cai, H.

AU - Kwek, L. C.

AU - Liu, A. Q.

PY - 2022/11

Y1 - 2022/11

N2 - A binary classifier of financial data is demonstrated for different kinds of Figure classify problems. The scheme is based on quantum photonic chip, and we directly trained the parameter of Mach Zehnder Interferometer (MZI) instead of interpreting the combination of MZI as quantum gates.

AB - A binary classifier of financial data is demonstrated for different kinds of Figure classify problems. The scheme is based on quantum photonic chip, and we directly trained the parameter of Mach Zehnder Interferometer (MZI) instead of interpreting the combination of MZI as quantum gates.

KW - Binary Classifier

KW - Shift Rule

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AN - SCOPUS:85145557479

T3 - 2022 IEEE Photonics Conference, IPC 2022 - Proceedings

BT - 2022 IEEE Photonics Conference, IPC 2022 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2022 IEEE Photonics Conference, IPC 2022

Y2 - 13 November 2022 through 17 November 2022

ER -

Quantum Photonic Chip for Binary Classification of Financial Data

Abstract

Publication series

Conference

Keywords

ASJC Scopus subject areas

More information

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