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Aomduan Jeamaon. A classifiers experimentation with quantum machine learning. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2023.
A classifiers experimentation with quantum machine learning
Name: Chaiyapom Khemapatapan
Organization :
Dhurakij Pundit University. College of Innovative Technology and Engineering
Email :
chaiyapom@dpu.ac.th
Name: Thammanoon Thepsena
Organization :
Dhurakij Pundit University. College of Innovative Technology and Engineering
Email :
647191070006@dpu.ac.th
Name: Aomduan Jeamaon
Organization :
Dhurakij Pundit University. College of Innovative Technology and Engineering
Email :
647191070003@dpu.ac.th
keyword:
Quantum Kernel
ThaSH:
Machine learning
ThaSH:
Quantum theory
Abstract:
Quantum Computing is a new way to create a
different type of computer system from Quantum Mechanics.
Quantum machine learning is one of the applications took the
benefit from qauntum computers. In this experiment, we use the
IBM Qiskit library to study how well a quantum machine
learning classifier works. We made two different colored dots to
represent the two-class dataset. The quantum circuit can be
collected from the Qiskit library. The 1st and 2nd order feature
map schemes operated by oracle quantum oracle functions are
applied before making a classification. Finally, we can call the
quantum support vector machine or QSVM function to classify
data. Kernel matrix from the studied qauntum model shows that
quantum computing can be used to clearly classify classes of the
dataset with 100 percent accuracy.
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2023
Modified:
2024-12-03
Issued:
2024-12-03
บทความ/Article
application/pdf
BibliograpyCitation :
In Electrical Engineering Academic Association (Thailand), Mahasarakham University. Faculty of Engineering and ASEFA. The 2023 International Electrical Engineering Congress (iEECON 2023) (pp.155-158). Mahasarakham : Mahasarakham University
eng
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Chaiyapom Khemapatapan
| Title | Contributor | Type |
|---|---|---|
| A classifiers experimentation with quantum machine learning
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Chaiyapom Khemapatapan;Thammanoon Thepsena;Aomduan Jeamaon | บทความ/Article |
Thammanoon Thepsena
| Title | Contributor | Type |
|---|---|---|
| A classifiers experimentation with quantum machine learning
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Chaiyapom Khemapatapan;Thammanoon Thepsena;Aomduan Jeamaon | บทความ/Article |
Aomduan Jeamaon
| Title | Contributor | Type |
|---|---|---|
| A classifiers experimentation with quantum machine learning
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Chaiyapom Khemapatapan;Thammanoon Thepsena;Aomduan Jeamaon | บทความ/Article |