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- W3045401470 abstract "Hyperparameters play an important role in machine learning algorithms, such as linear regression and support vector machines. In this paper, we present a quantum hyperparameters estimation (QHE) algorithm and design the corresponding quantum circuit to accomplish HE effectively. Then we analyze the complexity, probability, and fidelity of the whole algorithm. Finally, we deploy a numerical simulation of a small-scale QHE circuit on the ibmqx4 quantum processor. Importantly, our algorithm and circuit may inspire new investigations in the field of secure quantum machine learning." @default.
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- W3045401470 date "2020-08-17" @default.
- W3045401470 modified "2023-09-24" @default.
- W3045401470 title "Quantum algorithm for hyperparameters estimation" @default.
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- W3045401470 doi "https://doi.org/10.1088/2058-9565/aba8ae" @default.
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