Quantum circuit representation of Bayesian networks

作者:

Highlights:

• Systematic quantum circuit design to represent a generic discrete Bayesian network.

• Controlled rotation gates are used to represent conditional probability tables.

• Ancilla qubits are used to represent higher-order controlled rotation gates.

• Illustration using three Bayesian networks from financial industry.

摘要

•Systematic quantum circuit design to represent a generic discrete Bayesian network.•Controlled rotation gates are used to represent conditional probability tables.•Ancilla qubits are used to represent higher-order controlled rotation gates.•Illustration using three Bayesian networks from financial industry.

论文关键词:Bayesian network,Quantum,Circuit,Qiskit,Qubit,Finance

论文评审过程:Received 15 April 2020, Revised 31 July 2020, Accepted 19 February 2021, Available online 16 March 2021, Version of Record 4 April 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.114768