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