The Research Trend,Operational Mechanism,and Practical Strategy of Algorithm Auditing in the Era of Artificial Intelligence
In recent years,artificial intelligence algorithms have caused many social problems while promoting the development of the digital economy.Algorithm auditing,as a new auditing paradigm,plays an important role in regulating algorithmic risks,regulating algorithmic applications,and promoting algorithmic governance.At present,China's algorithmic audit regulatory system lacks scientific standard process norms and specific feasible operating mechanisms.China urgently needs a relatively mature algorithmic audit mechanism to guide algorithmic audit practices.This article first analyzes the research trend of algorithm auditing in the era of artificial intelligence.Secondly,based on the four aspects of algorithm subjects,algorithm data,algorithm programs,and algorithm consequences,a framework for the operation of algorithm auditing in the era of artificial intelligence is constructed.Thirdly,practical strategies for conducting algorithm auditing activities are explored from the perspectives of audit norms and systems,audit talent teams,and algorithm auditing principles.The relevant ideas and conclusions aim to promote the effective implementation of algorithmic auditing practices and provide reference and inspiration for theoretical research on algorithmic auditing.
artificial intelligencealgorithm auditingalgorithm governancealgorithm accountabilityethics in algorithmic auditing