Data provenance via differential auditing

• Main Authors: MU, Xin, PANG, Ming, ZHU, Feida
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Data models; training data; biological system modeling; computational modeling; predictive models; machine learning; Databases and Information Systems; Data Storage Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/7808; https://ink.library.smu.edu.sg/context/sis_research/article/8811/viewcontent/2209.01538.pdf
• Institution: Singapore Management University

With the rising awareness of data assets, data governance, which is to understand where data comes from, how it is collected, and how it is used, has been assuming evergrowing importance. One critical component of data governance gaining increasing attention is auditing machine learning models to de...