Data security issues in deep learning: attacks, countermeasures, and opportunities

• Main Authors: XU, Guowen, LI, Hongwei, REN, Hao, YANG, Kan, DENG, Robert H.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Integrity attacks; Learning strategy; Potential threats; Prediction process; Privacy preserving; Information Security
• Online Access: https://ink.library.smu.edu.sg/sis_research/4673; https://ink.library.smu.edu.sg/context/sis_research/article/5676/viewcontent/DataSecurityIssues_DeepLearning_av.pdf
• Institution: Singapore Management University

Benefiting from the advancement of algorithms in massive data and powerful computing resources, deep learning has been explored in a wide variety of fields and produced unparalleled performance results. It plays a vital role in daily applications and is also subtly changing the rules, habits, and be...