Abstract:
Machine learning as a service (MLaaS) has brought much convenience to our daily lives recently. However, the fact that the service is provided through cloud raises privac...Show MoreMetadata
Abstract:
Machine learning as a service (MLaaS) has brought much convenience to our daily lives recently. However, the fact that the service is provided through cloud raises privacy leakage issues. In this work we propose the compressive privacy generative adversarial network (CPGAN), a data-driven adversarial learning framework for generating compressing representations that retain utility comparable to state-of-the-art, with the additional feature of defending against reconstruction attack. This is achieved by applying adversarial learning scheme to the design of compression network (privatizer), whose utility/privacy performances are evaluated by the utility classifier and the adversary reconstructor, respectively. Experimental results demonstrate that CPGAN achieves better utility/privacy trade-off in comparison with the previous work, and is applicable to real-world large datasets.
Published in: IEEE Transactions on Information Forensics and Security ( Volume: 15)
Funding Agency:
Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan
Bo-Wei Tseng was born in Hsinchu, Taiwan, in 1994. He received the M.S. degree from the Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan, in 2019. In February 2020, he will join MediaTek Research Lab, Taipei, as a Deep Learning Researcher. His research interest lies in artificial intelligence and privacy preserving machine learning.
Bo-Wei Tseng was born in Hsinchu, Taiwan, in 1994. He received the M.S. degree from the Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan, in 2019. In February 2020, he will join MediaTek Research Lab, Taipei, as a Deep Learning Researcher. His research interest lies in artificial intelligence and privacy preserving machine learning.View more
Department of Electrical Engineering, National Taiwan University, Taipei, Taiwan
Ministry of Science and Technology Joint Research Center for AI Technology and All Vista Healthcare, Taipei, Taiwan
Pei-Yuan Wu was born in Taipei, Taiwan, in 1987. He received the B.S.E. degree in electrical engineering from National Taiwan University in 2009 and the M.A. and Ph.D. degrees in electrical engineering from Princeton University in 2012 and 2015, respectively. He was with Taiwan Semiconductor Manufacturing Company from 2015 to 2017. He has been an Assistant Professor with National Taiwan University, since 2017. His researc...Show More
Pei-Yuan Wu was born in Taipei, Taiwan, in 1987. He received the B.S.E. degree in electrical engineering from National Taiwan University in 2009 and the M.A. and Ph.D. degrees in electrical engineering from Princeton University in 2012 and 2015, respectively. He was with Taiwan Semiconductor Manufacturing Company from 2015 to 2017. He has been an Assistant Professor with National Taiwan University, since 2017. His researc...View more
Contents Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan
Bo-Wei Tseng was born in Hsinchu, Taiwan, in 1994. He received the M.S. degree from the Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan, in 2019. In February 2020, he will join MediaTek Research Lab, Taipei, as a Deep Learning Researcher. His research interest lies in artificial intelligence and privacy preserving machine learning.
Bo-Wei Tseng was born in Hsinchu, Taiwan, in 1994. He received the M.S. degree from the Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan, in 2019. In February 2020, he will join MediaTek Research Lab, Taipei, as a Deep Learning Researcher. His research interest lies in artificial intelligence and privacy preserving machine learning.View more
Department of Electrical Engineering, National Taiwan University, Taipei, Taiwan
Ministry of Science and Technology Joint Research Center for AI Technology and All Vista Healthcare, Taipei, Taiwan
Pei-Yuan Wu was born in Taipei, Taiwan, in 1987. He received the B.S.E. degree in electrical engineering from National Taiwan University in 2009 and the M.A. and Ph.D. degrees in electrical engineering from Princeton University in 2012 and 2015, respectively. He was with Taiwan Semiconductor Manufacturing Company from 2015 to 2017. He has been an Assistant Professor with National Taiwan University, since 2017. His research interests include artificial intelligence, signal processing, estimation and prediction, and cyber-physical system modeling. He was a recipient of the Gordon Y.S. Wu Fellowship in 2010 and Outstanding Teaching Assistant Award at Princeton University in 2012.
Pei-Yuan Wu was born in Taipei, Taiwan, in 1987. He received the B.S.E. degree in electrical engineering from National Taiwan University in 2009 and the M.A. and Ph.D. degrees in electrical engineering from Princeton University in 2012 and 2015, respectively. He was with Taiwan Semiconductor Manufacturing Company from 2015 to 2017. He has been an Assistant Professor with National Taiwan University, since 2017. His research interests include artificial intelligence, signal processing, estimation and prediction, and cyber-physical system modeling. He was a recipient of the Gordon Y.S. Wu Fellowship in 2010 and Outstanding Teaching Assistant Award at Princeton University in 2012.View more
