游家牧
姓名 游家牧
职称 副教授
学历 国立台湾大学电机工程(计算机组)博士
专长 人工智能与机器学习, 资讯安全, 资料隐私与资料去识别化
联络电话 03-5712121 Ext. 57048
电子邮件 chiamuyu@nycu.edu.tw
个人网站 http://chiamuyu.weebly.com/
学校名称 系所 学位 期间
台湾大学 电机工程研究所 (计算机科学组) 博士 2006.09 ~ 2013.06
台湾大学 资讯工程研究所 硕士 2002.09 ~ 2004.06
高雄第一科技大学 电脑与通讯工程系 学士 1998.09 ~ 2002.06
服务机关名称 单位 职务 期间
National Yang Ming Chiao Tung University Department of Information Management and Finance Associate Professor 2021.08 ~ 迄今
National Chiao Tung University Department of Information Management and Finance Assistant Professor 2020.02 ~ 2021.07
Institute of Physical and Chemical Research (RIKEN) Center for Advanced Intelligence Project (AIP) Visiting scholar 2018.07 ~ 2018.09
Center for Secure Energy Informatics Visiting Scholar 2018.01 ~ 2018.02
University of Padua Department of Math Visiting Scholar 2017.07 ~ 2018.09
National Chung Hsing University Department of Computer Science and Engineering Assistant Professor 2016.08 ~ 2020.01
University of Illinois at Chicago Department of Computer Science Visiting Scholar 2016.07 ~ 2016.09
Waseda University Visiting Scholar 2015.01 ~ 2015.01
Yuan Ze University Department of Computer Science and Engineering Assistant Professor 2013.08 ~ 2016.07
IBM Thomas J. Watson Research Center Data-Intensive Systems and Analytics Postdoctoral Research Fellow 2012.09 ~ 2013.07
Imeprial College London Technology and Medicine Visiting Scholar 2012.01 ~ 2012.09
Harvard University Engineering and Applied Sciences Visiting Scholar 2010.09 ~ 2011.09
年度 论文名称
2022 Tooska Dargahi, Hossein Ahmadvand, Mansour Naser Alraja, Chia-Mu Yu, Integration of Blockchain with Connected and Autonomous Vehicles: Vision and Challenges, ACM Journal of Data and Information Quality
2022 Yao-Tung Tsou, Mansour Naser Alraja, Li-Sheng Chen, Yu-Hsiang Chang, Yung-Li Hu, Yennun Huang, Chia-Mu Yu, Pei-Yuan Tsai, (k, ε, σ)-Anonymization: Privacy-Preserving Data Release Based on k-Anonymity and Differential Privacy, Service Oriented Computing and Applications
2022 Chia-Mu Yu, Kang-Cheng Chen, Ching-Tang Chang, Yen-Wu Ti, SegNet: Deepfake Facial Video Detection Network, Multimedia Systems
2022 Yen-Ting Chen, Chia-Yi Hsu, Chia-Mu Yu, Charith Perera, Mahmoud Barhamgi, On the Private Data Synthesis Through Deep Generative Models for Data Scarcity of Industrial Internet of Things, IEEE Transactions on Industrial Informatics
2022 Chih-Hsun Lin, Chia-Mu Yu, Chun-Ying Huang, DPView: Differentially Private Data Synthesis through Domain Size Information, IEEE Internet of Things Journal
2021 Kang-Cheng Chen, Chia-Mu Yu, Tooska Dargahi. , Evaluating the Risk of Disclosure and Utility in a Synthetic Dataset, Computers, Materials & Continua, Accepted
2021 Tooska Dargahi, Hossein Ahmadvand, Mansour Naser Alraja, Chia-Mu Yu., Integration of Blockchain with Connected and Autonomous Vehicles: Vision and Challenges, ACM Journal of Data and Information Quality, Accepted
2021 Xuebin Ren, Chia-Mu Yu, Wei Yu, Xinyu Yang, Jun Zhao, and Shusen Yang., DPCrowd: Privacy-preserving and Communication-efficient Decentralized Statistical Estimation for Real-time Crowd-sourced Data, IEEE Internet of Things Journal, Accepted
2020 Yung-Hao Tung, Hung-Chuan Wei, Yen-Wu Ti, Yao-Tung Tsou, Neetesh Saxena, and Chia-Mu Yu. , Counteracting UDP Flooding Attacks in SDN, MDPI Electronics, 2020
2020 Mahmoud Barhamgi, Charith Perera, Chia-Mu Yu, Djamal Benslimane, David Camacho and Christine Bonnet. , Privacy in Data Service Composition, IEEE Transactions on Service Computing
2020 Yen-Wu Ti, Chia-Feng Wu, Chia-Mu Yu, and Sy-Yen Kuo. , Benchmarking Dynamic Searchable Symmetric Encryption Scheme for Cloud-Internet of Things Applications, IEEE Access
2018 Po-Yen Lee, Chia-Mu Yu, Tooska Dargahi, Mauro Conti, and Giuseppe Bianchi. , MDSClone: Multidimensional Scaling Aided Clone Detection in Internet of Things., IEEE Transactions on Information Forensics and Security
2018 Chia-Mu Yu, Sarada Prasad Gochhayat, Mauro Conti, Chun-Shien Lu., Privacy Aware Data Deduplication for Side Channel in Cloud Storage, IEEE Transactions on Cloud Computing
2018 Xuebin Ren, Chia-Mu Yu. Weiren Yu, Shusen Yang, Xinyu Yang, Julie McCann, and Philip S. Yu., LoPub: High-Dimensional Crowdsourced Data Publication with Local Differential Privacy, IEEE Transactions on Information Forensics and Security
2017 Chia-Mu Yu, Chi-Yuan Chen, and Han-Chieh Chao., Privacy-Preserving Multi-Keyword Similarity Search over Outsourced Cloud Data, IEEE Systems Journal
2017 Chi-Yuan Chen, Hsin-Min Wu, Lei Wang, Chia-Mu Yu., Practical Integrity Preservation for Data Streaming in Cloud-Assisted Healthcare Sensor Systems, Computer Networks
2016 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo. , Compressed Sensing-Based Clone Identification in Sensor Networks. , IEEE Transactions on Wireless Communications
2015 Chia-Mu Yu, Chi-Yuan Chen, and Han-Chieh Chao. , Proof of Ownership in Deduplicated Cloud Storage with Mobile Device Efficiency, IEEE Network
2015 Chia-Mu Yu, Chi-Yuan Chen, and Han-Chieh Chao. , Verifiable, Privacy-Assured, and Accurate Signal Collection for Cloud-Assisted Wireless Sensor Networks. , IEEE Communications Magazine
2014 Chia-Mu Yu, Chi-Yuan Chen, Sy-Yen Kuo, Han-Chieh Chao. , Privacy-Preserving Power Request in Smart Grid Networks, IEEE Systems Journal
2014 Chia-Mu Yu, Guo-Kai Ni, Ing-Yi Chen, Erol Gelenbe, and Sy-Yen Kuo. , Top-k Query Result Completeness Verification in Tiered Sensor Networks.,  IEEE Transactions on Information Forensics and Security
2013 Chia-Mu Yu, Yao-Tung Tsou, Chun-Shien Lu, and Sy-Yen Kuo., Localized Algorithms for Detection of Node Replication Attacks in Mobile Sensor Networks. , IEEE Transactions on Information Forensics and Security
2012 Chia-Mu Yu, Sung-Hsien Hsieh, Han-Wen Liang, Chun-Shien Lu, Wei-Ho Chung, Sy-Yen Kuo, and Soo-Chang Pei., Compressed Sensing Detector Design for Space Shift Keying in MIMO Systems, IEEE Communications Letters
2011 Chia-Mu Yu, Yao-Tung Tsou, Chun-Shien Lu, and Sy-Yen Kuo. , Constrained Function Based Message Authentication for Sensor Networks., IEEE Transactions on Information Forensics and Security
2011 Chia-Mu Yu, Yao-Tung Tsou, Chun-Shien Lu, and Sy-Yen Kuo. , Practical and Secure Multi- dimensional Query Framework in Tiered Sensor Networks., IEEE Transactions on Information Forensics and Security
2010 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo. , Non-Interactive Pairwise Key Establishment for Sensor Networks., IEEE Transactions on Information Forensics and Security
年度 论文名称
2022 Chia-Hung Yuan, Pin-Yu Chen, Chia-Mu Yu, Meta Adversarial Perturbations, AAAI Workshop on Adversarial Machine Learning and Beyond
2022 Chia-Yi Hsu, Pin-Yu Chen, Songtao Lu, Sijia Liu, Chia-Mu Yu, Adversarial Examples can be Effective Data Augmentation for Unsupervised Machine Learning, AAAI Conference on Artificial Intelligence (AAAI)
2022 Xiao Jin, Chia-Yi Hsu, Pin-Yu Chen, Chia-Mu Yu, Tianyi Chen, Catastrophic Data Leakage in Vertical Federated Learning, Conference on Neural Information Processing Systems (NeurIPS)
2022 Jia-Wei Chen, Chia-Mu Yu, Ching-Chia Kao, Tsai-Wei Pang, Chun-Shien Lu, DPGEN: Differentially Private Generative Energy-Guided Network for Natural Image Synthesis, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Selected for Oral Presentation)
2022 Yu-Lin Tsai, Chia-Yi Hsu, Chia-Mu Yu, Pin-Yu Chen, Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight Perturbations, Conference on Neural Information Processing Systems (NeurIPS)
2022 Chang-Shen Lin, Chia-Yi Hsu. Pin-Yu Chen, Chia-Mu Yu, Real-World Adversarial Example via Makeup, IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
2021 Chia-Yi Hsu , Pin-Yu Chen, and Chia-Mu Yu., Adversarial Data Augmentation Improves Unsupervised Machine Learning, S2D-OLAD (From shallow to deep, overcoming limited and adverse data) Workshop (in conjunction with ICLR), 2021.
2021 Yu-Lin Tsai, Chia-Yi Hsu, Chia-Mu Yu, Pin-Yu Chen., Non-Singular Adversarial Robustness of Neural Networks. , IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP)
2021 Jia-Wei Chen, Li-Ju Chen, Chia-Mu Yu, Chun-Shien Lu., Perceptual Indistinguishability-Net (PI-Net): Facial Image Obfuscation with Manipulable Semantics, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2021.
2020 Yu-Hsi Chiang, Hsu-Chun Hsiao, Chia-Mu Yu, and Tiffany Hyun-Jin Kim., On the Privacy Risks of Compromised Trigger-Action Platforms., European Symposium on Research in Computer Security (ESORICS), Guildford, United Kingdom
2020 Chia-Yi Hsu, Pin-Yu Chen, and Chia-Mu Yu. , Towards Information Theoretic Adversarial Examples, Workshop on Secure and Resilient Autonomy (SARA), Austin, Texas, U.S.A., 2020.
2019 Chia-Yi Hsu (指导学生), Pin-Yu Chen, and Chia-Mu Yu., Characterizing Adversarial Subspaces by Mutual Information, ACM Conference on Computer and Communications Security (ASIACCS), Auckland, New Zealand
2019 Xuebin Ren, Shuyang Wang, Xianhua Yao, Chia-Mu Yu, Wei Yu, Xinyu Yang., Differentially Private Event Sequences over Infinite Streams with Relaxed Privacy Guarantee, International Conference on Wireless Algorithms, Systems, and Applications (WASA), Hawaii, U.S.A
2018 Pei-Shuan Lu (指导学生), Pin-Yu Chen, and Chia-Mu Yu., On the Limitation of Local Intrinsic Dimensionality for Characterizing the Subspaces of Adversarial Examples, International Conference on Learning Representations (ICLR), Vancouver, Canada,
2018 Chia-Yi Hsu , Pei-Shuan Lu, Pin-Yu Chen, and Chia-Mu Yu., On The Utility of Conditional Generation Based Mutual Information for Characterizing Adversarial Subspaces, IEEE Global Conference on Signal and Information Processing (GlobalSIP), Anaheim, California, USA
2018 Nesrine Berjab, Hieu Hanh Le, Chia-Mu Yu, Sy-Yen Kuo and Haruo Yokota., Abnormal-node Detection Based on Spatio-temporal and Multivariate-attribute Correlation in Wireless Sensor Networks. , IEEE International Conference on Dependable, Autonomic and Secure Computing (DASC)
2018 Kang-Cheng Chen, Pin-Yu Chen, and Chia-Mu Yu. , REMIX: Mitigating Adversarial Perturbation by Reforming, Masking and Inpainting. , IEEE Symposium on Security and Privacy (S&P), , San Francisco, CA, USA
2018 Pei-Shuan Lu, Pin-Yu Chen, Kang-Cheng Chen, and Chia-Mu Yu. , On the Limitation of MagNet Defense against L1-based Adversarial Examples, Workshop on Dependable and Secure Machine Learning (DSML), Luxembourg City, Luxembourg, 2018
2017 Kang-Chen Chen (指导学生), Chia-Mu Yu, Bo-Chen Tai, Szu-Chuang Li, Yao-Tung Tsou, Yennun Huang, and Chia-Ming Lin., Data-Driven Approach for Evaluating Risk of Disclosure and Utility in Differentially Private Data Release. , IEEE International Conference on. Advanced Information Networking and Applications (AINA), Taipei, Taiwan
2017 Mahmoud Barhamgi, Mu Yang, Chia-Mu Yu, Yijun Yu, Arosha K. Bandara, Djamal Benslimane, and Bashar Nuseibeh., Enabling End-Users to Protect their Privacy, ACM Conference on Computer and Communications Security (ASIACCS), Abu Dhabi, UAE
2017 Pei-Shuan Lu (指导学生) and Chia-Mu Yu., A Unified Framework of Differentially Private Synthetic Data Release with Generative Adversarial Network. , ACM Conference on Computer and Communication Security (CCS), Dallas, TX, USA
2016 46.    Hung-Chuan Wei (指导学生), Yung-Hao Tung (指导学生), Chia-Mu Yu., Counteracting UDP Flooding Attacks in SDN. , IEEE International Workshop on Software-Defined Networking and Internet-of-Things (SDN-IoT), Seoul, Korea
2016 Chia-Mu Yu., XDedup: Efficient Provably-Secure Cross-User Chunk-Level Client-Side Deduplicated Cloud Storage of Encrypted Data. , ACM Conference on Computer and Communication Security (CCS), Vienna, Austria
2016 Hsien-De Huang and Chia-Mu Yu., Adaptive Data-Driven and Region-Aware Detection for Deceptive Advertising., IEEE Symposium on Security and Privacy (S&P), San Jose, California, USA
2015 Chia-Mu Yu., Lightweight Streaming Authenticated Data Structures, ACM Conference on Computer and Communication Security (CCS), Denver, USA, 2015. (poster)
2015 Chia-Mu Yu, Shin-Ying Huang, and Yennun Huang., New Techniques for Streaming Authenticated Data Structures., Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), Rio de Janeiro, Brazil
2014 49.    Chia-Mu Yu., HTTP Botnet Resilient to Takedown., IEEE Symposium on Security and Privacy (S&P), San Jose, California, USA
2014 Chia-Mu Yu. , Detecting Clones in IoT Environment without Using Location Information. , IEEE Conference on Sensing, Communications, and Networking (SECON), Singapore
2009 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo., A DoS Resilient En-route Filtering Scheme in Sensor Networks, ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc) , New Orlean, Louisiana, USA
2009 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo., A Constrained Function Based Message Authentication Scheme for Sensor Networks. , IEEE Wireless Communications and Networking Conference (WCNC), Budapest, Hungary
2009 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo. , A Simple Non-Interactive Pairwise Key Establishment Scheme in Sensor Networks, IEEE Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON), Rome, Italy
2008 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo., Mobile Sensor Network Resilient Against Node Replication Attack. , IEEE Communications Society Conference on Sensor, Mesh and Ad Hoc Communications and Networks (SECON), San Francisco, California, USA
2008 Chia-Mu Yu, Tin-Yun Chi, Chun-Shien Lu, and Sy-Yen Kuo., A Constrained Random Perturbation Vector-Based Pairwise Key Establishment Scheme for Wireless Sensor Networks. , ACM International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc), Hong Kong, China
年度 参与人 计画类别 计画名称 职称/担任之工作 补助/委讬或合作机构
2022 研究计画 迈向实用化差分隐私资料释出(3/5) 计画主持人 科技部
2021 研究计画 迈向实用化差分隐私资料释出(2/5) 计画主持人 科技部
2020 研究计画 具利用adversarial example欺骗真实人脸辨识系统 计画主持人 财团法人工业技术研究院
2020 研究计画 迈向实用化差分隐私资料释出(1/5) 计画主持人 科技部
2020 研究计画 针对序列资料之资料去识别化处理 计画主持人 财团法人工业技术研究院
2020 研究计画 利用adversarial example欺骗真实人脸辨识技术报告 计画主持人 财团法人工业技术研究院
2020 研究计画 对差分隐私资料集做可重新识别风险的评估(2/2) 计画主持人 科技部
2020 研究计画 具资料去重复化的云端储存上的旁通道(2/2) 计画主持人
2019 研究计画 对差分隐私资料集做可重新识别风险的评估(1/2) 计画主持人
2019 研究计画 具资料去重复化的云端储存上的旁通道(1/2) 计画主持人
2018 研究计画 关键资讯基础设施的资安与隐私防护机制的设计与实作--关键资讯基础设施的资安与隐私防护机制的设计与实作(2/3) 共同主持人 科技部
2018 研究计画 具本地端差分隐私与高资料可用性的资料收集机制框架 计画主持人 科技部
2017 研究计画 可验证且具隐私保护的关键字搜寻系统 计画主持人 科技部
2017 研究计画 前瞻通讯网络技术开发与应用 前瞻串流媒体处理与分析之核心技术发展及其在智慧交通与健康医疗之创新应用(3/3) 共同主持人 科技部
2017 研究计画 关键资讯基础设施的资安与隐私防护机制的设计与实作--关键资讯基础设施的资安与隐私防护机制的设计与实作(1/3) 共同主持人 科技部
2016 研究计画 针对异质物联网所设计的具可靠性与破坏容忍性的资料隐私与完整度保护机制 共同主持人 科技部
2016 研究计画 可验证的串流资料结构 共同主持人 科技部
2016 研究计画 前瞻通讯网络技术开发与应用 前瞻串流媒体处理与分析之核心技术发展及其在智慧交通与健康医疗之创新应用(2/3) 共同主持人 科技部
2015 研究计画 安全有效率且能保护隐私的云端储存客户端资料去重复技术 计画主持人 科技部
2015 研究计画 前瞻通讯网络技术开发与应用 前瞻串流媒体处理与分析之核心技术发展及其在智慧交通与健康医疗之创新应用(1/3) 计画主持人 科技部
2013 研究计画 无线传感网络上范围查询与Top-k查询的资料完整性研究 计画主持人 科技部
2012 研究计画 外包运算上的隐私与安全议题 (核定/其它) 计画主持人 科技部
2009 研究计画 定位无线传感网络中坏点与恶意点之前瞻性研究 计画主持人 科技部
年度 类别 奖项名称 颁奖单位
2022 校外荣誉 111年度科技部年轻学者养成计画 (哥伦布计画) 科技部
2022 校外荣誉 111年度国立交通大学梁华哲青年讲座教授 国立阳明交通大学
2021 校外荣誉 110年度科技部年轻学者养成计画 (哥伦布计画) 科技部
2021 校内荣誉 110年度国立交通大学梁华哲青年讲座教授 国立交通大学
2021 校外荣誉 IEEE Senior Member IEEE
2020 校外荣誉 109年度科技部年轻学者养成计画 (哥伦布计画) 科技部
2020 校内荣誉 109年度国立交通大学梁华哲青年讲座教授 国立交通大学
2018 校外荣誉 国立中兴大学优聘教师 国立中兴大学
2017 校外荣誉 李国鼎青年研究奖 财团法人李国鼎基金会
2016 校外荣誉 潘文渊考察研究奖 潘文渊文教基金会
2013 校外荣誉 资讯学会博士论文奖 资讯学会
2013 校外荣誉 国立台大电机系博士最佳论文奖 台大电机系
发表日期 专利名称 专利编号 专利国别 着作人
2012/06/05 Node Disposition Apparatus, Node Disposition Method and Computer Readable Medium Thereof US 8,194,688 B2 US 8,194,688 B2