游家牧
姓名 游家牧
電子郵件
聯絡電話 03-5712121 Ext. 57048
傳真 03-5729915
辦公室 管理一館M410室
個人網站 http://chiamuyu.weebly.com/
職稱 副教授
專長 人工智慧與機器學習, 資訊安全, 資料隱私與資料去識別化
學歷 國立台灣大學電機工程(計算機組)博士
個人網站 http://chiamuyu.weebly.com/
學校名稱 系所 學位 期間
台灣大學 電機工程研究所 (計算機科學組) 博士 2006.09 ~ 2013.06
台灣大學 資訊工程研究所 碩士 2002.09 ~ 2004.06
高雄第一科技大學 電腦與通訊工程系 學士 1998.09 ~ 2002.06
服務機關名稱 單位 職務 期間
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 論文名稱
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
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
2022 Chia-Mu Yu, Kang-Cheng Chen, Ching-Tang Chang, Yen-Wu Ti, SegNet: Deepfake Facial Video Detection Network, Multimedia Systems, 2022
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
2022 Chih-Hsun Lin, Chia-Mu Yu, Chun-Ying Huang, DPView: Differentially Private Data Synthesis through Domain Size Information, IEEE Internet of Things Journal, 2022
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, 2021
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
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
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, 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
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
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
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
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, 2018
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, 2017
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
2016 Chia-Mu Yu, Chun-Shien Lu, and Sy-Yen Kuo. , Compressed Sensing-Based Clone Identification in Sensor Networks. , IEEE Transactions on Wireless Communications, 2016
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
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, 2015
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
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, 2014
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, 2013
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, 2012
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
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, 2011
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, 2010
年度 論文名稱
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
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), 2022
2022 Chia-Hung Yuan, Pin-Yu Chen, Chia-Mu Yu, Meta Adversarial Perturbations, AAAI Workshop on Adversarial Machine Learning and Beyond, 2022
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
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
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
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
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., 2021
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
2020 Chia-Yi Hsu, Pin-Yu Chen, and Chia-Mu Yu. , Towards Information Theoretic Adversarial Examples, Workshop on Secure and Resilient Autonomy (SARA), 2020, Austin, Texas, U.S.A., 2020.
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), 2020, Guildford, United Kingdom
2019 Chia-Yi Hsu (指導學生), Pin-Yu Chen, and Chia-Mu Yu., Characterizing Adversarial Subspaces by Mutual Information, ACM Conference on Computer and Communications Security (ASIACCS), 2019, 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), 2019, Hawaii, U.S.A
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), 2018, 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), 2018, Luxembourg City, Luxembourg, 2018
2018 Pei-Shuan Lu (指導學生), 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), 2018, 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), 2018, 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
2017 Kang-Chen Chen (指導學生), 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), 2017, 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), 2017, Abu Dhabi, UAE
2017 Pei-Shuan Lu (指導學生) 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), 2017, Dallas, TX, USA
2016 46.    Hung-Chuan Wei (指導學生), Yung-Hao Tung (指導學生), Chia-Mu Yu., Counteracting UDP Flooding Attacks in SDN. , IEEE International Workshop on Software-Defined Networking and Internet-of-Things (SDN-IoT), 2016, Seoul, Korea
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), 2016, San Jose, California, USA
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), 2016, Vienna, Austria
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), 2015, Rio de Janeiro, Brazil
2015 Chia-Mu Yu., Lightweight Streaming Authenticated Data Structures, ACM Conference on Computer and Communication Security (CCS), 2015, Denver, USA, 2015. (poster)
2014 Chia-Mu Yu. , Detecting Clones in IoT Environment without Using Location Information. , IEEE Conference on Sensing, Communications, and Networking (SECON), 2014, Singapore
2014 49.    Chia-Mu Yu., HTTP Botnet Resilient to Takedown., IEEE Symposium on Security and Privacy (S&P), 2014, San Jose, California, 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), 2009, Budapest, Hungary
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) , 2009, New Orlean, Louisiana, USA
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), 2009, Rome, Italy
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), 2008, Hong Kong, China
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), 2008, San Francisco, California, USA
年度 參與人 計畫類別 計畫名稱 職稱/擔任之工作 補助/委託或合作機構
2020 研究計畫 具利用adversarial example欺騙真實人臉辨識系統 計畫主持人 財團法人工業技術研究院
2022 研究計畫 邁向實用化差分隱私資料釋出(3/5) 計畫主持人 科技部
2020 研究計畫 具資料去重複化的雲端儲存上的旁通道(2/2) 計畫主持人
2020 研究計畫 對差分隱私資料集做可重新識別風險的評估(2/2) 計畫主持人 科技部
2019 研究計畫 具資料去重複化的雲端儲存上的旁通道(1/2) 計畫主持人
2019 研究計畫 對差分隱私資料集做可重新識別風險的評估(1/2) 計畫主持人
2020 研究計畫 利用adversarial example欺騙真實人臉辨識技術報告 計畫主持人 財團法人工業技術研究院
2020 研究計畫 針對序列資料之資料去識別化處理 計畫主持人 財團法人工業技術研究院
2021 研究計畫 邁向實用化差分隱私資料釋出(2/5) 計畫主持人 科技部
2020 研究計畫 邁向實用化差分隱私資料釋出(1/5) 計畫主持人 科技部
2018 研究計畫 具本地端差分隱私與高資料可用性的資料收集機制框架 計畫主持人 科技部
2018 研究計畫 關鍵資訊基礎設施的資安與隱私防護機制的設計與實作--關鍵資訊基礎設施的資安與隱私防護機制的設計與實作(2/3) 共同主持人 科技部
2017 研究計畫 關鍵資訊基礎設施的資安與隱私防護機制的設計與實作--關鍵資訊基礎設施的資安與隱私防護機制的設計與實作(1/3) 共同主持人 科技部
2017 研究計畫 前瞻通訊網路技術開發與應用 前瞻串流媒體處理與分析之核心技術發展及其在智慧交通與健康醫療之創新應用(3/3) 共同主持人 科技部
2017 研究計畫 可驗證且具隱私保護的關鍵字搜尋系統 計畫主持人 科技部
2016 研究計畫 前瞻通訊網路技術開發與應用 前瞻串流媒體處理與分析之核心技術發展及其在智慧交通與健康醫療之創新應用(2/3) 共同主持人 科技部
2016 研究計畫 可驗證的串流資料結構 共同主持人 科技部
2016 研究計畫 針對異質物聯網所設計的具可靠性與破壞容忍性的資料隱私與完整度保護機制 共同主持人 科技部
2015 研究計畫 前瞻通訊網路技術開發與應用 前瞻串流媒體處理與分析之核心技術發展及其在智慧交通與健康醫療之創新應用(1/3) 計畫主持人 科技部
2015 研究計畫 安全有效率且能保護隱私的雲端儲存客戶端資料去重複技術 計畫主持人 科技部
2013 研究計畫 無線感測網路上範圍查詢與Top-k查詢的資料完整性研究 計畫主持人 科技部
2012 研究計畫 外包運算上的隱私與安全議題 (核定/其它) 計畫主持人 科技部
2009 研究計畫 定位無線感測網路中壞點與惡意點之前瞻性研究 計畫主持人 科技部
年度 類別 獎項名稱 頒獎單位
2022 校外榮譽 111年度國立交通大學梁華哲青年講座教授 國立陽明交通大學
2022 校外榮譽 111年度科技部年輕學者養成計畫 (哥倫布計畫) 科技部
2021 校外榮譽 IEEE Senior Member IEEE
2021 校內榮譽 110年度國立交通大學梁華哲青年講座教授 國立交通大學
2021 校外榮譽 110年度科技部年輕學者養成計畫 (哥倫布計畫) 科技部
2020 校內榮譽 109年度國立交通大學梁華哲青年講座教授 國立交通大學
2020 校外榮譽 109年度科技部年輕學者養成計畫 (哥倫布計畫) 科技部
2018 校外榮譽 國立中興大學優聘教師 國立中興大學
2017 校外榮譽 李國鼎青年研究獎 財團法人李國鼎基金會
2016 校外榮譽 潘文淵考察研究獎 潘文淵文教基金會
2013 校外榮譽 國立臺大電機系博士最佳論文獎 臺大電機系
2013 校外榮譽 資訊學會博士論文獎 資訊學會
發表日期 專利名稱 專利編號 專利國別 著作人
2012/06/05 Node Disposition Apparatus, Node Disposition Method and Computer Readable Medium Thereof US 8,194,688 B2 US 8,194,688 B2