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數據科學


發佈日期:2021/03/05
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在大數據爲應用背景的科技革新下,對於數據科學、智慧生活、智慧城市、智慧社會和管理科學等領域帶來了新的方向與機遇,不斷積累的海量數據正在重構世界,深刻改變人類社會。對應大數據發展的蓬勃之勢, 數據科學學院正式籌建成立。數據科學學院在大學瞄準國際科技前沿、聚焦創新發展、發揮學科優勢的重要戰略。爲了數據科學學院更好的未來,我們開發了一套新的計算機科學課程,包括人工智能、信息安全和數據科學,從學士、碩士到博士。這將是強大的數據科學與信息技術學院,擁有澳門沒有的獨特課程,將爲澳門未來的發展做出貢獻。

    澳門城市大學的數據科學學院宗旨是配合國家發展大灣區的重要戰略,服務澳門特區的發展政策,推動本澳及大灣區智慧產業發展,培養數據科學與信息技術領軍人才,引領一流數據科學與信息技術研究,建設成在數據科學與信息技術領域的教育科研、應用、產業孵化等方面具有引領地位的重要研究與教學基地。務求達緻〝人才培養、科技研發、知識傳播〞三位一體的教學模式,加強本澳科技力量的累積,爲澳門產業多元化助力。

    在人才培養方面,學院堅持參照國際一流高校數據科學與信息技術的培養體系,優化課程設置,提高人才培養的系統性以及專業性。另外,通過基於交叉學科的課程體系設計,重點培養出具有數據科學與信息技術理論與專業應用背景的複合人才,並激發學生的創新精神與團隊合作意識,使學生除了獲得較寬的知識面,其綜合素質也獲得全面的提高。院設有博士、碩士和學士學位課程。

    數據科學學院在學校和社會力量的支援下,努力打造一支高水平的專業師資團隊。在國際知名教授爲首的專家領導下,爲學院的發展方向提供了科學規劃和人才引進機制。目前,數據科學學院的教學與科研團隊均具有國内外著名大學博士學位,並將持續引進具有國際學術聲譽的優秀人才。

    數據科學學院在人員交流培養、技術開發等方面積極與國內外研究所、行業和地方政府進行全面合作,同時也是橫琴新區博士後科研工作站夥伴基地,在智慧城市、旅遊、商務、製造、醫療、健康、養老、金融、區塊鏈、人工智能、網路安全與隱私保護、海洋等產業方向對研發的技術進行轉讓和產業化。

 

學科近年主要成果

近3年來,該學科共承擔科研項目近十項,其中國家級重點項目2項,澳門基金會項目5項。在國內外核心學術期刊上發表論文50餘篇,被SCI/EI收錄30餘篇。代表性項目成果和論文成果如下:

項目情況

[1] 國家科技部重點研發項目:珠澳合作製造服務多主體協同平臺研究與應用示範,2020-2023

[2] 國家自然科學基金地區合作項目:面向認知的多來源數據概率圓理論研究,2019-2022

[3] 澳門基金會項目 基於機器學習的細粒度文本情感分析 2020-2021

[4] 澳門基金會項目水下图像增强与重构 2020-2021

[5] 國家科技部重點研發項目:時空數據高可信關鍵技術及其應用研究,2018-2021

[6] 澳門基金會項目:基於智慧應變傳感的可穿戴保健系統研發,2019-2020

[7] 澳門基金會項目:澳門城市交通的基礎空間大數據庫建立及其三維展示,2017-2018

[8] 澳門基金會項目:澳門智慧交通即時監測與不平衡性分析,2017-2018

[9] 澳門基金會項目:澳門旅遊電子商務服務技術研究與應用示範,2016-2017

[10] 澳門基金會項目:澳門城市治理大數據系統一期建設項目,2016-2017

其中前2項為正在進行的項目

 

外文期刊

  1. Energy-Aware Collaborative Service Caching in a 5G-Enabled MEC With Uncertain Payoffs,  Zichuan Xu , Member, IEEE, Lizhen Zhou , Student Member, IEEE, Haipeng Dai , Member, IEEE, Weifa Liang , Senior Member, IEEE, Wanlei Zhou, Senior Member, IEEE, Pan Zhou , Member, IEEE,Wenzheng Xu , Member, IEEE, and Guowei Wu, IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. 70, NO. 2, FEBRUARY 2022
  1. L Zhang, T Zhu, P Xiong, W Zhou, P Yu, A Robust Game-theoretical Federated Learning Framework with Joint Differential Privacy, IEEE Transactions on Knowledge and Data Engineering, 2022
  1. Z Cheng, D Ye, T Zhu, W Zhou, PS Yu, C Zhu, Multi?agent reinforcement learning via knowledge transfer with differentially private noise, International Journal of Intelligent Systems 37 (1), 799-828, 2022
  1. X Hu, T Zhu, X Zhai, W Zhou, W Zhao, Privacy Data Propagation and Preservation in Social Media: a Real-world Case Study, IEEE Transactions on Knowledge and Data Engineering, 2021
  1. SJ Horng, DT Vu, TV Nguyen, W Zhou, CT Lin, Recognizing Palm Vein in Smartphones Using RGB Images, IEEE Transactions on Industrial Informatics, 2021
  1. T Zhang, T Zhu, K Gao, W Zhou, SY Philip, Balancing Learning Model Privacy, Fairness, and Accuracy With Early Stopping Criteria, IEEE Transactions on Neural Networks and Learning Systems, 2021
  1. J Li, W Liang, Z Xu, X Jia, W Zhou, Service Provisioning for Multi-source IoT Applications in Mobile Edge Computing, ACM Transactions on Sensor Networks (TOSN) 18 (2), 1-25, 2021
  1. J Li, W Liang, W Xu, Z Xu, X Jia, W Zhou, J Zhao, Maximizing User Service Satisfaction for Delay-Sensitive IoT Applications in Edge Computing, IEEE Transactions on Parallel and Distributed Systems 33 (5), 1199-1212, 2021
  1. Y Zhao, B Liu, T Zhu, M Ding, W Zhou, Private?encoder: Enforcing privacy in latent space for human face images, Concurrency and Computation: Practice and Experience, e6548, 2021
  1. L Zhang, T Zhu, P Xiong, W Zhou, PS Yu, More than Privacy: Adopting Differential Privacy in Game-theoretic Mechanism Design, ACM Computing Surveys (CSUR) 54 (7), 1-37, 2021
  1. J Zhao, T Zong, Y Xiang, L Gao, W Zhou, G Beliakov, Desynchronization Attacks Resilient Watermarking Method Based on Frequency Singular Value Coefficient Modification,
  2. IEEE/ACM Transactions on Audio, Speech, and Language Processing 29, 2282-2295, 2021
  1. T Zong, J Zhao, Y Xiang, I Natgunanathan, L Gao, W Zhou, Desynchronization-attack-resilient audio watermarking mechanism for stereo signals using the linear correlation between channels, World Wide Web, 1-23, 2021
  1. Z Xu, H Ren, W Liang, Q Xia, W Zhou, G Wu, P Zhou, Near optimal and dynamic mechanisms towards a stable NFV market in multi-tier cloud networks, IEEE INFOCOM 2021-IEEE Conference on Computer Communications, 1-10, 2021
  1. J Lu, X Zheng, L Tang, T Zhang, QZ Sheng, C Wang, J Jin, S Yu, W Zhou, Can Steering Wheel Detect Your Driving Fatigue, IEEE Transactions on Vehicular Technology
  1. K Huang, Y Mu, F Rezaeibagha, X Zhang, Design and Analysis of Cryptographic Algorithms in Blockchain, CRC Press, 2021 (Book)
  1. M Yuan, Y Mu, F Rezaeibagha, L Xu, X Huang, Controllable software licensing system for sub-licensing,
  2. Journal of Information Security and Applications 64, 103061
  1. L Zhang, T Zhang, Q Wu, Y Mu, F Rezaeibagha, Secure decentralized attribute-based sharing of personal health records with blockchain, IEEE Internet of Things Journal, 2021
  1. K Huang, Y Mu, F Rezaeibagha, X Zhang, T Chen, Building blockchains with secure and practical Public-Key cryptographic algorithms: Background, motivations and example, IEEE Network, 2021
  1. K Huang, Y Mu, F Rezaeibagha, Z He, X Zhang, BA2P: Bidirectional and anonymous auction protocol with dispute-freeness, Security and Communication Networks, 2021
  1. Y Zhou, B Yang, Z Xia, M Zhang, Y Mu, Novel generic construction of leakage-resilient PKE scheme with CCA security, Designs, Codes and Cryptography 89 (7), 1575-1614
  1. F Rezaeibagha, Y Mu, K Huang, L Chen, L Zhang, Toward Secure Data Computation and Outsource for Multi-User Cloud-Based IoT, IEEE Transactions on Cloud Computing
  1. F Rezaeibagha, Y Mu, K Huang, L Zhang, X Huang, Secure and Privacy-Preserved data collection for IoT wireless sensors, IEEE Internet of Things Journal,  2021
  1. L Zhang, W You, Y Mu, Secure Outsourced Attribute-based Sharing Framework for Lightweight Devices in Smart Health Systems, IEEE Transactions on Services Computing, 2021
  1. L Zhang, J Wang, Y Mu, Privacy-preserving Flexible Access Control for Encrypted Data in Internet of Things, IEEE Internet of Things, 2021
  1. X Li, T Xiang, S Guo, H Li, Y Mu,      Privacy-Preserving Reverse Nearest Neighbor Query over Encrypted Spatial Data, IEEE Transactions on Services Computing, 2021
  1. Z. Ying, S. Cao, X. Liu, Z. Ma, J. Ma, R. Deng, "PrivacySignal: Privacy-preserving Traffic Signal Control for Intelligent Transportation System,"[J]. in IEEE Transactions on Intelligent Transportation Systems, 2022.
  1. J. Zhang, T. Li, Z. Ying, J. Ma. "Trust-Based Secure Multi-Cloud Collaboration Framework in Cloud-Fog-Assisted IoT,"[J]. in IEEE Transactions on Cloud Computing, 2022.
  1. L. Xing and W. Liu, (2021). "A Data Fusion Powered Bi-Directional Long Short Term Memory Model for Predicting Multi-Lane Short Term Traffic Flow," in IEEE Transactions on Intelligent Transportation Systems, doi: 10.1109/TITS.2021.3095095.
  1. Z. Ying, W. Jiang, X. Liu, S. Xu and R. Deng, "Reliable Policy Updating under Efficient Policy Hidden Fine-grained Access Control Framework for Cloud Data Sharing,"[J]. in IEEE Transactions on Services Computing, to be published, doi:10.1109/TSC.2021.3096177.
  1. Z. Ying, M. Ma, Z. Zhao, X. Liu and J. Ma, "A Reputation-based Leader Election Scheme for Opportunistic Autonomous Vehicle Platoon,"[J]. in IEEE Transactions on Vehicular Technology, to be published, doi: 10.1109/TVT.2021.3106297.
  1. Zhao Z, Ying Z, Cai Z, et al. Combinatorial Spectrum E-Auction for 5G Heterogeneous Networks: A Zether-Based Approach[J]. Security and Communication Networks, 2021
  1. Shen S, Yang Y, Ying Z, et al. Towards Efficient Fine-Grained Access Control and Data Privacy Protection for Smart Home[C]. International Conference on Mobile Multimedia Communications. Springer, Cham, 2021: 501-515. (EI)
  1. Cui J, Ouyang F, Ying Z, et al. Secure and Efficient Data Sharing Among Vehicles Based on Consortium Blockchain[J]. IEEE Transactions on Intelligent Transportation Systems, 2021
  1. Ma J, Li T, Cui J, Ying Z, et al. Attribute-Based Secure Announcement Sharing among Vehicles Using Blockchain[J]. IEEE Internet of Things Journal, 2021
  1. Ying Z, Cao S, Xu S, et al. Privacy-Preserving Optimal Insulin Dosing Decision[C]. ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2021: 2640-2644.
  1. Ying Z, Si Y, Ma J, et al. P2HBT: Partially Policy Hidden E-Healthcare System with Black-Box Traceability[J]. Chinese Journal of Electronics, 30(2): 219-231.

 

未來研究方向

圍繞大學辦學宗旨和發展實際,對接社會發展需求,推動學院內涵發展和水準提升。

  1. 形成支撐學校發展新工科目標的本科人才培養體系,提供前沿的教與學服務,引領跨學科、融學科的發展, 在高科技研發與孵化、產學研方面成為大學最大價值的體現者。
  2. 積極推進與企業合作多元化。以自身數據分析學科優勢,瞄準行業需求,加強和企業合作,力爭承擔或參與在行業內的企業科研項目,使得科研工作可以很好地體現在促進地區經濟發展方面。將數據科學的研究與創新集中于培育和建設跨域數據國家重點實驗室。
  3. 研究澳門跨域數據中心所涉及的相關問題(如技術、法律、經濟、產業、政治、社會等)。
  4. 研究解決跨國企業國際數據無處存放的迫切問題,推動“萬物互聯”的實現,助力中國企業跨域發展。

數據科學學院學術天地: https://fds.cityu.edu.mo/Academic



 
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