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Data science approaches to confronting the COVID-19 pandemic: a narrative review 期刊论文
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2022, 卷号: 380, 期号: 2214, 页码: 20
Authors:  Zhang, Qingpeng;  Gao, Jianxi;  Wu, Joseph T.;  Cao, Zhidong;  Zeng, Daniel Dajun
Favorite  |  View/Download：52/0  |  Submit date：2021/12/28
infectious disease  mathematical modelling  data science  big data  COVID-19  
A PID-incorporated Latent Factorization of Tensors Approach to Dynamically Weighted Directed Network Analysis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 3, 页码: 533-546
Authors:  Hao Wu;  Xin Luo;  MengChu Zhou;  Muhyaddin J. Rawa;  Khaled Sedraoui;  Aiiad Albeshri
Adobe PDF(2495Kb)  |  Favorite  |  View/Download：72/11  |  Submit date：2022/03/09
Big data  high dimensional and incomplete (HDI) tensor  latent factorization-of-tensors (LFT)  machine learning  missing data  optimization  proportional-integral-derivative (PID) controller  
A hybrid machine learning framework for analyzing human decision-making through learning preferences * , ** 期刊论文
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2021, 卷号: 101, 页码: 18
Authors:  Guo, Mengzhuo;  Zhang, Qingpeng;  Liao, Xiuwu;  Chen, Frank Youhua;  Zeng, Daniel Dajun
Favorite  |  View/Download：99/0  |  Submit date：2021/04/27
Decision analysis  Business analytics  Predictive modeling  Big data analytics  Machine learning  Multiple criteria decision analysis  
Evolving Container to Unikernel for Edge Computing and Applications in Process Industry 期刊论文
PROCESSES, 2021, 卷号: 9, 期号: 2, 页码: 18
Authors:  Chen, Shichao;  Zhou, Mengchu
Adobe PDF(619Kb)  |  Favorite  |  View/Download：74/5  |  Submit date：2021/03/29
big data analytics  lightweight virtualization  cloud computing  edge computing  industrial process  Industry 4.0  Internet of things  machine learning  process industry  fault diagnosis  
Building Urban Public Traffic Dynamic Network Based on CPSS: An Integrated Approach of Big Data and AI 期刊论文
APPLIED SCIENCES-BASEL, 2021, 卷号: 11, 期号: 3, 页码: 14
Authors:  Xiong, Gang;  Li, Zhishuai;  Wu, Huaiyu;  Chen, Shichao;  Dong, Xisong;  Zhu, Fenghua;  Lv, Yisheng
Favorite  |  View/Download：93/0  |  Submit date：2021/03/08
urban public transportation  cyber-physical-social system  advanced public transportation systems  big data  
Big Data Analytics in Healthcare — A Systematic Literature Review and Roadmap for Practical Implementation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 1-22
Authors:  Sohail Imran;  Tariq Mahmood;  Ahsan Morshed;  Timos Sellis
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Big data analytics (BDA)  big data architecture  healthcare  NoSQL data stores  patient care  roadmap  systematic literature review  
Efficient and High-quality Recommendations via Momentum-incorporated Parallel Stochastic Gradient Descent-Based Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 402-411
Authors:  Xin Luo;  Wen Qin;  Ani Dong;  Khaled Sedraoui;  MengChu Zhou
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Big data  industrial application  industrial data  latent factor analysis  machine learning  parallel algorithm  recommender system (RS)  stochastic gradient descent (SGD)  
Trip Purposes Mining From Mobile Signaling Data 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 卷号: 99, 期号: 99, 页码: 13
Authors:  Li, Zhishuai;  Xiong, Gang;  Wei, Zebing;  Zhang, Yu;  Zheng, Meng;  Liu, Xiaoli;  Tarkoma, Sasu;  Huang, Min;  Lv, Yisheng;  Wu, Chuheng
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Cellular networks  Trajectory  Semantics  Unsupervised learning  Supervised learning  Resource management  Public transportation  Trip purpose inference  cellular network data  latent Dirichlet allocation  travel behavior  big data  
Towards Robust Pattern Recognition: A Review 期刊论文
PROCEEDINGS OF THE IEEE, 2020, 卷号: 108, 期号: 6, 页码: 894-922
Authors:  Zhang, Xu-Yao;  Liu, Cheng-Lin;  Suen, Ching Y.
Favorite  |  View/Download：80/0  |  Submit date：2020/08/03
Pattern recognition  Robustness  Task analysis  Neural networks  Distributed control  Big Data  Machine intelligence  Clean and big data  closed world  independent and identically distributed  robust pattern recognition  
Stability-Based Generalization Analysis of Distributed Learning Algorithms for Big Data 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 3, 页码: 801-812
Authors:  Wu, Xinxing;  Zhang, Junping;  Wang, Fei-Yue
Favorite  |  View/Download：108/0  |  Submit date：2020/06/02
Big data  distributed learning algorithms  distributed simulations  generalization