Research output per year
Research output per year
- 1 - 50 out of 209 results
Search results
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2025
Machine Learning for Infectious Disease Risk Prediction: A Survey
Liu, M., Liu, Y. & Liu, J., Aug 2025, In: ACM Computing Surveys. 57, 8, p. 1-39 39 p., 212.Research output: Contribution to journal › Journal article › peer-review
Open Access -
Toward a physics-guided machine learning approach for predicting chaotic systems dynamics
Feng, L., Liu, Y., Shi, B. & Liu, J., 17 Jan 2025, In: Frontiers in Big Data. 7, 16 p., 1506443.Research output: Contribution to journal › Journal article › peer-review
Open Access -
W-DOE: Wasserstein Distribution-agnostic Outlier Exposure
Wang, Q., Han, B., Liu, Y., Gong, C., Liu, T. & Liu, J., May 2025, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 47, 5, p. 3530-3545 16 p., 10844561.Research output: Contribution to journal › Journal article › peer-review
Open Access -
2024
A Physics-guided Attention-based Neural Network for Sea Surface Temperature Prediction
Shi, B., Feng, L., He, H., Hao, Y., Peng, Y., Liu, M., Liu, Y. & Liu, J., 10 Sept 2024, In: IEEE Transactions on Geoscience and Remote Sensing. 62, 13 p., 4210413.Research output: Contribution to journal › Journal article › peer-review
6 Citations (Scopus) -
Bayesian inference for the onset time and epidemiological characteristics of emerging infectious diseases
Shi, B., Yang, S., Tan, Q., Zhou, L., Liu, Y., Zhou, X. & Liu, J., 17 May 2024, In: Frontiers in Public Health. 12, 12 p., 1406566.Research output: Contribution to journal › Journal article › peer-review
Open Access -
Commonality and Individuality-Based Subspace Learning
Ren, J., Liu, Y. & Liu, J., Mar 2024, In: IEEE Transactions on Cybernetics. 54, 3, p. 1456-1469 14 p.Research output: Contribution to journal › Journal article › peer-review
Open Access1 Citation (Scopus) -
Consecutive one-week model predictions of land surface temperature stay on track for a decade with chaotic behavior tracking
Ren, J., Liu, Y. & Liu, J., 25 Oct 2024, In: Communications Earth and Environment. 5, 1, 8 p., 627.Research output: Contribution to journal › Journal article › peer-review
Open Access -
Learning continuous network emerging dynamics from scarce observations via data-adaptive stochastic processes
Cui, J., Wang, Q., Sun, B., Liu, J. & Yang, B., Dec 2024, In: Science China Information Sciences. 67, 12, 222206.Research output: Contribution to journal › Journal article › peer-review
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Mutually Adaptable Learning
Tan, Q., Liu, Y. & Liu, J., Feb 2024, In: IEEE Transactions on Emerging Topics in Computational Intelligence. 8, 1, p. 240-254 15 p.Research output: Contribution to journal › Journal article › peer-review
Open Access -
Phylodynamics unveils invading and diffusing patterns of dengue virus serotype-1 in Guangdong, China from 1990 to 2019 under a global genotyping framework
Zhao, L., Guo, X., Li, L., Jing, Q., Ma, J., Xie, T., Lin, D., Li, L., Yin, Q., Wang, Y., Zhang, X., Li, Z., Liu, X., Hu, T., Hu, M., Ren, W., Li, J., Peng, J., Yu, L. & Peng, Z. & 13 others, , 11 Jun 2024, In: Infectious Diseases of Poverty. 13, 18 p., 43.Research output: Contribution to journal › Journal article › peer-review
Open Access4 Citations (Scopus) -
Towards an actionable One Health approach
Zhang, X.-X., Lederman, Z., Han, L.-F., Schurer, J. M., Xiao, L.-H., Zhang, Z.-B., Chen, Q.-L., Pfeiffer, D., Ward, M. P., Sripa, B., Gabriël, S., Dhama, K., Acharya, K. P., Robertson, L. J., Deem, S. L., Aenishaenslin, C., Dantas-Torres, F., Otranto, D., Grace, D. & Wang, Y. & 14 others, , 12 Apr 2024, In: Infectious Diseases of Poverty. 13, 1, 6 p., 28.Research output: Contribution to journal › Journal article › peer-review
Open Access7 Citations (Scopus) -
Web Intelligence: In search of a better connected world
Zhong, N., Liu, J. & Yao, Y., 26 Mar 2024, In: Web Intelligence. 22, 1, p. 5-13 9 p.Research output: Contribution to journal › Journal article › peer-review
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2023
A Novel Graph Indexing Approach for Uncovering Potential COVID-19 Transmission Clusters
Zhu, X., Huang, X., Sun, L. & Liu, J., 20 Feb 2023, In: ACM Transactions on Knowledge Discovery from Data. 17, 2, 24 p., 24.Research output: Contribution to journal › Journal article › peer-review
1 Citation (Scopus) -
Assessing the spatiotemporal malaria transmission intensity with heterogeneous risk factors: A modeling study in Cambodia
Liu, M., Liu, Y., Po, L., Xia, S., Huy, R., Zhou, X. N. & Liu, J., Mar 2023, In: Infectious Disease Modelling. 8, 1, p. 253-269 17 p.Research output: Contribution to journal › Journal article › peer-review
Open Access4 Citations (Scopus) -
Chaotic behavior learning via information tracking
Ren, J., Liu, Y. & Liu, J., Oct 2023, In: Chaos, Solitons and Fractals. 175, Part 1, 113927.Research output: Contribution to journal › Journal article › peer-review
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Complex Network Evolution Model Based on Turing Pattern Dynamics
Li, D., Song, W. & Liu, J., Apr 2023, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 45, 4, p. 4229-4244 16 p.Research output: Contribution to journal › Journal article › peer-review
9 Citations (Scopus) -
Detecting the skewness of data from the five-number summary and its application in meta-analysis
Shi, J., Luo, D., Wan, X., Liu, Y., Liu, J., Bian, Z. & Tong, T., Jul 2023, In: Statistical Methods in Medical Research. 32, 7, p. 1338-1360 23 p.Research output: Contribution to journal › Journal article › peer-review
107 Citations (Scopus) -
Efficient and Optimal Algorithms for Tree Summarization with Weighted Terminologies
Zhu, X., Huang, X., Choi, B. K. K., Xu, J., Cheung, W. K. W., Zhang, Y. & Liu, J., 1 Mar 2023, In: IEEE Transactions on Knowledge and Data Engineering. 35, 3, p. 2500-2514 15 p.Research output: Contribution to journal › Journal article › peer-review
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Reinforcement Learning in Healthcare: A Survey
Yu, C., Liu, J., Nemati, S. & Yin, G., Jan 2023, In: ACM Computing Surveys. 55, 1, p. 1–36 36 p., 5.Research output: Contribution to journal › Journal article › peer-review
332 Citations (Scopus) -
TransCode: Uncovering COVID-19 transmission patterns via deep learning
Ren, J., Liu, M., Liu, Y. & Liu, J., 28 Feb 2023, In: Infectious Diseases of Poverty. 12, 20 p., 14.Research output: Contribution to journal › Journal article › peer-review
Open Access3 Citations (Scopus) -
2022
Active Surveillance via Group Sparse Bayesian Learning
Pei, H., Yang, B., Liu, J. & Chang, K. C. C., 1 Mar 2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 3, p. 1133-1148 16 p.Research output: Contribution to journal › Journal article › peer-review
47 Citations (Scopus) -
A Discrete Moth-Flame Optimization with an l2-norm Constraint for Network Clustering
Li, X., Qi, X., Liu, X., Gao, C., Wang, Z., Zhang, F. & Liu, J., May 2022, In: IEEE Transactions on Network Science and Engineering. 9, 3, p. 1776-1788 13 p.Research output: Contribution to journal › Journal article › peer-review
6 Citations (Scopus) -
A unified global genotyping framework of dengue virus serotype-1 for a stratified coordinated surveillance strategy of dengue epidemics
Li, L., Guo, X., Zhang, X., Zhao, L., Li, L., Wang, Y., Xie, T., Yin, Q., Jing, Q., Hu, T., Li, Z., Wu, R., Zhao, W., Xin, S. X., Shi, B., Liu, J., Xia, S., Peng, Z., Yang, Z. & Zhang, F. & 2 others, , 13 Oct 2022, In: Infectious Diseases of Poverty. 11, 16 p., 107.Research output: Contribution to journal › Journal article › peer-review
Open Access9 Citations (Scopus) -
Complex brain activity analysis and recognition based on multiagent methods
Zhang, H. L., LIU, J. & Dowens, M. G., 10 Apr 2022, In: Concurrency Computation Practice and Experience. 34, 8, e5855.Research output: Contribution to journal › Journal article › peer-review
4 Citations (Scopus) -
Dynamic Robustness Analysis of a Two-Layer Rail Transit Network Model
Gao, C., Fan, Y., Jiang, S., Deng, Y., Liu, J. & Li, X., Jul 2022, In: IEEE Transactions on Intelligent Transportation Systems. 23, 7, p. 6509-6524 16 p.Research output: Contribution to journal › Journal article › peer-review
76 Citations (Scopus) -
Optimal resource allocation with spatiotemporal transmission discovery for effective disease control
Ren, J., Liu, M., Liu, Y. & Liu, J., 25 Mar 2022, In: Infectious Diseases of Poverty. 11, 11 p., 34.Research output: Contribution to journal › Journal article › peer-review
Open Access16 Citations (Scopus) -
Scalable and Parallel Deep Bayesian Optimization on Attributed Graphs
Cui, J., Yang, B., Sun, B., Hu, X. & Liu, J., Jan 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 1, p. 103-116 14 p.Research output: Contribution to journal › Journal article › peer-review
4 Citations (Scopus) -
2021
Accessing the syndemic of COVID-19 and malaria intervention in Africa
Shi, B., Zheng, J., Xia, S., Lin, S., Wang, X., Liu, Y., Zhou, X. N. & Liu, J., 7 Jan 2021, In: Infectious Diseases of Poverty. 10, 12 p., 5.Research output: Contribution to journal › Journal article › peer-review
Open Access13 Citations (Scopus) -
DeepDRIM: a deep neural network to reconstruct cell-type-specific gene regulatory network using single-cell RNA-seq data
Chen, J., Cheong, C. W., Lan, L., Zhou, X., Liu, J., Lyu, A., Cheung, W. K. & Zhang, L., Nov 2021, In: Briefings in Bioinformatics. 22, 6, 14 p., bbab325.Research output: Contribution to journal › Journal article › peer-review
Open AccessFile46 Citations (Scopus)39 Downloads (Pure) -
Demystifying Deep Learning in Predictive Spatiotemporal Analytics: An Information-Theoretic Framework
Tan, Q., Liu, Y. & Liu, J., Aug 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 8, p. 3538-3552 15 p.Research output: Contribution to journal › Journal article › peer-review
Open Access7 Citations (Scopus) -
Heterogeneous neural metric learning for spatio-temporal modeling of infectious diseases with incomplete data
Tan, Q., LIU, Y., LIU, J., SHI, B., Xia, S. & Zhou, X. N., 11 Oct 2021, In: Neurocomputing. 458, p. 701-713 13 p.Research output: Contribution to journal › Journal article › peer-review
2 Citations (Scopus) -
Hybrid Embedding via Cross-layer Random Walks on Multiplex Networks
Shi, B., Zhong, J., Qiu, H., Bao, Q., Liu, K. & Liu, J., Apr 2021, In: IEEE Transactions on Network Science and Engineering. 8, 2, p. 1815-1827 13 p.Research output: Contribution to journal › Journal article › peer-review
2 Citations (Scopus) -
Medication Combination Prediction Using Temporal Attention Mechanism and Simple Graph Convolution
Wang, H., Wu, Y., Gao, C., Deng, Y., Zhang, F., Huang, J. & Liu, J., Oct 2021, In: IEEE Journal of Biomedical and Health Informatics. 25, 10, p. 3995-4004 10 p.Research output: Contribution to journal › Journal article › peer-review
16 Citations (Scopus) -
Modeling Influence Diffusion over Signed Social Networks
Li, D. & Liu, J., 1 Feb 2021, In: IEEE Transactions on Knowledge and Data Engineering. 33, 2, p. 613-625 13 p.Research output: Contribution to journal › Journal article › peer-review
17 Citations (Scopus) -
Robustness Evaluation of Multipartite Complex Networks Based on Percolation Theory
Cai, Q., Alam, S., Pratama, M. & Liu, J., Oct 2021, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 51, 10, p. 6244-6257 14 p.Research output: Contribution to journal › Journal article › peer-review
26 Citations (Scopus) -
Uncovering transmission patterns of COVID-19 outbreaks: A region-wide comprehensive retrospective study in Hong Kong
Liu, Y., Gu, Z. & Liu, J., Jun 2021, In: EClinicalMedicine. 36, 10 p., 100929.Research output: Contribution to journal › Journal article › peer-review
Open Access22 Citations (Scopus) -
2020
Breakup of Directed Multipartite Networks
Cai, Q., Pratama, M., Alam, S., Ma, C. & Liu, J., 1 Jul 2020, In: IEEE Transactions on Network Science and Engineering. 7, 3, p. 947-960 14 p., 8620361.Research output: Contribution to journal › Journal article › peer-review
7 Citations (Scopus) -
Culture versus Policy: More Global Collaboration to Effectively Combat COVID-19
Li, J., Guo, K., Viedma, E. H., Lee, H., Liu, J., Zhong, N., Autran Monteiro Gomes, L. F., Filip, F. G., Fang, S.-C., Özdemir, M. S., Liu, X., Lu, G. & Shi, Y., 28 Aug 2020, In: The Innovation. 1, 2, 2 p., 100023.Research output: Contribution to journal › Journal article › peer-review
Open Access30 Citations (Scopus) -
Emergence of nonlinear crossover under epidemic dynamics in heterogeneous networks
Su, Z., Gao, C., Liu, J., Jia, T., Wang, Z. & Kurths, J., 20 Nov 2020, In: Physical Review E. 102, 5, 052311.Research output: Contribution to journal › Journal article › peer-review
Open Access15 Citations (Scopus) -
Graph convolutional architectures via arbitrary order of information aggregation
Zhou, C., Shi, B., Qiu, H. & Liu, J., 18 May 2020, In: IEEE Access. 8, p. 92802-92813 12 p., 9095292.Research output: Contribution to journal › Journal article › peer-review
Open Access1 Citation (Scopus) -
Hierarchical Clustering of Bipartite Networks Based on Multiobjective Optimization
Cai, Q. & LIU, J., 1 Jan 2020, In: IEEE Transactions on Network Science and Engineering. 7, 1, p. 421-434 14 p., 8353468.Research output: Contribution to journal › Journal article › peer-review
19 Citations (Scopus) -
Identifying Key Opinion Leaders in Social Media via Modality-Consistent Harmonized Discriminant Embedding
Liu, Y., Gu, Z., Ko, T. H. & Liu, J., Feb 2020, In: IEEE Transactions on Cybernetics. 50, 2, p. 717-728 12 p.Research output: Contribution to journal › Journal article › peer-review
18 Citations (Scopus) -
Inference and prediction of malaria transmission dynamics using time series data
SHI, B., Lin, S., Tan, Q., Cao, J., Zhou, X., Xia, S., Zhou, X. N. & LIU, J., 16 Jul 2020, In: Infectious Diseases of Poverty. 9, 1, 95.Research output: Contribution to journal › Journal article › peer-review
Open Access8 Citations (Scopus) -
Motif-aware diffusion network inference
Tan, Q., Liu, Y. & Liu, J., May 2020, In: International Journal of Data Science and Analytics. 9, 4, p. 375-387 13 p.Research output: Contribution to journal › Journal article › peer-review
7 Citations (Scopus) -
On the Robustness of Complex Systems with Multipartitivity Structures under Node Attacks
Cai, Q., Alam, S. & LIU, J., Mar 2020, In: IEEE Transactions on Control of Network Systems. 7, 1, p. 106-117 12 p., 8730471.Research output: Contribution to journal › Journal article › peer-review
18 Citations (Scopus) -
What are the underlying transmission patterns of COVID-19 outbreak? An age-specific social contact characterization
Liu, Y., Gu, Z., Xia, S., Shi, B., Zhou, X. N., Shi, Y. & Liu, J., May 2020, In: EClinicalMedicine. 22, 100354.Research output: Contribution to journal › Journal article › peer-review
Open Access125 Citations (Scopus) -
2019
Even central users do not always drive information diffusion
Gao, C., Su, Z., Liu, J. & Kurths, J., Feb 2019, In: Communications of the ACM. 62, 2, p. 61-67 7 p.Research output: Contribution to journal › Journal article › peer-review
55 Citations (Scopus) -
Grassroots VS elites: Which ones are better candidates for influence maximization in social networks?
Li, D., Wang, W. & LIU, J., 17 Sept 2019, In: Neurocomputing. 358, p. 321-331 11 p.Research output: Contribution to journal › Journal article › peer-review
11 Citations (Scopus) -
Incorporating causal factors into reinforcement learning for dynamic treatment regimes in HIV
Yu, C., Dong, Y., LIU, J. & Ren, G., 9 Apr 2019, In: BMC Medical Informatics and Decision Making. 19, 60.Research output: Contribution to journal › Journal article › peer-review
Open Access25 Citations (Scopus) -
Inverse reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units
Yu, C., LIU, J. & Zhao, H., 9 Apr 2019, In: BMC Medical Informatics and Decision Making. 19, 57.Research output: Contribution to journal › Journal article › peer-review
Open Access45 Citations (Scopus)