Professor Xiaohui Liu
Professor - Computing
Wilfred Brown Building 218
- Email: xiaohui.liu@brunel.ac.uk
- Tel: +44 (0)1895 265989
Xue, Y., Yang, R., Chen, X., Liu, W., Wang, Z. and Liu, X. (2024) 'A Review on Transferability Estimation in Deep Transfer Learning'. IEEE Transactions on Artificial Intelligence, 0 (early access). pp. 1 - 21.Open Access Link
Islam, T., Miron, A., Nandy, M., Choudrie, J., Liu, X. and Li, Y. (2024) 'Transforming Digital Marketing with Generative AI'. Computers, 13 (7). pp. 1 - 24.Open Access Link
Song, B., Liu, Y., Fang, J., Liu, W., Zhong, M. and Liu, X. (2024) 'An optimized CNN-BiLSTM network for bearing fault diagnosis under multiple working conditions with limited training samples'. Neurocomputing, 574. pp. 1 - 12. ISSN: 0925-2312
Shen, Y., Wang, Z., Dong, H., Liu, H. and Liu, X. (2024) 'Joint State and Unknown Input Estimation for a Class of Artificial Neural Networks With Sensor Resolution: An Encoding–Decoding Mechanism'. IEEE Transactions on Neural Networks and Learning Systems, 0 (early access). pp. 1 - 11. ISSN: 2162-237X
Fang, J., Wang, Z., Liu, W., Chen, L. and Liu, X. (2023) 'A new particle-swarm-optimization-assisted deep transfer learning framework with applications to outlier detection in additive manufacturing'. Engineering Applications of Artificial Intelligence, 131 (May 2024). pp. 107700 - 107700. ISSN: 0952-1976
Wei, M., Yang, R., Huang, M., Ni, J., Wang, Z. and Liu, X. (2023) 'Sub-Band Cascaded CSP-based Deep Transfer Learning for Cross-Subject Lower Limb Motor Imagery Classification'. IEEE Transactions on Cognitive and Developmental Systems, 0 (early access). pp. 1 - 14. ISSN: 2379-8920 Open Access Link
Zhu, K., Wang, Z., Wei, G. and Liu, X. (2023) 'Adaptive Set-Membership State Estimation for Nonlinear Systems Under Bit Rate Allocation Mechanism: A Neural-Network-Based Approach'. IEEE Transactions on Neural Networks and Learning Systems, 34 (11). pp. 833 - 8348. ISSN: 2162-237X
Zhang, J., Wang, Z., Liu, W., Liu, X. and Zheng, Q. (2023) 'A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors'. International Journal of Machine Learning and Cybernetics, 14 (9). pp. 2903 - 2912. ISSN: 1868-8071 Open Access Link
Liu, Z., Luo, X., Wang, Z. and Liu, X. (2023) 'Constraint-Induced Symmetric Nonnegative Matrix Factorization for Accurate Community Detection'. Information Fusion, 89. pp. 588 - 602. ISSN: 1566-2535
Li, M., Wang, Z., Han, Q-L., Taylor, SJE., Li, K., Liao, X. and et al. (2023) 'Influence Maximization in Multiagent Systems by a Graph Embedding Method: Dealing With Probabilistically Unstable Links'. IEEE Transactions on Cybernetics, 53 (9). pp. 6004 - 6016. ISSN: 2168-2267 Open Access Link
Hou, N., Wang, Z., Dong, H., Hu, J. and Liu, X. (2022) 'Sensor Fault Estimation for Nonlinear Complex Networks With Time Delays Under Saturated Innovations: A Binary Encoding Scheme'. IEEE Transactions on Network Science and Engineering, 9 (6). pp. 4171 - 4183. ISSN: 2327-4697
Fang, J., Wang, Z., Liu, W., Lauria, S., Zeng, N., Prieto, C., et al. (2022) 'A New Particle Swarm Optimization Algorithm for Outlier Detection: Industrial Data Clustering in Wire Arc Additive Manufacturing'. IEEE Transactions on Automation Science and Engineering, 21 (2). pp. 1244 - 1257. ISSN: 1545-5955 Open Access Link
Xue, Y., Li, M. and Liu, X. (2022) 'An effective and efficient evolutionary algorithm for many-objective optimization'. Information Sciences, 617. pp. 211 - 233. ISSN: 0020-0255 Open Access Link
Zeng, N., Wang, Z., Liu, W., Zhang, H., Hone, K. and Liu, X. (2022) 'A Dynamic-Neighborhood-Based Switching Particle Swarm Optimization Algorithm'. IEEE Transactions on Cybernetics, 52 (9). pp. 9290 - 9301. ISSN: 2168-2267 Open Access Link
Chen, Y., Yang, R., Huang, M., Wang, Z. and Liu, X. (2022) 'Single-Source to Single-Target Cross-Subject Motor Imagery Classification Based on Multisubdomain Adaptation Network'. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 30. pp. 1992 - 2002. ISSN: 1534-4320 Open Access Link
Zhang, J., Li, M., Liu, W., Lauria, S. and Liu, X. (2022) 'Many-objective optimization meets recommendation systems: A food recommendation scenario'. Neurocomputing, 503. pp. 109 - 117. ISSN: 0925-2312 Open Access Link
Tian, Y., Su, D., Lauria, S. and Liu, X. (2022) 'Recent advances on loss functions in deep learning for computer vision'. Neurocomputing, 497. pp. 129 - 158. ISSN: 0925-2312
Zeng, N., Wu, P., Wang, Z., Li, H., Liu, W. and Liu, X. (2022) 'A Small-Sized Object Detection Oriented Multi-Scale Feature Fusion Approach with Application to Defect Detection'. IEEE Transactions on Instrumentation and Measurement, 71. pp. 1 - 14. ISSN: 0018-9456
Sheng, M., Wang, Z., Liu, W., Wang, X., Chen, S. and Liu, X. (2022) 'A particle swarm optimizer with multi-level population sampling and dynamic p-learning mechanisms for large-scale optimization'. Knowledge-Based Systems, 242. pp. 1 - 13. ISSN: 0950-7051 Open Access Link
Wang, Y., Liu, W. and Liu, X. (2022) 'Explainable AI techniques with application to NBA gameplay prediction'. Neurocomputing, 483. pp. 59 - 71. ISSN: 0925-2312 Open Access Link
Tian, L., Wang, Z., Liu, W., Cheng, Y., Alsaadi, FE. and Liu, X. (2021) 'A New GAN-Based Approach to Data Augmentation and Image Segmentation for Crack Detection in Thermal Imaging Tests'. Cognitive Computation, 13 (5). pp. 1263 - 1273. ISSN: 1866-9956 Open Access Link
Zou, L., Wang, Z., Hu, J., Liu, Y. and Liu, X. (2021) 'Communication-protocol-based analysis and synthesis of networked systems: progress, prospects and challenges'. International Journal of Systems Science, 52 (14). pp. 3013 - 3034. ISSN: 0020-7721 Open Access Link
Yue, W., Wang, Z., Zhang, J. and Liu, X. (2021) 'An Overview of Recommendation Techniques and Their Applications in Healthcare'. IEEE/CAA Journal of Automatica Sinica, 8 (4). pp. 701 - 717. ISSN: 2329-9266 Open Access Link
Zou, L., Wang, Z., Geng, H. and Liu, X. (2021) 'Set-Membership Filtering Subject to Impulsive Measurement Outliers: A Recursive Algorithm'. IEEE/CAA Journal of Automatica Sinica, 8 (2). pp. 377 - 388. ISSN: 2329-9266 Open Access Link
Li, M., Wang, Z., Li, K., Liao, X., Hone, K. and Liu, X. (2021) 'Task Allocation on Layered Multi-Agent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning'. IEEE Transactions on Evolutionary Computation, 25 (5). pp. 842 - 855. ISSN: 1089-778X Open Access Link
Wan, Z., Yang, R., Huang, M., Zeng, N. and Liu, X. (2020) 'A review on transfer learning in EEG signal analysis'. Neurocomputing, 421. pp. 1 - 14. ISSN: 0925-2312
Zhao, D., Wang, Z., Wei, G. and Liu, X. (2020)
'Nonfragile H
Liu, W., Wang, Z., Zeng, N., Yuan, Y., Alsaadi, FE. and Liu, X. (2020) 'A novel randomised particle swarm optimizer'. International Journal of Machine Learning and Cybernetics, 12 (2). pp. 529 - 540. ISSN: 1868-8071 Open Access Link
Cheng, H., Wang, Z., Wei, Z., Ma, L. and Liu, X. (2020) 'On Adaptive Learning Framework for Deep Weighted Sparse Autoencoder: A Multiobjective Evolutionary Algorithm'. IEEE Transactions on Cybernetics, 52 (5). pp. 3221 - 3231. ISSN: 2168-2267
Zeng, N., Li, H., Wang, Z., Liu, W., Liu, S., Alsaadi, FE. and et al. (2020) 'Deep-reinforcement-learning-based images segmentation for quantitative analysis of gold immunochromatographic strip'. Neurocomputing, 425. pp. 173 - 180. ISSN: 0925-2312 Open Access Link
Yue, W., Wang, Z., Tian, B., Pook, M. and Liu, X. (2020) 'A Hybrid Model- And Memory-Based Collaborative Filtering Algorithm for Baseline Data Prediction of Friedreich's Ataxia Patients'. IEEE Transactions on Industrial Informatics, 17 (2). pp. 1428 - 1437. ISSN: 1551-3203 Open Access Link
Wang, F., Wang, Z., Liang, J. and Liu, X. (2020) 'Event-Triggered Recursive Filtering for Shift-Varying Linear Repetitive Processes'. IEEE Transactions on Cybernetics, 50 (4). pp. 1761 - 1770. ISSN: 2168-2267
Wang, F., Wang, Z., Liang, J. and Liu, X. (2020) 'Recursive distributed filtering for two-dimensional shift-varying systems over sensor networks under stochastic communication protocols'. Automatica, 115. pp. 108865 - 108865. ISSN: 0005-1098
Wang, F., Wang, Z., Liang, J. and Liu, X. (2020) 'Recursive state estimation for two-dimensional shift-varying systems with random parameter perturbation and dynamical bias'. Automatica, 112. pp. 108658 - 108658. ISSN: 0005-1098
Hierons, RM., Li, M., Liu, X., Parejo, JA., Segura, S. and Yao, X. (2020) 'Many-objective test suite generation for software product lines'. ACM Transactions on Software Engineering and Methodology, 29 (1). pp. 1 - 46. ISSN: 1049-331X
Rahman, IU., Wang, Z., Liu, W., Ye, B., Zakarya, M. and Liu, X. (2020) 'An N-State Markovian Jumping Particle Swarm Optimization Algorithm'. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 51 (11). pp. 6626 - 6638. ISSN: 2168-2216
Wang, F., Wang, Z., Liang, J. and Liu, X. (2020) 'Robust Finite-Horizon Filtering for 2-D Systems with Randomly Varying Sensor Delays'. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 50 (1). pp. 220 - 232. ISSN: 2168-2216
Dodo, BI., Li, Y., Kaba, D. and Liu, X. (2019) 'Retinal Layer Segmentation in Optical Coherence Tomography Images'. IEEE Access, 7. pp. 152388 - 152398. ISSN: 2169-3536 Open Access Link
Liang, J., Wang, F., Wang, Z. and Liu, X. (2019) 'Minimum-variance recursive filtering for two-dimensional systems with degraded measurements: Boundedness and monotonicity'. IEEE Transactions on Automatic Control, 64 (10). pp. 4153 - 4166. ISSN: 0018-9286
Xue, Y., Li, M., Shepperd, M., Lauria, S. and Liu, X. (2019) 'A novel aggregation-based dominance for Pareto-based evolutionary algorithms to configure software product lines'. Neurocomputing, 364. pp. 32 - 48. ISSN: 0925-2312 Open Access Link
Liu, W., Wang, Z., Yuan, Y., Zeng, N., Hone, K. and Liu, X. (2019) 'A Novel Sigmoid-Function-Based Adaptive Weighted Particle Swarm Optimizer'. IEEE Transactions on Cybernetics, 51 (2). pp. 1085 - 1093. ISSN: 2168-2267 Open Access Link
Wang, F., Wang, Z., Liang, J. and Liu, X. (2019) 'Resilient State Estimation for 2-D Time-Varying Systems with Redundant Channels: A Variance-Constrained Approach'. IEEE Transactions on Cybernetics, 49 (7). pp. 2479 - 2489. ISSN: 2168-2267
Zeng, N., Wang, Z., Zhang, H., Kim, KE., Li, Y. and Liu, X. (2019) 'An Improved Particle Filter with a Novel Hybrid Proposal Distribution for Quantitative Analysis of Gold Immunochromatographic Strips'. IEEE Transactions on Nanotechnology, 18. pp. 819 - 829. ISSN: 1536-125X
Liu, W., Wang, Z., Liu, X., Zeng, N. and Bell, D. (2018) 'A Novel Particle Swarm Optimization Approach for Patient Clustering from Emergency Departments'. IEEE Transactions on Evolutionary Computation, 23 (4). pp. 632 - 644. ISSN: 1089-778X Open Access Link
Liang, J., Wang, F., Wang, Z. and Liu, X. (2018) 'Robust Kalman filtering for two-dimensional systems with multiplicative noises and measurement degradations: The finite-horizon case'. Automatica, 96. pp. 166 - 177. ISSN: 0005-1098
Wang, F., Wang, Z., Liang, J. and Liu, X. (2018) 'Resilient filtering for linear time-varying repetitive processes under uniform quantizations and round-robin protocols'. IEEE Transactions on Circuits and Systems I: Regular Papers, 65 (9). pp. 2992 - 3004. ISSN: 1549-8328
Tang, J., Tian, Y., Zhang, P. and Liu, X. (2018) 'Multiview privileged support vector machines'. IEEE Transactions on Neural Networks and Learning Systems, 29 (8). pp. 3463 - 3477. ISSN: 2162-237X
Tang, J., Tian, Y., Liu, X., Li, D., Lv, J. and Kou, G. (2018) 'Improved multi-view privileged support vector machine'. Neural Networks, 106. pp. 96 - 109. ISSN: 0893-6080
Wan, X., Wang, Z., Wu, M. and Liu, X. (2018) 'State Estimation for Discrete-Time Nonlinear Singularly Perturbed Complex Networks under the Round-Robin Protocol'. IEEE Transactions on Neural Networks and Learning Systems, 30 (2). pp. 415 - 426. ISSN: 2162-237X
Wang, F., Liang, J., Wang, Z. and Liu, X. (2018) 'A Variance-Constrained Approach to Recursive Filtering for Nonlinear 2-D Systems with Measurement Degradations'. IEEE Transactions on Cybernetics, 48 (6). pp. 1877 - 1887. ISSN: 2168-2267