Evolutionary Computation and Machine Learning Research Group: Publications
Our publications are organised by year, or you can see the full list
here.
Our 20 most recent publications:
- Wood, J., Nguyen, B., Xue, B., Zhang, M., & Killeen, D. (2025) "Hook, line, and spectra: machine learning for fish species identification and body part classification using rapid evaporative ionization mass spectrometry". Intelligent Marine Technology and Systems, 3(1). doi:10.1007/s44295-025-00066-3
- Palli, A. S., Jaafar, J., Md Saad, M. H., Mokhtar, A. A., Gomes, H. M., Soomro, A. A., & Gilal, A. R. (2025) "Smart adaptive ensemble model for multiclass imbalanced nonstationary data streams". Scientific Reports, 15(1). doi:10.1038/s41598-025-05122-w
- Tang, S., Chen, Q., Xue, B., Huang, M., & Zhang, M. (2025) "Regularized multi-task learning with individual-feature-based task correlations for Alzheimer's cognitive score prediction". Computer Methods and Programs in Biomedicine, 270. doi:10.1016/j.cmpb.2025.108954
- Huang, J., Xue, B., Sun, Y., Zhang, M., & Yen, G. G. (2025) "Efficient perturbation-aware distinguishing score for zero-shot neural architecture search". Applied Soft Computing, 182. doi:10.1016/j.asoc.2025.113447
- Xie, H., Liu, I., Xue, B., & Zhang, M. (2025) "Partial multi-label feature selection via adaptive dual-graph regularization". Knowledge Based Systems, 326. doi:10.1016/j.knosys.2025.114077
- Wang, Q., Bi, Y., Xue, B., & Zhang, M. (2025) "A new genetic programming approach to fine-grained flower image classification". Complex and Intelligent Systems, 11(9). doi:10.1007/s40747-025-02004-6
- Huang, J., Xue, B., Sun, Y., Zhang, M., & Yen, G. G. (2025) "Automated design of neural networks with multi-scale convolutions via multi-path weight sampling". Pattern Recognition, 165. doi:10.1016/j.patcog.2025.111605
- Zhen, H., Xue, B., Gong, W., Zhang, M., & Wang, L. (2025) "Offline evolutionary optimization with problem-driven model pool design and weighted model selection indicator". Swarm and Evolutionary Computation, 97. doi:10.1016/j.swevo.2025.102034
- Schindler, J., Sun, Z., Xue, B., & Zhang, M. (2025) "Efficient tree mapping through deep distance transform (DDT) learning". ISPRS Open Journal of Photogrammetry and Remote Sensing, 17. doi:10.1016/j.ophoto.2025.100095
- Han, B., Li, H., Li, K., Zhai, J., Ren, W., Gang, S., . . . Xue, B. (2025) "Uncovering the commodification of food in rural Chinese households". Journal of Rural Studies, 118. doi:10.1016/j.jrurstud.2025.103693
- Xie, C., Xue, B., Yang, M., Zhang, M., Xu, Z., Wang, J., . . . Liu, Y. (2025) "Evolutionary neural architecture search for automatically designing CNN-GRU-Attention neural networks for turntable servo systems". Expert Systems with Applications, 283. doi:10.1016/j.eswa.2025.127765
- Pang, J., Mei, Y., & Zhang, M. (2025) "A Multiform Many-Objective Genetic Programming Method for Dynamic Flexible Job Shop Scheduling". In Proceedings of the Genetic and Evolutionary Computation Conference (pp. 267-276). ACM. doi:10.1145/3712256.3726371
- Long, Q., Wang, B., Xue, B., & Zhang, M. (2025) "A Multi-Objective Approach to Optimizing Kolmogorov-Arnold Networks for Classification Tasks to Balance Accuracy and Interpretability". In Proceedings of the Genetic and Evolutionary Computation Conference (pp. 1273-1281). ACM. doi:10.1145/3712256.3726354
- Chen, X. -L., Mei, Y., & Zhang, M. (2025) "Learning Adaptive Neighborhood Search with Dual Operator Selection for Capacitated Vehicle Routing Problem". In Proceedings of the Genetic and Evolutionary Computation Conference (pp. 1108-1116). ACM. doi:10.1145/3712256.3726372
- Bai, M., Gao, X., Niu, J., & Ma, J. (2025) "Multi-Objective Genetic Programming for Imbalanced Classification with Adaptive Thresholds and a New Fitness Function". In Proceedings of the Genetic and Evolutionary Computation Conference (pp. 961-969). ACM. doi:10.1145/3712256.3726348
- Zhang, F., Ardeh, M. A., Mei, Y., & Zhang, M. (2025) "Genetic Programming with Tabu List for Dynamic Flexible Job Shop Scheduling". Evolutionary Computation, 1-29. doi:10.1162/evco.a.26
- Huang, Z., Mei, Y., Zhang, F., Zhang, M., & Banzhaf, W. (2025) "Cross-Representation Genetic Programming: A Case Study on Tree-Based and Linear Representations". Evolutionary Computation, 1-28. doi:10.1162/evco.a.25
- Xu, H., Xue, B., & Zhang, M. (2025) "An adaptive initialization and multitasking based evolutionary algorithm for bi-objective feature selection in classification". Complex and Intelligent Systems, 11(7). doi:10.1007/s40747-025-01941-6
- Xu, B., Cao, X., Zhang, S., Shen, J., Wang, C., Wang, S., . . . Wang, Y. (2025) "Terminal normalization in genetic programming for dynamic flexible job shop scheduling". Swarm and Evolutionary Computation, 96. doi:10.1016/j.swevo.2025.101970
- Li, N., Ma, L., Wang, R., Cheng, S., Sun, Y., Xue, B., & Zhang, M. (2025) "Listwise ranking predictor for evolutionary neural architecture search". Swarm and Evolutionary Computation, 96. doi:10.1016/j.swevo.2025.101956