Songbai Liu

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 33

Top Topics

Multiobjective Optimization

Evolutionary Algorithm

Image Thresholding

Top Venues

IEEE Trans. Evol. Comput.

IEEE Trans. Cybern.

Publications

Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan
Towards Multi-Objective High-Dimensional Feature Selection via Evolutionary Multitasking. CoRR (2024)
Xun Zhou, Zhenkun Wang, Liang Feng, Songbai Liu, Ka-Chun Wong, Kay Chen Tan
Toward Evolutionary Multitask Convolutional Neural Architecture Search. IEEE Trans. Evol. Comput. 28 (3) (2024)
Xuan Duan, Songbai Liu, Junkai Ji, Lingjie Li, Qiuzhen Lin, Kay Chen Tan
Evolutionary Multiobjective Feature Selection Assisted by Unselected Features. CEC (2024)
Xunfeng Wu, Songbai Liu, Junkai Ji, Lijia Ma, Victor C. M. Leung
A Surrogate-Assisted Evolutionary Algorithm for Expensive Dynamic Multimodal Optimzation. CEC (2024)
Songbai Liu, Jun Li, Qiuzhen Lin, Ye Tian, Jianqiang Li, Kay Chen Tan
Evolutionary Large-Scale Multiobjective Optimization via Autoencoder-Based Problem Transformation. IEEE Trans. Emerg. Top. Comput. Intell. 8 (4) (2024)
Xiaoming Xue, Liang Feng, Cuie Yang, Songbai Liu, Linqi Song, Kay Chen Tan
Multiobjective Sequential Transfer Optimization: Benchmark Problems and Preliminary Results. CEC (2024)
Zhouming Zhu, Lingjie Li, Zhijiao Xiao, Songbai Liu, Lijia Ma, Qiuzhen Lin, Zhong Ming
A High-Dimensional Feature Selection Method via Selection and Non-selection Operators and Local Search Mechanism in Particle Swarm Optimization. ICIC (2) (2024)
Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization. ICIC (2) (2024)
Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan
Towards multi-objective high-dimensional feature selection via evolutionary multitasking. Swarm Evol. Comput. 89 (2024)
Lingjie Li, Yongfeng Li, Qiuzhen Lin, Songbai Liu, Junwei Zhou, Zhong Ming, Carlos A. Coello Coello
Neural Net-Enhanced Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization. IEEE Trans. Cybern. 54 (6) (2024)
Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization. CoRR (2024)
Songbai Liu, Hongru Li, Youhe Huang, Shuang Wen
TS-TFSIAM: Time-series self-supervised learning with time-frequency SiameseNet. Knowl. Based Syst. 288 (2024)
Songbai Liu, Jun Li, Qiuzhen Lin, Ye Tian, Kay Chen Tan
Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization. IEEE Trans. Evol. Comput. 27 (1) (2023)
Songbai Liu, Qiuzhen Lin, Liang Feng, Ka-Chun Wong, Kay Chen Tan
Evolutionary Multitasking for Large-Scale Multiobjective Optimization. IEEE Trans. Evol. Comput. 27 (4) (2023)
Songbai Liu, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization. IEEE Trans. Evol. Comput. 27 (6) (2023)
Xun Zhou, Songbai Liu, Ka-Chun Wong, Qiuzhen Lin, Kay Chen Tan
A Hybrid Search Method for Accelerating Convolutional Neural Architecture Search. ICMLC (2023)
Qiuzhen Lin, Jun Li, Songbai Liu, Lijia Ma, Jian-Qiang Li, Jianyong Chen
An adaptive two-stage evolutionary algorithm for large-scale continuous multi-objective optimization. Swarm Evol. Comput. 77 (2023)
Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Qing Li, Kay Chen Tan
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms. IEEE Trans. Evol. Comput. 27 (3) (2023)
Youhe Huang, Rongfeng Zhang, Hongru Li, Yunlong Xia, Xia Yu, Songbai Liu, Yiheng Yang
A multi-label learning prediction model for heart failure in patients with atrial fibrillation based on expert knowledge of disease duration. Appl. Intell. 53 (17) (2023)
Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Carlos A. Coello Coello, Jianqiang Li, Zhong Ming, Jun Zhang
A Self-Guided Reference Vector Strategy for Many-Objective Optimization. IEEE Trans. Cybern. 52 (2) (2022)
Songbai Liu, Qiuzhen Lin, Ye Tian, Kay Chen Tan
A Variable Importance-Based Differential Evolution for Large-Scale Multiobjective Optimization. IEEE Trans. Cybern. 52 (12) (2022)
Songbai Liu, Qiuzhen Lin, Qing Li, Kay Chen Tan
A Comprehensive Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization. IEEE Trans. Syst. Man Cybern. Syst. 52 (9) (2022)
Songbai Liu
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization. CoRR (2022)
Songbai Liu, Min Jiang, Qiuzhen Lin, Kay Chen Tan
Evolutionary Large-Scale Multiobjective Optimization via Self-guided Problem Transformation. CEC (2022)
Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Maoguo Gong, Carlos A. Coello Coello
A Fuzzy Decomposition-Based Multi/Many-Objective Evolutionary Algorithm. IEEE Trans. Cybern. 52 (5) (2022)
Songbai Liu, Junhao Zheng, Qiuzhen Lin, Kay Chen Tan
Evolutionary multi and many-objective optimization via clustering for environmental selection. Inf. Sci. 578 (2021)
Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Qing Li
Benchmark Problems for CEC2021 Competition on Evolutionary Transfer Multiobjectve Optimization. CoRR (2021)
Songbai Liu, Qiyuan Yu, Qiuzhen Lin, Kay Chen Tan
An adaptive clustering-based evolutionary algorithm for many-objective optimization problems. Inf. Sci. 537 (2020)
Qiuzhen Lin, Songbai Liu, Ka-Chun Wong, Maoguo Gong, Carlos A. Coello Coello, Jianyong Chen, Jun Zhang
A Clustering-Based Evolutionary Algorithm for Many-Objective Optimization Problems. IEEE Trans. Evol. Comput. 23 (3) (2019)
Lingjie Li, Qiuzhen Lin, Songbai Liu, Dunwei Gong, Carlos A. Coello Coello, Zhong Ming
A novel multi-objective immune algorithm with a decomposition-based clonal selection. Appl. Soft Comput. 81 (2019)
Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Lijia Ma, Carlos A. Coello Coello, Dunwei Gong
A novel multi-objective evolutionary algorithm with dynamic decomposition strategy. Swarm Evol. Comput. 48 (2019)
Qiuzhen Lin, Songbai Liu, Qingling Zhu, Chaoyu Tang, Ruizhen Song, Jianyong Chen, Carlos A. Coello Coello, Ka-Chun Wong, Jun Zhang
Particle Swarm Optimization With a Balanceable Fitness Estimation for Many-Objective Optimization Problems. IEEE Trans. Evol. Comput. 22 (1) (2018)
Songbai Liu, Qiuzhen Lin, Jianyong Chen
A Novel Multi-objective Evolutionary Algorithm Based on a Further Decomposition Strategy. CIS (2017)