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Songbai Liu
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Particle swarm optimization with a balanceable fitness estimation for many-objective optimization problems
Q Lin, S Liu, Q Zhu, C Tang, R Song, J Chen, CAC Coello, KC Wong, ...
IEEE Transactions on Evolutionary Computation 22 (1), 32-46, 2016
2602016
A clustering-based evolutionary algorithm for many-objective optimization problems
Q Lin, S Liu, KC Wong, M Gong, CAC Coello, J Chen, J Zhang
IEEE Transactions on Evolutionary Computation 23 (3), 391-405, 2018
1032018
A self-guided reference vector strategy for many-objective optimization
S Liu, Q Lin, KC Wong, CAC Coello, J Li, Z Ming, J Zhang
IEEE Transactions on Cybernetics 52 (2), 1164-1178, 2020
462020
Learning to accelerate evolutionary search for large-scale multiobjective optimization
S Liu, J Li, Q Lin, Y Tian, KC Tan
IEEE Transactions on Evolutionary Computation 27 (1), 67-81, 2022
382022
A novel multi-objective immune algorithm with a decomposition-based clonal selection
L Li, Q Lin, S Liu, D Gong, CAC Coello, Z Ming
Applied Soft Computing 81, 105490, 2019
382019
A fuzzy decomposition-based multi/many-objective evolutionary algorithm
S Liu, Q Lin, KC Tan, M Gong, CAC Coello
IEEE transactions on cybernetics 52 (5), 3495-3509, 2020
362020
A comprehensive competitive swarm optimizer for large-scale multiobjective optimization
S Liu, Q Lin, Q Li, KC Tan
IEEE Transactions on Systems, Man, and Cybernetics: Systems 52 (9), 5829-5842, 2021
352021
An adaptive clustering-based evolutionary algorithm for many-objective optimization problems
S Liu, Q Yu, Q Lin, KC Tan
Information Sciences 537, 261-283, 2020
342020
A variable importance-based differential evolution for large-scale multiobjective optimization
S Liu, Q Lin, Y Tian, KC Tan
IEEE Transactions on Cybernetics 52 (12), 13048-13062, 2021
332021
Evolutionary large-scale multiobjective optimization: Benchmarks and algorithms
S Liu, Q Lin, KC Wong, Q Li, KC Tan
IEEE Transactions on Evolutionary Computation 27 (3), 401-415, 2021
332021
A novel multi-objective evolutionary algorithm with dynamic decomposition strategy
S Liu, Q Lin, KC Wong, L Ma, CAC Coello, D Gong
Swarm and Evolutionary Computation 48, 182-200, 2019
292019
A survey on learnable evolutionary algorithms for scalable multiobjective optimization
S Liu, Q Lin, J Li, KC Tan
IEEE Transactions on Evolutionary Computation, 2023
282023
Evolutionary multitasking for large-scale multiobjective optimization
S Liu, Q Lin, L Feng, KC Wong, KC Tan
IEEE Transactions on Evolutionary Computation, 2022
282022
Evolutionary multi and many-objective optimization via clustering for environmental selection
S Liu, J Zheng, Q Lin, KC Tan
Information Sciences 578, 930-949, 2021
222021
Evolutionary large-scale multiobjective optimization via self-guided problem transformation
S Liu, M Jiang, Q Lin, KC Tan
2022 IEEE Congress on Evolutionary Computation (CEC), 1-8, 2022
82022
Benchmark problems for CEC2021 competition on evolutionary transfer multiobjectve optimization
S Liu, Q Lin, KC Tan, Q Li
arXiv preprint arXiv:2110.08033, 2021
72021
Neural Net-Enhanced Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization
L Li, Y Li, Q Lin, S Liu, J Zhou, Z Ming, CAC Coello
IEEE Transactions on Cybernetics, 2023
52023
An adaptive two-stage evolutionary algorithm for large-scale continuous multi-objective optimization
Q Lin, J Li, S Liu, L Ma, J Li, J Chen
Swarm and Evolutionary Computation 77, 101235, 2023
42023
Learning-Aided Evolutionary Search and Selection for Scaling-up Constrained Multiobjective Optimization
S Liu, Z Wang, Q Lin, J Li, KC Tan
IEEE Transactions on Evolutionary Computation, 2024
32024
Evolutionary Optimization with Simplified Helper Task for High-dimensional Expensive Multiobjective Problems
X Wu, Q Lin, J Zhou, S Liu, CA Coello Coello, VCM Leung
ACM Transactions on Evolutionary Learning, 2024
12024
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