国际期刊International Journal of Complexity in Applied Science and Technology，收录进化计算，机器学习和大数据方面的论文， 投稿网址：https://www.inderscience.com/jhome.php?jcode=ijcast
单目标优化（Single-objective Optimization）
遗传算法（Genetic Algorithm, GA）
Holland, J. H. (1975). "Adaptation in Natural and Artificial Systems."模拟退火（Simulated Annealing, SA）
Kirkpatrick, S., Gelatt, C. D., & Vecchi, M. P. (1983). "Optimization by Simulated Annealing." Science.粒子群优化（Particle Swarm Optimization, PSO）
Kennedy, J., & Eberhart, R. (1995). "Particle Swarm Optimization." Proceedings of IEEE International Conference on Neural Networks.多目标优化（Multi-objective Optimization）
非支配排序遗传算法II（Non-dominated Sorting Genetic Algorithm II, NSGA-II）
Deb, K., Pratap, A., Agarwal, S., & Meyarivan, T. (2002). "A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II." IEEE Transactions on Evolutionary Computation.多目标粒子群优化（Multi-objective Particle Swarm Optimization, MOPSO）
Coello Coello, C. A., Pulido, G. T., & Lechuga, M. S. (2004). "Handling Multiple Objectives with Particle Swarm Optimization." IEEE Transactions on Evolutionary Computation.基于分解的多目标进化算法（Multi-objective Evolutionary Algorithm based on Decomposition, MOEA/D）
Zhang, Q., & Li, H. (2007). "MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition." IEEE Transactions on Evolutionary Computation.高维多目标优化（Many-objective Optimization）
SPEA2+SDE（Strength Pareto Evolutionary Algorithm 2 + Shift-based Density Estimation）
Jiang, S., Yang, S., & Wang, T. (2017). "A Strength Pareto Evolutionary Algorithm Based on Reference Direction for Multiobjective and Many-objective Optimization." IEEE Transactions on Evolutionary Computation.NSGA-III（Non-dominated Sorting Genetic Algorithm III）
Deb, K., & Jain, H. (2014). "An Evolutionary Many-Objective Optimization Algorithm Using Reference-point-based Nondominated Sorting Approach, Part I: Solving Problems with Box Constraints." IEEE Transactions on Evolutionary Computation.MOEA/DD（Decomposition-based Multi-objective Evolutionary Algorithm with Dynamic Dominance）
Ishibuchi, H., Tsukamoto, N., & Nojima, Y. (2008). "Evolutionary Many-objective Optimization: A Short Review." IEEE Congress on Evolutionary Computation.约束多目标优化（Constrained Multi-objective Optimization）
ε-约束法（ε-Constraint Method）
Haimes, Y. Y., Lasdon, L. S., & Wismer, D. A. (1971). "On a Bicriterion Formulation of the Problems of Integrated System Identification and System Optimization." IEEE Transactions on Systems, Man, and Cybernetics.NSGA-II with Constraint Handling
Deb, K. (2000). "An Efficient Constraint Handling Method for Genetic Algorithms." Computer Methods in Applied Mechanics and Engineering.基于罚函数的多目标进化算法（Penalty Function-based Multi-objective Evolutionary Algorithm）
Joines, J., & Houck, C. (1994). "On the Use of Non-Stationary Penalty Functions to Solve Nonlinear Constrained Optimization Problems with GA's." Proceedings of the First IEEE Conference on Evolutionary Computation.大规模多目标优化（Large-scale Multi-objective Optimization）
基于分布估计算法的多目标优化（Multi-objective Estimation of Distribution Algorithm, MOEDA）
Larrañaga, P., & Lozano, J. A. (2001). "Estimation of Distribution Algorithms: A New Tool for Evolutionary Computation." Springer Science & Business Media.分层进化算法（Hierarchical Evolutionary Algorithm, HEA）
Wang, H., Ishibuchi, H., & Tan, K. C. (2017). "Large-scale Multi-objective Optimization using Evolutionary Algorithms: A Survey." IEEE Computational Intelligence Magazine.基于分解的多目标进化算法（MOEA/D with Large-scale Optimization）
Li, K., Deb, K., Zhang, Q., & Kwong, S. (2015). "An Evolutionary Many-objective Optimization Algorithm Based on Dominance and Decomposition." IEEE Transactions on Evolutionary Computation.昂贵优化（Expensive Optimization）
基于代理模型的进化算法（Surrogate-assisted Evolutionary Algorithm, SEA）
Jin, Y. (2005). "A Comprehensive Survey of Fitness Approximation in Evolutionary Computation." Soft Computing.贝叶斯优化（Bayesian Optimization）
Mockus, J. (1975). "On Bayesian Methods for Seeking the Extremum." Proceedings of the IFIP Technical Conference on Optimization Techniques.基于响应面方法的进化算法（Response Surface Methodology-based Evolutionary Algorithm, RSM-EA）
Myers, R. H., & Montgomery, D. C. (2002). "Response Surface Methodology: Process and Product Optimization Using Designed Experiments." John Wiley & Sons.多模态优化（Multimodal Optimization）
差分进化算法（Differential Evolution, DE）
Storn, R., & Price, K. (1997). "Differential Evolution – A Simple and Efficient Heuristic for Global Optimization over Continuous Spaces." Journal of Global Optimization.共享记忆粒子群优化（Comprehensive Learning Particle Swarm Optimizer, CLPSO）
Liang, J. J., Qin, A. K., Suganthan, P. N., & Baskar, S. (2006). "Comprehensive Learning Particle Swarm Optimizer for Global Optimization of Multimodal Functions." IEEE Transactions on Evolutionary Computation.基于niching的遗传算法（Genetic Algorithm with Niching）
Mahfoud, S. W. (1995). "Niching Methods for Genetic Algorithms." Proceedings of the First IEEE Conference on Evolutionary Computation.