Deep Reinforcement Learning Based Adaptive Operator Selection for Evolutionary Multi-Objective Optimization

Learning Adaptive Differential Evolution Algorithm From Optimization Experiences by Policy Gradient

(2021) Jianyong Sun et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

A Gradient-Guided Evolutionary Approach to Training Deep Neural Networks

(2021) Shangshang Yang et al.   IEEE Transactions on Neural Networks and Learning Systems

Leader Recommend Operators Selection Strategy for A Multiobjective Evolutionary Algorithm Based on Decomposition

(2020) Zeyuan Yan et al.   INFORMATION SCIENCES

Decomposition-Based Multiobjective Optimization with Bicriteria Assisted Adaptive Operator Selection

(2020) Wu Lin et al.   Swarm and Evolutionary Computation

A reinforcement learning approach for dynamic multi-objective optimization

(2020) Fei Zou et al.   INFORMATION SCIENCES

Evolutionary Multiobjective Optimization Driven by Generative Adversarial Networks (GANs)

(2020) Cheng He et al.   IEEE Transactions on Cybernetics

Deep Reinforcement Learning for Multiobjective Optimization

(2020) Kaiwen Li et al.   IEEE Transactions on Cybernetics

AdaBoost-inspired multi-operator ensemble strategy for multi-objective evolutionary algorithms

(2019) Chao Wang et al.   NEUROCOMPUTING

Efficient Large-Scale Multiobjective Optimization Based on a Competitive Swarm Optimizer

(2019) Ye Tian et al.   IEEE Transactions on Cybernetics

A Decision Variable Clustering-Based Evolutionary Algorithm for Large-Scale Many-Objective Optimization

(2018) Xingyi Zhang et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Automated Algorithm Selection: Survey and Perspectives

(2018) Pascal Kerschke et al.   EVOLUTIONARY COMPUTATION

A novel multi-objective evolutionary algorithm with fuzzy logic based adaptive selection of operators: FAME

(2018) Alejandro Santiago et al.   INFORMATION SCIENCES

PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum]

(2017) Ye Tian et al.   IEEE Computational Intelligence Magazine

A Classification and Comparison of Credit Assignment Strategies in Multiobjective Adaptive Operator Selection

(2017) Nozomi Hitomi et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Pareto or Non-Pareto: Bi-Criterion Evolution in Multiobjective Optimization

(2016) Miqing Li et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

A Self-Organizing Multiobjective Evolutionary Algorithm

(2016) Hu Zhang et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Adaptive composite operator selection and parameter control for multiobjective evolutionary algorithm

(2016) Qiuzhen Lin et al.   INFORMATION SCIENCES

A Multiobjective Evolutionary Algorithm Using Gaussian Process-Based Inverse Modeling

(2015) Ran Cheng et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

AutoFolio: An Automatically Configured Algorithm Selector

(2015) Marius Lindauer et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Decomposition of a Multiobjective Optimization Problem Into a Number of Simple Multiobjective Subproblems

(2013) Hai-Lin Liu et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Adaptive Operator Selection With Bandits for a Multiobjective Evolutionary Algorithm Based on Decomposition

(2013) Ke Li et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Multiobjective evolutionary algorithms: A survey of the state of the art

(2011) Aimin Zhou et al.   Swarm and Evolutionary Computation

A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms

(2011) Joaquín Derrac et al.   Swarm and Evolutionary Computation

JADE: Adaptive Differential Evolution With Optional External Archive

(2009) Jingqiao Zhang et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Multiobjective Optimization Problems With Complicated Pareto Sets, MOEA/D and NSGA-II

(2008) Hui Li et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization

(2008) A.K. Qin et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION