Journal: IEEE Trans. Evolutionary Computation

Volume 25, Issue 6

1013 -- 1027Zhenshou Song, Handing Wang, Cheng He 0001, Yaochu Jin. A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization
1028 -- 1048Linjun He, Hisao Ishibuchi, Anupam Trivedi, Handing Wang, Yang Nan, Dipti Srinivasan. A Survey of Normalization Methods in Multiobjective Evolutionary Algorithms
1049 -- 1063Baligh Al-Helali, Qi Chen 0002, Bing Xue 0001, Mengjie Zhang 0001. Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data
1064 -- 1078Wenhua Li, Tao Zhang 0033, Rui Wang 0017, Hisao Ishibuchi. Weighted Indicator-Based Evolutionary Algorithm for Multimodal Multiobjective Optimization
1079 -- 1090Richard John Preen, Stewart W. Wilson, Larry Bull. Autoencoding With a Classifier System
1091 -- 1102Lu Wang 0009, Lei Ma, Chao Wang, Nenggang Xie, Jin Ming Koh, Kang Hao Cheong. Identifying Influential Spreaders in Social Networks Through Discrete Moth-Flame Optimization
1103 -- 1117Kamrul Hasan Rahi, Hemant Kumar Singh, Tapabrata Ray. Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization
1118 -- 1132Damien O'Neill, Bing Xue 0001, Mengjie Zhang 0001. Evolutionary Neural Architecture Search for High-Dimensional Skip-Connection Structures on DenseNet Style Networks
1133 -- 1147Ran Wang 0001, Zichao Zhang. Set Theory-Based Operator Design in Evolutionary Algorithms for Solving Knapsack Problems
1148 -- 1162Ying Bi, Bing Xue 0001, Mengjie Zhang 0001. A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification
1163 -- 1177David Issa Mattos, Jan Bosch, Helena Holmström Olsson. Statistical Models for the Analysis of Optimization Algorithms With Benchmark Functions

Volume 25, Issue 5

810 -- 814Weiping Ding 0001, Witold Pedrycz, Gary G. Yen, Bing Xue 0001. Guest Editorial Evolutionary Computation Meets Deep Learning
815 -- 829Xiangru Chen, Yanan Sun 0001, Mengjie Zhang 0001, Dezhong Peng. Evolving Deep Convolutional Variational Autoencoders for Image Classification
830 -- 841Tong Zhang 0015, Chunyu Lei, Zongyan Zhang, Xianbing Meng, C. L. Philip Chen. AS-NAS: Adaptive Scalable Neural Architecture Search With Reinforced Evolutionary Algorithm for Deep Learning
842 -- 855Mincan Li, Zidong Wang, Kenli Li 0001, Xiangke Liao, Kate Hone, Xiaohui Liu. Task Allocation on Layered Multiagent Systems: When Evolutionary Many-Objective Optimization Meets Deep Q-Learning
856 -- 868Feiran Huang, Alireza Jolfaei, Ali Kashif Bashir. Robust Multimodal Representation Learning With Evolutionary Adversarial Attention Networks
869 -- 882Miao Zhang, Huiqi Li, Shirui Pan, Juan Lyu, Steve S. H. Ling, Steven W. Su. Convolutional Neural Networks-Based Lung Nodule Classification: A Surrogate-Assisted Evolutionary Algorithm for Hyperparameter Optimization
883 -- 893Xinyan Liang, Qian Guo, Yuhua Qian, Weiping Ding 0001, Qingfu Zhang. Evolutionary Deep Fusion Method and its Application in Chemical Structure Recognition
894 -- 912Xun Zhou, A. Kai Qin, Maoguo Gong, Kay Chen Tan. A Survey on Evolutionary Construction of Deep Neural Networks
913 -- 927Mu Zhou, Yuexin Long, Weiping Zhang 0001, Qiaolin Pu, Yong Wang 0004, Wei Nie, Wei He. Adaptive Genetic Algorithm-Aided Neural Network With Channel State Information Tensor Decomposition for Indoor Localization
928 -- 940Yu-Wei Wen, Sheng-Hsuan Peng, Chuan-Kang Ting. Two-Stage Evolutionary Neural Architecture Search for Transfer Learning
941 -- 955Dawei Zhan, Huanlai Xing. A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning
956 -- 970Dogan Corus, Pietro S. Oliveto, Donya Yazdani. Fast Immune System-Inspired Hypermutation Operators for Combinatorial Optimization
971 -- 985Leonardo Lai, Lorenzo Fiaschi, Marco Cococcioni, Kalyanmoy Deb. Solving Mixed Pareto-Lexicographic Multiobjective Optimization Problems: The Case of Priority Levels
986 -- 1000Shiming Chen, Wenjie Wang, Beihao Xia, Xinge You, Qinmu Peng, Zehong Cao, Weiping Ding 0001. CDE-GAN: Cooperative Dual Evolution-Based Generative Adversarial Network
1001 -- 1011Aymeric Blot, Justyna Petke. Empirical Comparison of Search Heuristics for Genetic Improvement of Software

Volume 25, Issue 4

609 -- 629Danial Yazdani, Ran Cheng, Donya Yazdani, Jürgen Branke, Yaochu Jin, Xin Yao 0001. A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part A
630 -- 650Danial Yazdani, Ran Cheng, Donya Yazdani, Jürgen Branke, Yaochu Jin, Xin Yao 0001. A Survey of Evolutionary Continuous Dynamic Optimization Over Two Decades - Part B
651 -- 665Fangfang Zhang 0003, Yi Mei 0001, Su Nguyen, Mengjie Zhang 0001, Kay Chen Tan. Surrogate-Assisted Evolutionary Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling
666 -- 680Jianyong Sun, Xin Liu, Thomas Bäck, ZongBen Xu. Learning Adaptive Differential Evolution Algorithm From Optimization Experiences by Policy Gradient
681 -- 695Jesús Guillermo Falcón-Cardona, Hisao Ishibuchi, Carlos A. Coello Coello, Michael Emmerich. On the Effect of the Cooperation of Indicator-Based Multiobjective Evolutionary Algorithms
696 -- 709Weijie Zheng 0001, Huanhuan Chen, Xin Yao 0001. Analysis of Evolutionary Algorithms on Fitness Function With Time-Linkage Property
710 -- 723Jiajun Zhou, Liang Gao 0001, Xinyu Li 0001. Ensemble of Dynamic Resource Allocation Strategies for Decomposition-Based Multiobjective Optimization
724 -- 738Shufen Qin, Chaoli Sun, Yaochu Jin, Ying Tan 0003, Jonathan Fieldsend. Large-Scale Evolutionary Multiobjective Optimization Assisted by Directed Sampling
739 -- 753Mengjun Ming 0001, Anupam Trivedi, Rui Wang 0017, Dipti Srinivasan, Tao Zhang 0033. A Dual-Population-Based Evolutionary Algorithm for Constrained Multiobjective Optimization
754 -- 768Kai Zhang, Chaonan Shen, Gary G. Yen, Zhiwei Xu 0004, Juanjuan He. Two-Stage Double Niched Evolution Strategy for Multimodal Multiobjective Optimization
769 -- 778Genghui Li, Qingfu Zhang 0001. Multiple Penalties and Multiple Local Surrogates for Expensive Constrained Optimization
779 -- 793Jun-Rong Jian, Zong-Gan Chen, Zhi-hui Zhan, Jun Zhang 0003. Region Encoding Helps Evolutionary Computation Evolve Faster: A New Solution Encoding Scheme in Particle Swarm for Large-Scale Optimization
794 -- 808Xinfang Ji, Yong Zhang 0016, Dunwei Gong, Xiaoyan Sun 0002. Dual-Surrogate-Assisted Cooperative Particle Swarm Optimization for Expensive Multimodal Problems

Volume 25, Issue 3

405 -- 418Ye Tian 0009, Ruchen Liu, Xingyi Zhang, Haiping Ma, Kay Chen Tan, Yaochu Jin. A Multipopulation Evolutionary Algorithm for Solving Large-Scale Multimodal Multiobjective Optimization Problems
419 -- 432Shuai Wang 0009, Jing Liu 0006, Yaochu Jin. A Computationally Efficient Evolutionary Algorithm for Multiobjective Network Robustness Optimization
433 -- 447Qi Chen 0002, Bing Xue 0001, Mengjie Zhang 0001. Preserving Population Diversity Based on Transformed Semantics in Genetic Programming for Symbolic Regression
448 -- 462Cheng He, Ran Cheng, Ye Tian 0009, Xingyi Zhang, Kay Chen Tan, Yaochu Jin. Paired Offspring Generation for Constrained Large-Scale Multiobjective Optimization
463 -- 477Ali Ahrari, Saber Mohammed Elsayed, Ruhul Amin Sarker, Daryl Essam, Carlos A. Coello Coello. Adaptive Multilevel Prediction Method for Dynamic Multimodal Optimization
478 -- 491Sheng-Hao Wu, Zhi-hui Zhan, Jun Zhang 0003. SAFE: Scale-Adaptive Fitness Evaluation Method for Expensive Optimization Problems
492 -- 507Su Nguyen, Dhananjay Raghavan Thiruvady, Mengjie Zhang 0001, Kay Chen Tan. A Genetic Programming Approach for Evolving Variable Selectors in Constraint Programming
508 -- 523Qingqi Long, Xiaoying Tao, Ying Shi, Shuzhu Zhang. Evolutionary Game Analysis Among Three Green-Sensitive Parties in Green Supply Chains
524 -- 536Yanan Sun, Xian Sun, Yuhan Fang, Gary G. Yen, Yuqiao Liu 0002. A Novel Training Protocol for Performance Predictors of Evolutionary Neural Architecture Search Algorithms
537 -- 551Zhaopin Su, Guofu Zhang, Feng Yue, Dezhi Zhan, Miqing Li, Bin Li 0025, Xin Yao 0001. Enhanced Constraint Handling for Reliability-Constrained Multiobjective Testing Resource Allocation
552 -- 566Fangfang Zhang 0003, Yi Mei 0001, Su Nguyen, Mengjie Zhang 0001. Correlation Coefficient-Based Recombinative Guidance for Genetic Programming Hyperheuristics in Dynamic Flexible Job Shop Scheduling
567 -- 581Lei Zhou, Liang Feng, Abhishek Gupta 0001, Yew-Soon Ong. Learnable Evolutionary Search Across Heterogeneous Problems via Kernelized Autoencoding
582 -- 594Liang Xi, Ruidong Wang, Zhi-Yu Yao, Fengbin Zhang. Multisource Neighborhood Immune Detector Adaptive Model for Anomaly Detection
595 -- 607Ke Tang, Shengcai Liu, Peng Yang 0008, Xin Yao 0001. Few-Shots Parallel Algorithm Portfolio Construction via Co-Evolution

Volume 25, Issue 2

205 -- 218Hang Xu, Bing Xue 0001, Mengjie Zhang 0001. A Duplication Analysis-Based Evolutionary Algorithm for Biobjective Feature Selection
219 -- 233Feng-Feng Wei, Wei-neng Chen, Qiang Yang 0008, Jeremiah D. Deng, Xiaonan Luo, Hu Jin, Jun Zhang 0003. A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive Optimization
234 -- 246Cyril Picard, Jürg Schiffmann. Realistic Constrained Multiobjective Optimization Benchmark Problems From Design
247 -- 261Kai Wu 0003, Jing Liu 0006, Xingxing Hao, Penghui Liu, Fang Shen. An Evolutionary Multiobjective Framework for Complex Network Reconstruction Using Community Structure
262 -- 276Zedong Tang, Maoguo Gong, Yue Wu 0004, Wenfeng Liu, Yu Xie. Regularized Evolutionary Multitask Optimization: Learning to Intertask Transfer in Aligned Subspace
277 -- 291Zhichao Lu, Ian Whalen, Yashesh D. Dhebar, Kalyanmoy Deb, Erik D. Goodman, Wolfgang Banzhaf, Vishnu Naresh Boddeti. Multiobjective Evolutionary Design of Deep Convolutional Neural Networks for Image Classification
292 -- 306Zhenan He, Gary G. Yen, Jinliang Ding. Knee-Based Decision Making and Visualization in Many-Objective Optimization
307 -- 319Thomas Weise 0001, Zhize Wu, Xinlu Li, Yan Chen. Frequency Fitness Assignment: Making Optimization Algorithms Invariant Under Bijective Transformations of the Objective Function Value
320 -- 333Xiaoyu He, Zibin Zheng, Yuren Zhou. MMES: Mixture Model-Based Evolution Strategy for Large-Scale Optimization
334 -- 345Peng Zhang, Jinlong Li, Tengfei Li, Huanhuan Chen. A New Many-Objective Evolutionary Algorithm Based on Determinantal Point Processes
346 -- 357David M. Bossens, Danesh Tarapore. QED: Using Quality-Environment-Diversity to Evolve Resilient Robot Swarms
358 -- 370Chantal Olieman, Anton Bouter, Peter A. N. Bosman. Fitness-Based Linkage Learning in the Real-Valued Gene-Pool Optimal Mixing Evolutionary Algorithm
371 -- 385Haoyu Zhang, Yaochu Jin, Ran Cheng, Kuangrong Hao. Efficient Evolutionary Search of Attention Convolutional Networks via Sampled Training and Node Inheritance
386 -- 401Risto Miikkulainen, Olivier Francon, Elliot Meyerson, Xin Qiu, Darren Sargent, Elisa Canzani, Babak Hodjat. From Prediction to Prescription: Evolutionary Optimization of Nonpharmaceutical Interventions in the COVID-19 Pandemic

Volume 25, Issue 1

1 -- 20Ke Shang, Hisao Ishibuchi, Linjun He, Lie Meng Pang. A Survey on the Hypervolume Indicator in Evolutionary Multiobjective Optimization
21 -- 34Xinye Cai, Yushun Xiao, Miqing Li, Han Hu, Hisao Ishibuchi, Xiaoping Li 0001. A Grid-Based Inverted Generational Distance for Multi/Many-Objective Optimization
35 -- 47Xingxing Hao, Rong Qu, Jing Liu 0006. A Unified Framework of Graph-Based Evolutionary Multitasking Hyper-Heuristic
48 -- 60Julian Blank, Kalyanmoy Deb, Yashesh D. Dhebar, Sunith Bandaru, Haitham Seada. Generating Well-Spaced Points on a Unit Simplex for Evolutionary Many-Objective Optimization
61 -- 74Masaya Nakata, Will N. Browne. Learning Optimality Theory for Accuracy-Based Learning Classifier Systems
75 -- 86Jiawei Yuan, Hai-Lin Liu 0001, Fangqing Gu, Qingfu Zhang 0001, Zhaoshui He. Investigating the Properties of Indicators and an Evolutionary Many-Objective Algorithm Using Promising Regions
87 -- 101Ying Bi, Bing Xue 0001, Mengjie Zhang. Genetic Programming With Image-Related Operators and a Flexible Program Structure for Feature Learning in Image Classification
102 -- 116Ye Tian 0009, Tao Zhang, Jianhua Xiao, Xingyi Zhang, Yaochu Jin. A Coevolutionary Framework for Constrained Multiobjective Optimization Problems
117 -- 129Min Jiang 0005, Zhenzhong Wang, Haokai Hong, Gary G. Yen. Knee Point-Based Imbalanced Transfer Learning for Dynamic Multiobjective Optimization
130 -- 144Qiuzhen Lin, Wu Lin, Zexuan Zhu, Maoguo Gong, Jianqiang Li 0001, Carlos A. Coello Coello. Multimodal Multiobjective Evolutionary Optimization With Dual Clustering in Decision and Objective Spaces
145 -- 158Guo Yu, Yaochu Jin, Markus Olhofer. A Multiobjective Evolutionary Algorithm for Finding Knee Regions Using Two Localized Dominance Relationships
159 -- 171Ming Yang 0003, Aimin Zhou, Changhe Li, Xin Yao 0001. An Efficient Recursive Differential Grouping for Large-Scale Continuous Problems
172 -- 186Yuren Zhou, Yi Xiang, Xiaoyu He. Constrained Multiobjective Optimization: Test Problem Construction and Performance Evaluations
187 -- 200Yangming Zhou, Jin-Kao Hao, Zhang-Hua Fu, Zhe Wang 0002, Xiangjing Lai. Variable Population Memetic Search: A Case Study on the Critical Node Problem