Journal: IEEE Trans. Evolutionary Computation

Volume 26, Issue 6

1202 -- 1205Thomas Bäck, Carola Doerr, Bernhard Sendhoff, Thomas Stützle. Guest Editorial Special Issue on Benchmarking Sampling-Based Optimization Heuristics: Methodology and Software
1206 -- 1220Cameron Shand, Richard Allmendinger 0001, Julia Handl, Andrew M. Webb, John Keane. HAWKS: Evolving Challenging Benchmark Sets for Cluster Analysis
1221 -- 1235Patricia Wollstadt, Mariusz Bujny, Satchit Ramnath, Jami J. Shah, Duane Detwiler, Stefan Menzel. CarHoods10k: An Industry-Grade Data Set for Representation Learning and Design Optimization in Engineering Applications
1236 -- 1245Antoine Ligot, Andres Cotorruelo, Emanuele Garone, Mauro Birattari. Toward an Empirical Practice in Offline Fully Automatic Design of Robot Swarms
1246 -- 1260Estefania Yap, Mario Andrés Muñoz, Kate Smith-Miles. Informing Multiobjective Optimization Benchmark Construction Through Instance Space Analysis
1261 -- 1270Yaroslav D. Sergeyev, Dmitri E. Kvasov, Marat S. Mukhametzhanov. A Generator of Multiextremal Test Classes With Known Solutions for Black-Box-Constrained Global Optimization
1271 -- 1280Tomas Kadavy, Adam Viktorin, Anezka Kazikova, Michal Pluhacek, Roman Senkerik. Impact of Boundary Control Methods on Bound-Constrained Optimization Benchmarking
1281 -- 1292Jairo Rojas Delgado, Josu Ceberio, Borja Calvo, José Antonio Lozano. Bayesian Performance Analysis for Algorithm Ranking Comparison
1293 -- 1305Nikolaus Hansen, Anne Auger, Dimo Brockhoff, Tea Tusar. Anytime Performance Assessment in Blackbox Optimization Benchmarking
1306 -- 1320Lennart Schäpermeier, Christian Grimme, Pascal Kerschke. Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems
1321 -- 1335Ryoji Tanabe. Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization
1336 -- 1350Julia Moosbauer, Martin Binder, Lennart Schneider, Florian Pfisterer, Marc Becker, Michel Lang, Lars Kotthoff, Bernd Bischl. Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers
1351 -- 1364Koen van der Blom, Holger H. Hoos, Chuan Luo, Jeroen G. Rook. Sparkle: Toward Accessible Meta-Algorithmics for Improving the State of the Art in Solving Challenging Problems
1365 -- 1379Frederik Rehbach, Martin Zaefferer, Andreas Fischbach, Günter Rudolph, Thomas Bartz-Beielstein. Benchmark-Driven Configuration of a Parallel Model-Based Optimization Algorithm
1380 -- 1393Diederick Vermetten, Bas van Stein, Fabio Caraffini, Leandro L. Minku, Anna V. Kononova. BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain
1394 -- 1408Ya-Hui Jia, Yi Mei 0001, Mengjie Zhang 0001. Confidence-Based Ant Colony Optimization for Capacitated Electric Vehicle Routing Problem With Comparison of Different Encoding Schemes
1409 -- 1423Ke Li 0001, Haifeng Nie, Huiru Gao, Xin Yao 0001. Posterior Decision Making Based on Decomposition-Driven Knee Point Identification
1424 -- 1438Xiaoming Xue, Cuie Yang, Yao Hu, Kai Zhang 0029, Yiu-ming Cheung, Linqi Song, Kay Chen Tan. Evolutionary Sequential Transfer Optimization for Objective-Heterogeneous Problems
1439 -- 1451Xiaoliang Ma, Zhitao Huang, Xiaodong Li 0001, Lei Wang 0018, Yutao Qi, Zexuan Zhu. Merged Differential Grouping for Large-Scale Global Optimization
1452 -- 1472Guo Yu, Lianbo Ma, Yaochu Jin, Wenli Du, Qiqi Liu, Hengmin Zhang. A Survey on Knee-Oriented Multiobjective Evolutionary Optimization
1473 -- 1485Xiangning Xie, Yuqiao Liu 0002, Yanan Sun 0001, Gary G. Yen, Bing Xue 0001, Mengjie Zhang 0001. BenchENAS: A Benchmarking Platform for Evolutionary Neural Architecture Search
1486 -- 1500Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao 0001. A Novel Generalized Metaheuristic Framework for Dynamic Capacitated Arc Routing Problems
1501 -- 1510Mathew J. Walter, David J. Walker, Matthew J. Craven. Visualizing Population Dynamics to Examine Algorithm Performance
1511 -- 1525Ye Tian 0009, Yuandong Feng, Chao Wang 0039, Ruifen Cao, Xingyi Zhang 0001, Xi Pei, Kay Chen Tan, Yaochu Jin. A Large-Scale Combinatorial Many-Objective Evolutionary Algorithm for Intensity-Modulated Radiotherapy Planning
1526 -- 1538Furong Ye, Carola Doerr, Hao Wang 0025, Thomas Bäck. Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance
1539 -- 1552Luca Grillotti, Antoine Cully. Unsupervised Behavior Discovery With Quality-Diversity Optimization
1553 -- 1565Xinye Cai, Qi Sun, Zhenhua Li 0005, Yushun Xiao, Yi Mei 0001, Qingfu Zhang 0001, Xiaoping Li 0001. Cooperative Coevolution With Knowledge-Based Dynamic Variable Decomposition for Bilevel Multiobjective Optimization
1566 -- 1580Chun-lin He, Yong Zhang 0016, Dunwei Gong, Xianfang Song, Xiaoyan Sun 0002. A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images
1581 -- 1595Takumi Sonoda, Masaya Nakata. Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems
1596 -- 1608Caitlin A. Owen, Grant Dick, Peter A. Whigham. Standardization and Data Augmentation in Genetic Programming
1609 -- 1616Lie Meng Pang, Hisao Ishibuchi, Ke Shang. Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization

Volume 26, Issue 5

802 -- 822Mohammad Nabi Omidvar, Xiaodong Li 0001, Xin Yao 0001. A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization - Part I
823 -- 843Mohammad Nabi Omidvar, Xiaodong Li 0001, Xin Yao 0001. A Review of Population-Based Metaheuristics for Large-Scale Black-Box Global Optimization - Part II
844 -- 858Lin Bao, Xiaoyan Sun 0002, Dunwei Gong, Yong Zhang 0016. Multisource Heterogeneous User-Generated Contents-Driven Interactive Estimation of Distribution Algorithms for Personalized Search
859 -- 871Xiangyu Wang, Kai Zhang 0029, Jian Wang 0010, Yaochu Jin. An Enhanced Competitive Swarm Optimizer With Strongly Convex Sparse Operator for Large-Scale Multiobjective Optimization
872 -- 885Ruwang Jiao, Bing Xue 0001, Mengjie Zhang 0001. Investigating the Correlation Amongst the Objective and Constraints in Gaussian Process-Assisted Highly Constrained Expensive Optimization
886 -- 900Yiming Peng, Hisao Ishibuchi. A Diversity-Enhanced Subset Selection Framework for Multimodal Multiobjective Optimization
901 -- 910Yongbin Yu, Jiehong Mo, Quanxin Deng, Chen Zhou, Biao Li, Xiangxiang Wang, Nijing Yang, Qian Tang, Xiao Feng. Memristor Parallel Computing for a Matrix-Friendly Genetic Algorithm
911 -- 925Wei Zhou, Liang Feng, Kay Chen Tan, Min Jiang 0005, Yong Liu 0020. Evolutionary Search With Multiview Prediction for Dynamic Multiobjective Optimization
926 -- 940Hualong Cao, Qiqi He, Haifeng Wang, Zenghui Xiong, Ni Zhang, Yang Yang 0032. An Estimation of Distribution Algorithm Based on Variational Bayesian for Point-Set Registration
941 -- 960Tingyang Wei, Shibin Wang, Jinghui Zhong, Dong Liu 0008, Jun Zhang 0003. A Review on Evolutionary Multitask Optimization: Trends and Challenges
961 -- 975Sukrit Mittal, Dhish Kumar Saxena, Kalyanmoy Deb, Erik D. Goodman. Enhanced Innovized Progress Operator for Evolutionary Multi- and Many-Objective Optimization
976 -- 990Chao Li, Handing Wang, Jun Zhang 0052, Wen Yao, Tingsong Jiang. An Approximated Gradient Sign Method Using Differential Evolution for Black-Box Adversarial Attack
991 -- 1003Carlo Baldassi. Recombinator-k-Means: An Evolutionary Algorithm That Exploits k-Means++ for Recombination
1004 -- 1014Bruno Lang. Space-Partitioned ND-Trees for the Dynamic Nondominance Problem
1015 -- 1029Ke Chen, Bing Xue 0001, Mengjie Zhang 0001, Fengyu Zhou. Correlation-Guided Updating Strategy for Feature Selection in Classification With Surrogate-Assisted Particle Swarm Optimization
1030 -- 1042Kaiwen Li, Tao Zhang 0033, Rui Wang 0017, Ling Wang 0001, Hisao Ishibuchi. An Evolutionary Multiobjective Knee-Based Lower Upper Bound Estimation Method for Wind Speed Interval Forecast
1043 -- 1057Guanghui Zhang, Bo Liu, Ling Wang 0001, Dengxiu Yu, Keyi Xing. Distributed Co-Evolutionary Memetic Algorithm for Distributed Hybrid Differentiation Flowshop Scheduling Problem
1058 -- 1071Hassan Jalil, Kangshun Li, Weiqin Ying. Theoretical Analysis and Empirical Validation of the Conical Area Evolutionary Algorithm for Bi-Objective Optimization
1072 -- 1086Haoyu Zhang, Yaochu Jin, Kuangrong Hao. Evolutionary Search for Complete Neural Network Architectures With Partial Weight Sharing
1087 -- 1101Shulei Liu, Handing Wang, Wei Peng, Wen Yao. A Surrogate-Assisted Evolutionary Feature Selection Algorithm With Parallel Random Grouping for High-Dimensional Classification
1102 -- 1116Jianqiang Li 0001, Tao Sun, Qiuzhen Lin, Min Jiang 0005, Kay Chen Tan. Reducing Negative Transfer Learning via Clustering for Dynamic Multiobjective Optimization
1117 -- 1128Shiyue Rong, Weisheng Wang, Viet Ly, Pasha Khosravi, William C. Wu, Jing Chen, Wayne B. Hayes. Multi-SANA: Comparing Measures of Topological Similarity for Multiple Network Alignment
1129 -- 1143Mengjun Ming 0001, Rui Wang 0017, Hisao Ishibuchi, Tao Zhang 0033. A Novel Dual-Stage Dual-Population Evolutionary Algorithm for Constrained Multiobjective Optimization
1144 -- 1156Abolfazl Shirazi, Josu Ceberio, José Antonio Lozano. EDA++: Estimation of Distribution Algorithms With Feasibility Conserving Mechanisms for Constrained Continuous Optimization
1157 -- 1170Hao Hao, Aimin Zhou, Hong Qian, Hu Zhang 0002. Expensive Multiobjective Optimization by Relation Learning and Prediction
1171 -- 1181David M. Bossens, Danesh Tarapore. Quality-Diversity Meta-Evolution: Customizing Behavior Spaces to a Meta-Objective
1182 -- 1191Atanu Mazumdar, Tinkle Chugh, Jussi Hakanen, Kaisa Miettinen. Probabilistic Selection Approaches in Decomposition-Based Evolutionary Algorithms for Offline Data-Driven Multiobjective Optimization
1192 -- 1199YiMin Sun, Ilya Silvestrov, Andrey Bakulin. Enhancing 3-D Land Seismic Data Using Nonlinear Beamforming Based on the Efficiency-Improved Genetic Algorithm

Volume 26, Issue 4

602 -- 615Xinye Cai, Yushun Xiao, Zhenhua Li, Qi Sun, Hanchuan Xu, Miqing Li, Hisao Ishibuchi. A Kernel-Based Indicator for Multi/Many-Objective Optimization
616 -- 630Yong Zhang 0016, Yan-Hu Wang, Dun-Wei Gong, Xiaoyan Sun 0002. Clustering-Guided Particle Swarm Feature Selection Algorithm for High-Dimensional Imbalanced Data With Missing Values
631 -- 645Qiuzhen Lin, Xunfeng Wu, Lijia Ma, Jianqiang Li 0001, Maoguo Gong, Carlos A. Coello Coello. An Ensemble Surrogate-Based Framework for Expensive Multiobjective Evolutionary Optimization
646 -- 660Guohua Wu, Xupeng Wen, Ling Wang 0001, Witold Pedrycz, Ponnuthurai Nagaratnam Suganthan. A Voting-Mechanism-Based Ensemble Framework for Constraint Handling Techniques
661 -- 675Andrew Lensen, Bing Xue 0001, Mengjie Zhang 0001. Genetic Programming for Manifold Learning: Preserving Local Topology
676 -- 689Meiji Cui, Li Li 0008, MengChu Zhou, Abdullah Abusorrah. Surrogate-Assisted Autoencoder-Embedded Evolutionary Optimization Algorithm to Solve High-Dimensional Expensive Problems
690 -- 703Dejun Xu, Min Jiang 0005, Weizhen Hu, Shaozi Li, Renhu Pan, Gary G. Yen. An Online Prediction Approach Based on Incremental Support Vector Machine for Dynamic Multiobjective Optimization
704 -- 718Wenxing Lan, Ziyuan Ye, Peijun Ruan, Jialin Liu 0001, Peng Yang 0008, Xin Yao 0001. Region-Focused Memetic Algorithms With Smart Initialization for Real-World Large-Scale Waste Collection Problems
719 -- 734Jian-Yu Li, Zhi-hui Zhan, Kay Chen Tan, Jun Zhang 0003. A Meta-Knowledge Transfer-Based Differential Evolution for Multitask Optimization
735 -- 749Hengzhe Zhang, Aimin Zhou, Hu Zhang. An Evolutionary Forest for Regression
750 -- 764Weiyu Chen, Hisao Ishibuchi, Ke Shang. Fast Greedy Subset Selection From Large Candidate Solution Sets in Evolutionary Multiobjective Optimization
765 -- 779Mazhar Ansari Ardeh, Yi Mei 0001, Mengjie Zhang 0001. Genetic Programming With Knowledge Transfer and Guided Search for Uncertain Capacitated Arc Routing Problem
780 -- 792Yong Wang 0002, Jianqing Lin, Jiao Liu, Guangyong Sun, Tong Pang. Surrogate-Assisted Differential Evolution With Region Division for Expensive Optimization Problems With Discontinuous Responses
793 -- 799Andrew E. Blanchard, Mayanka Chandra Shekar, Shang Gao 0008, John Gounley, Isaac Lyngaas, Jens Glaser, Debsindhu Bhowmik. Automating Genetic Algorithm Mutations for Molecules Using a Masked Language Model

Volume 26, Issue 3

402 -- 416Christian Leonardo Camacho-Villalón, Marco Dorigo, Thomas Stützle. PSO-X: A Component-Based Framework for the Automatic Design of Particle Swarm Optimization Algorithms
417 -- 430Zhenyu Lei, Shangce Gao, Zhiming Zhang, MengChu Zhou, Jiujun Cheng. MO4: A Many-Objective Evolutionary Algorithm for Protein Structure Prediction
431 -- 445Xiaofen Lu, Ke Tang, Stefan Menzel, Xin Yao 0001. Dynamic Optimization in Fast-Changing Environments via Offline Evolutionary Search
446 -- 460Ke Chen, Bing Xue 0001, Mengjie Zhang 0001, Fengyu Zhou. Evolutionary Multitasking for Feature Selection in High-Dimensional Classification via Particle Swarm Optimization
461 -- 475Jing-jing Wang, Ling Wang 0001. A Cooperative Memetic Algorithm With Learning-Based Agent for Energy-Aware Distributed Hybrid Flow-Shop Scheduling
476 -- 489Claudio Lucio do Val Lopes, Flávio Vinícius Cruzeiro Martins, Elizabeth Fialho Wanner, Kalyanmoy Deb. Analyzing Dominance Move (MIP-DoM) Indicator for Multiobjective and Many-Objective Optimization
490 -- 500Laurent Meunier, Herilalaina Rakotoarison, Pak-Kan Wong, Baptiste Rozière, Jérémy Rapin, Olivier Teytaud, Antoine Moreau, Carola Doerr. Black-Box Optimization Revisited: Improving Algorithm Selection Wizards Through Massive Benchmarking
501 -- 511Alexandru Agapie, Ovidiu Solomon, Marius Giuclea. Theory of (1 + 1) ES on the RIDGE
512 -- 526Xin Zhang 0065, Zhi-hui Zhan, Wei Fang 0001, Pengjiang Qian, Jun Zhang 0003. Multipopulation Ant Colony System With Knowledge-Based Local Searches for Multiobjective Supply Chain Configuration
527 -- 541Ali Ahrari, Saber M. Elsayed, Ruhul A. Sarker, Daryl Essam, Carlos A. Coello Coello. Static and Dynamic Multimodal Optimization by Improved Covariance Matrix Self-Adaptation Evolution Strategy With Repelling Subpopulations
542 -- 554Yingbo Xie, Shengxiang Yang, Ding Wang 0001, Junfei Qiao 0001, Baocai Yin. Dynamic Transfer Reference Point-Oriented MOEA/D Involving Local Objective-Space Knowledge
555 -- 569Ying Bi, Bing Xue 0001, Mengjie Zhang 0001. Dual-Tree Genetic Programming for Few-Shot Image Classification
570 -- 584Chen Wang 0013, Hui Ma 0001, Gang Chen 0002, Sven Hartmann. Memetic EDA-Based Approaches to QoS-Aware Fully Automated Semantic Web Service Composition
585 -- 598Yuxiao Huang, Liang Feng, Alex Kai Qin, Meng Chen, Kay Chen Tan. Toward Large-Scale Evolutionary Multitasking: A GPU-Based Paradigm

Volume 26, Issue 2

202 -- 205Abhishek Gupta 0001, Yew-Soon Ong, Kenneth A. De Jong, Mengjie Zhang 0001. Guest Editorial Special Issue on Multitask Evolutionary Computation
206 -- 217Thiago Rios, Bas van Stein, Thomas Bäck, Bernhard Sendhoff, Stefan Menzel. Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation
218 -- 232Ying Bi, Bing Xue 0001, Mengjie Zhang 0001. Learning and Sharing: A Multitask Genetic Programming Approach to Image Feature Learning
233 -- 247Aritz D. Martinez, Javier Del Ser, Eneko Osaba, Francisco Herrera. Adaptive Multifactorial Evolutionary Optimization for Multitask Reinforcement Learning
248 -- 262Yinglan Feng, Liang Feng, Sam Kwong, Kay Chen Tan. A Multivariation Multifactorial Evolutionary Algorithm for Large-Scale Multiobjective Optimization
263 -- 277Kangjia Qiao, Kunjie Yu, Boyang Qu, Jing Liang 0005, Hui Song, Caitong Yue. An Evolutionary Multitasking Optimization Framework for Constrained Multiobjective Optimization Problems
278 -- 289Genghui Li, Qingfu Zhang 0001, Zhenkun Wang. Evolutionary Competitive Multitasking Optimization
290 -- 303Hao Xu, Alex Kai Qin, Siyu Xia. Evolutionary Multitask Optimization With Adaptive Knowledge Transfer
304 -- 318Chao Wang, Jing Liu 0006, Kai Wu 0003, Zhaoyang Wu. Solving Multitask Optimization Problems With Adaptive Knowledge Transfer via Anomaly Detection
319 -- 333Zhengping Liang, Xiuju Xu, Ling Liu, Yaofeng Tu, Zexuan Zhu. Evolutionary Many-Task Optimization Based on Multisource Knowledge Transfer
334 -- 348Jun Yi, Wei Zhang, Junren Bai, Wei Zhou 0017, Lizhong Yao. Multifactorial Evolutionary Algorithm Based on Improved Dynamical Decomposition for Many-Objective Optimization Problems
349 -- 363Ke Shang, Hisao Ishibuchi, Weiyu Chen, Yang Nan, Weiduo Liao. Hypervolume-Optimal μ-Distributions on Line/Plane-Based Pareto Fronts in Three Dimensions
364 -- 378Hangyu Zhu, Yaochu Jin. Real-Time Federated Evolutionary Neural Architecture Search
379 -- 391Jiawei Yuan, Hai-Lin Liu 0001, Yew-Soon Ong, Zhaoshui He. Indicator-Based Evolutionary Algorithm for Solving Constrained Multiobjective Optimization Problems
392 -- 399Mohammad Mohiuddin Mamun, Hemant Kumar Singh, Tapabrata Ray. A Multifidelity Approach for Bilevel Optimization With Limited Computing Budget

Volume 26, Issue 1

1 -- 11Jonathan E. Fieldsend, Tinkle Chugh, Richard Allmendinger 0001, Kaisa Miettinen. A Visualizable Test Problem Generator for Many-Objective Optimization
12 -- 27Gustavo Adolfo Vargas Hakim, Efrén Mezura-Montes, Héctor-Gabriel Acosta-Mesa. A Review on Convolutional Neural Network Encodings for Neuroevolution
28 -- 42Hongke Zhao, Xinpeng Wu, Chuang Zhao, Lei Zhang 0060, Haiping Ma, Fan Cheng. CoEA: A Cooperative-Competitive Evolutionary Algorithm for Bidirectional Recommendations
43 -- 57Pavel Krömer, Vojtech Uher, Václav Snásel. Novel Random Key Encoding Schemes for the Differential Evolution of Permutation Problems
58 -- 72Wei Du 0003, Wenjiang Song, Yang Tang, Yaochu Jin, Feng Qian 0004. Searching for Robustness Intervals in Evolutionary Robust Optimization
73 -- 87Shaolin Wang, Yi Mei 0001, Mengjie Zhang 0001, Xin Yao 0001. Genetic Programming With Niching for Uncertain Capacitated Arc Routing Problem
88 -- 99Jon McCormack, Camilo Cruz Gambardella. Growing and Evolving 3-D Prints
100 -- 114Guanghui Zhang, Xuejiao Ma, Ling Wang 0001, Keyi Xing. Elite Archive-Assisted Adaptive Memetic Algorithm for a Realistic Hybrid Differentiation Flowshop Scheduling Problem
115 -- 129Lei Chen 0044, Hai-Lin Liu 0001, Kay Chen Tan, Ke Li 0001. Transfer Learning-Based Parallel Evolutionary Algorithm Framework for Bilevel Optimization
130 -- 144Nick Zhang, Abhishek Gupta 0001, Zefeng Chen, Yew-Soon Ong. Evolutionary Machine Learning With Minions: A Case Study in Feature Selection
145 -- 158Honggui Han, Xing Bai, Huayun Han, Ying Hou, Junfei Qiao 0001. Self-Adjusting Multitask Particle Swarm Optimization
159 -- 173Yuan Yuan 0004, Wolfgang Banzhaf. Expensive Multiobjective Evolutionary Optimization Assisted by Dominance Prediction
174 -- 187Abubakar Siddique, Will N. Browne, Gina M. Grimshaw. Frames-of-Reference-Based Learning: Overcoming Perceptual Aliasing in Multistep Decision-Making Tasks
188 -- 194Jens Weise, Sanaz Mostaghim. A Scalable Many-Objective Pathfinding Benchmark Suite