IEEE Transactions on Evolutionary Computation, Volume 26, Issue 6, December 2022

1) Guest Editorial Special Issue on Benchmarking Sampling-Based Optimization Heuristics: Methodology and Software

Author(s): Thomas Bäck, Carola Doerr, Bernhard Sendhoff, Thomas Stützle

Pages: 1202 - 1205

2) HAWKS: Evolving Challenging Benchmark Sets for Cluster Analysis

Author(s): Cameron Shand, Richard Allmendinger, Julia Handl, Andrew Webb, John Keane

Pages: 1206 - 1220

3) CarHoods10k: An Industry-Grade Data Set for Representation Learning and Design Optimization in Engineering Applications

Author(s): Patricia Wollstadt, Mariusz Bujny, Satchit Ramnath, Jami J. Shah, Duane Detwiler, Stefan Menzel

Pages: 1221 - 1235

4) Toward an Empirical Practice in Offline Fully Automatic Design of Robot Swarms

Author(s): Antoine Ligot, Andres Cotorruelo, Emanuele Garone, Mauro Birattari

Pages: 1236 - 1245

5) Informing Multiobjective Optimization Benchmark Construction Through Instance Space Analysis

Author(s): Estefania Yap, Mario Andrés Muñoz, Kate Smith-Miles

Pages: 1246 - 1260

6) A Generator of Multiextremal Test Classes With Known Solutions for Black-Box-Constrained Global Optimization

Author(s): Yaroslav D. Sergeyev, Dmitri E. Kvasov, Marat S. Mukhametzhanov

Pages: 1261 - 1270

7) Impact of Boundary Control Methods on Bound-Constrained Optimization Benchmarking

Author(s): Tomas Kadavy, Adam Viktorin, Anezka Kazikova, Michal Pluhacek, Roman Senkerik

Pages: 1271 - 1280

8) Bayesian Performance Analysis for Algorithm Ranking Comparison

Author(s): Jairo Rojas-Delgado, Josu Ceberio, Borja Calvo, Jose A. Lozano

Pages: 1281 - 1292

9) Anytime Performance Assessment in Blackbox Optimization Benchmarking

Author(s): Nikolaus Hansen, Anne Auger, Dimo Brockhoff, Tea Tušar

Pages: 1293 - 1305

10) Plotting Impossible? Surveying Visualization Methods for Continuous Multi-Objective Benchmark Problems

Author(s): Lennart Schäpermeier, Christian Grimme, Pascal Kerschke

Pages: 1306 - 1320

11) Benchmarking Feature-Based Algorithm Selection Systems for Black-Box Numerical Optimization

Author(s): Ryoji Tanabe

Pages: 1321 - 1335

12) Automated Benchmark-Driven Design and Explanation of Hyperparameter Optimizers

Author(s): Julia Moosbauer, Martin Binder, Lennart Schneider, Florian Pfisterer, Marc Becker, Michel Lang, Lars Kotthoff, Bernd Bischl

Pages: 1336 - 1350

13) Sparkle: Toward Accessible Meta-Algorithmics for Improving the State of the Art in Solving Challenging Problems

Author(s): Koen van der Blom, Holger H. Hoos, Chuan Luo, Jeroen G. Rook

Pages: 1351 - 1364

14) Benchmark-Driven Configuration of a Parallel Model-Based Optimization Algorithm

Author(s): Frederik Rehbach, Martin Zaefferer, Andreas Fischbach, Günter Rudolph, Thomas Bartz-Beielstein

Pages: 1365 - 1379

15) BIAS: A Toolbox for Benchmarking Structural Bias in the Continuous Domain

Author(s): Diederick Vermetten, Bas van Stein, Fabio Caraffini, Leandro L. Minku, Anna V. Kononova

Pages: 1380 - 1393

16) Confidence-Based Ant Colony Optimization for Capacitated Electric Vehicle Routing Problem With Comparison of Different Encoding Schemes

Author(s): Ya-Hui Jia, Yi Mei, Mengjie Zhang

Pages: 1394 - 1408

17) Posterior Decision Making Based on Decomposition-Driven Knee Point Identification

Author(s): Ke Li, Haifeng Nie, Huiru Gao, Xin Yao

Pages: 1409 - 1423

18) Evolutionary Sequential Transfer Optimization for Objective-Heterogeneous Problems

Author(s): Xiaoming Xue, Cuie Yang, Yao Hu, Kai Zhang, Yiu-Ming Cheung, Linqi Song, Kay Chen Tan

Pages: 1424 - 1438

19) Merged Differential Grouping for Large-Scale Global Optimization

Author(s): Xiaoliang Ma, Zhitao Huang, Xiaodong Li, Lei Wang, Yutao Qi, Zexuan Zhu

Pages: 1439 - 1451

20) A Survey on Knee-Oriented Multiobjective Evolutionary Optimization

Author(s): Guo Yu, Lianbo Ma, Yaochu Jin, Wenli Du, Qiqi Liu, Hengmin Zhang

Pages: 1452 - 1472

21) BenchENAS: A Benchmarking Platform for Evolutionary Neural Architecture Search

Author(s): Xiangning Xie, Yuqiao Liu, Yanan Sun, Gary G. Yen, Bing Xue, Mengjie Zhang

Pages: 1473 - 1485

22) A Novel Generalized Metaheuristic Framework for Dynamic Capacitated Arc Routing Problems

Author(s): Hao Tong, Leandro L. Minku, Stefan Menzel, Bernhard Sendhoff, Xin Yao

Pages: 1486 - 1500

23) Visualizing Population Dynamics to Examine Algorithm Performance

Author(s): Mathew J. Walter, David J. Walker, Matthew J. Craven

Pages: 1501 - 1510

24) A Large-Scale Combinatorial Many-Objective Evolutionary Algorithm for Intensity-Modulated Radiotherapy Planning

Author(s): Ye Tian, Yuandong Feng, Chao Wang, Ruifen Cao, Xingyi Zhang, Xi Pei, Kay Chen Tan, Yaochu Jin

Pages: 1511 - 1525

25) Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance

Author(s): Furong Ye, Carola Doerr, Hao Wang, Thomas Bäck

Pages: 1526 - 1538

26) Unsupervised Behavior Discovery With Quality-Diversity Optimization

Author(s): Luca Grillotti, Antoine Cully

Pages: 1539 - 1552

27) Cooperative Coevolution With Knowledge-Based Dynamic Variable Decomposition for Bilevel Multiobjective Optimization

Author(s): Xinye Cai, Qi Sun, Zhenhua Li, Yushun Xiao, Yi Mei, Qingfu Zhang, Xiaoping Li

Pages: 1553 - 1565

28) A Multitask Bee Colony Band Selection Algorithm With Variable-Size Clustering for Hyperspectral Images

Author(s): Chunlin He, Yong Zhang, Dunwei Gong, Xianfang Song, Xiaoyan Sun

Pages: 1566 - 1580

29) Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multiobjective Problems

Author(s): Takumi Sonoda, Masaya Nakata

Pages: 1581 - 1595

30) Standardization and Data Augmentation in Genetic Programming

Author(s): Caitlin A. Owen, Grant Dick, Peter A. Whigham

Pages: 1596 - 1608

31) Counterintuitive Experimental Results in Evolutionary Large-Scale Multiobjective Optimization

Author(s): Lie Meng Pang, Hisao Ishibuchi, Ke Shang

Pages: 1609 - 1616