| # | Title | Journal | Year | Citations |
|---|
|
| 1 | Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms | Evolutionary Computation | 1994 | 5,675 |
| 2 | Comparison of Multiobjective Evolutionary Algorithms: Empirical Results | Evolutionary Computation | 2000 | 4,759 |
| 3 | Completely Derandomized Self-Adaptation in Evolution Strategies | Evolutionary Computation | 2001 | 3,403 |
| 4 | Evolving Neural Networks through Augmenting Topologies | Evolutionary Computation | 2002 | 2,338 |
| 5 | Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy | Evolutionary Computation | 2000 | 1,976 |
| 6 | An Overview of Evolutionary Algorithms in Multiobjective Optimization | Evolutionary Computation | 1995 | 1,881 |
| 7 | Reducing the Time Complexity of the Derandomized Evolution Strategy with Covariance Matrix Adaptation (CMA-ES) | Evolutionary Computation | 2003 | 1,860 |
| 8 | HypE: An Algorithm for Fast Hypervolume-Based Many-Objective Optimization | Evolutionary Computation | 2011 | 1,846 |
| 9 | An Overview of Evolutionary Algorithms for Parameter Optimization | Evolutionary Computation | 1993 | 1,736 |
| 10 | Evolutionary Algorithms for Constrained Parameter Optimization Problems | Evolutionary Computation | 1996 | 1,444 |
| 11 | Combining Convergence and Diversity in Evolutionary Multiobjective Optimization | Evolutionary Computation | 2002 | 1,329 |
| 12 | Classifier Fitness Based on Accuracy | Evolutionary Computation | 1995 | 1,265 |
| 13 | Multi-objective Genetic Algorithms: Problem Difficulties and Construction of Test Problems | Evolutionary Computation | 1999 | 1,076 |
| 14 | Predictive Models for the Breeder Genetic Algorithm I. Continuous Parameter Optimization | Evolutionary Computation | 1993 | 1,025 |
| 15 | Cooperative Coevolution: An Architecture for Evolving Coadapted Subcomponents | Evolutionary Computation | 2000 | 1,016 |
| 16 | Multiobjective Evolutionary Algorithms: Analyzing the State-of-the-Art | Evolutionary Computation | 2000 | 1,009 |
| 17 | Covariance Matrix Adaptation for Multi-objective Optimization | Evolutionary Computation | 2007 | 771 |
| 18 | MOEA/D with Adaptive Weight Adjustment | Evolutionary Computation | 2014 | 760 |
| 19 | Evolutionary Algorithms, Homomorphous Mappings, and Constrained Parameter Optimization | Evolutionary Computation | 1999 | 661 |
| 20 | Architecture for an Artificial Immune System | Evolutionary Computation | 2000 | 650 |
| 21 | Evaluating the ε-Domination Based Multi-Objective Evolutionary Algorithm for a Quick Computation of Pareto-Optimal Solutions | Evolutionary Computation | 2005 | 632 |
| 22 | Abandoning Objectives: Evolution Through the Search for Novelty Alone | Evolutionary Computation | 2011 | 622 |
| 23 | Strongly Typed Genetic Programming | Evolutionary Computation | 1995 | 609 |
| 24 | Borg: An Auto-Adaptive Many-Objective Evolutionary Computing Framework | Evolutionary Computation | 2013 | 578 |
| 25 | Particle Swarm Optimization for Single Objective Continuous Space Problems: A Review | Evolutionary Computation | 2017 | 548 |
| 26 | A Computationally Efficient Evolutionary Algorithm for Real-Parameter Optimization | Evolutionary Computation | 2002 | 524 |
| 27 | Multiobjective Immune Algorithm with Nondominated Neighbor-Based Selection | Evolutionary Computation | 2008 | 478 |
| 28 | New Methods for Competitive Coevolution | Evolutionary Computation | 1997 | 460 |
| 29 | A Species Conserving Genetic Algorithm for Multimodal Function Optimization | Evolutionary Computation | 2002 | 457 |
| 30 | A Sequential Niche Technique for Multimodal Function Optimization | Evolutionary Computation | 1993 | 433 |
| 31 | ZCS: A Zeroth Level Classifier System | Evolutionary Computation | 1994 | 430 |
| 32 | The Equation for Response to Selection and Its Use for Prediction | Evolutionary Computation | 1997 | 424 |
| 33 | A Comparison of Selection Schemes Used in Evolutionary Algorithms | Evolutionary Computation | 1996 | 408 |
| 34 | Introducing Robustness in Multi-Objective Optimization | Evolutionary Computation | 2006 | 395 |
| 35 | A Preference-Based Evolutionary Algorithm for Multi-Objective Optimization | Evolutionary Computation | 2009 | 392 |
| 36 | Accuracy-Based Learning Classifier Systems: Models, Analysis and Applications to Classification Tasks | Evolutionary Computation | 2003 | 322 |
| 37 | Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy | Evolutionary Computation | 2009 | 321 |
| 38 | Self-Adaptive Genetic Algorithms with Simulated Binary Crossover | Evolutionary Computation | 2001 | 310 |
| 39 | Quantum-Behaved Particle Swarm Optimization: Analysis of Individual Particle Behavior and Parameter Selection | Evolutionary Computation | 2012 | 293 |
| 40 | Genetic Algorithms, Selection Schemes, and the Varying Effects of Noise | Evolutionary Computation | 1996 | 285 |
| 41 | Real-Coded Memetic Algorithms with Crossover Hill-Climbing | Evolutionary Computation | 2004 | 285 |
| 42 | A Note on the Extended Rosenbrock Function | Evolutionary Computation | 2006 | 260 |
| 43 | A Graph-Based Evolutionary Algorithm: Genetic Network Programming (GNP) and Its Extension Using Reinforcement Learning | Evolutionary Computation | 2007 | 255 |
| 44 | Production Scheduling and Rescheduling with Genetic Algorithms | Evolutionary Computation | 1999 | 254 |
| 45 | Automated Algorithm Selection: Survey and Perspectives | Evolutionary Computation | 2019 | 253 |
| 46 | The Gambler's Ruin Problem, Genetic Algorithms, and the Sizing of Populations | Evolutionary Computation | 1999 | 243 |
| 47 | Linkage Problem, Distribution Estimation, and Bayesian Networks | Evolutionary Computation | 2000 | 237 |
| 48 | Forming Neural Networks Through Efficient and Adaptive Coevolution | Evolutionary Computation | 1997 | 232 |
| 49 | FDA -A Scalable Evolutionary Algorithm for the Optimization of Additively Decomposed Functions | Evolutionary Computation | 1999 | 228 |
| 50 | Information Characteristics and the Structure of Landscapes | Evolutionary Computation | 2000 | 224 |
