Evolutionary Computation is a leading journal in its field. It provides an international forum for facilitating and enhancing the exchange of information among researchers involved in both the theoretical and practical aspects of computational systems drawing their inspiration from nature, with particular emphasis on evolutionary models of computation such as genetic algorithms, evolutionary strategies, classifier systems, evolutionary programming, and genetic programming. It welcomes articles from related fields such as swarm intelligence (e.g. Ant Colony Optimization and Particle Swarm Optimization), and other nature-inspired computation paradigms (e.g. Artificial Immune Systems). As well as publishing articles describing theoretical and/or experimental work, the journal also welcomes application-focused papers describing breakthrough results in an application domain or methodological papers where the specificities of the real-world problem led to significant algorithmic improvements that could possibly be generalized to other areas.
《进化计算》是该领域的领先期刊。它提供了一个国际论坛，以促进和加强研究人员之间的信息交流，这些研究人员涉及计算系统的理论和实践方面，从自然界获得灵感，特别强调计算的进化模型，如遗传算法、进化策略、分类系统、进化编程和遗传编程。它欢迎来自相关领域的文章，如群智能（如蚁群优化和粒子群优化），以及其他自然启发的计算范式（如人工免疫系统）。除了发表描述理论和/或实验工作的文章外，该杂志还欢迎以应用为中心的论文，描述应用领域的突破性结果，或方法论论文，其中现实世界问题的特殊性导致了可能推广到其他领域的重大算法改进。
Automated Algorithm Selection: Survey and Perspectives
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00242
Automated Algorithm Selection on Continuous Black-Box Problems by Combining Exploratory Landscape Analysis and Machine Learning
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00236
A Probabilistic and Multi-Objective Analysis of Lexicase Selection and ε-Lexicase Selection
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00224
A Hybrid Genetic Programming Algorithm for Automated Design of Dispatching Rules
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00230
Gaussian Process Surrogate Models for the CMA Evolution Strategy
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00244
Search Dynamics on Multimodal Multiobjective Problems
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00234
A Predictive-Reactive Approach with Genetic Programming and Cooperative Coevolution for the Uncertain Capacitated Arc Routing Problem
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00256
Improving Model-Based Genetic Programming for Symbolic Regression of Small Expressions
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00278
Diagonal Acceleration for Covariance Matrix Adaptation Evolution Strategies
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00260
Landscape Analysis of a Class of NP-Hard Binary Packing Problems
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00237
On the Runtime Analysis of the Clearing Diversity-Preserving Mechanism
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00225
Genetic Programming Hyper-Heuristics with Vehicle Collaboration for Uncertain Capacitated Arc Routing Problems
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00267
Constraint Handling Guided by Landscape Analysis in Combinatorial and Continuous Search Spaces
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00222
Evolution of Deep Convolutional Neural Networks Using Cartesian Genetic Programming
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00253
A New Generalized Partition Crossover for the Traveling Salesman Problem: Tunneling between Local Optima
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00254
Direct Feature Evaluation in Black-Box Optimization Using Problem Transformations
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00247
Parameterized Analysis of Multiobjective Evolutionary Algorithms and the Weighted Vertex Cover Problem
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00255
Neuroevolution of a Modular Memory-Augmented Neural Network for Deep Memory Problems
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00239
Hypervolume Subset Selection with Small Subsets
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00235
Automatic Configuration of Multi-Objective Local Search Algorithms for Permutation Problems
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00240
Anatomy of the Attraction Basins: Breaking with the Intuition
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00227
Opposition-Based Memetic Algorithm and Hybrid Approach for Sorting Permutations by Reversals
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00220
Multi-Objectivising Combinatorial Optimisation Problems by Means of Elementary Landscape Decompositions
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00219
Automatically Designing State-of-the-Art Multi- and Many-Objective Evolutionary Algorithms
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00263
Guiding Neuroevolution with Structural Objectives
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00250
Genetic Programming for Evolving Similarity Functions for Clustering: Representations and Analysis
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00264
Mirrored Orthogonal Sampling for Covariance Matrix Adaptation Evolution Strategies
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00251
Analysis of the (μ/μI,λ)-CSA-ES with Repair by Projection Applied to a Conically Constrained Problem
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00261
Evolving Plasticity for Autonomous Learning under Changing Environmental Conditions
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00286
A Tandem Evolutionary Algorithm for Identifying Causal Rules from Complex Data
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00252
Hyperplane-Approximation-Based Method for Many-Objective Optimization Problems with Redundant Objectives
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00223
Learning and Searching Pseudo-Boolean Surrogate Functions from Small Samples
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00257
Interaction-Transformation Evolutionary Algorithm for Symbolic Regression
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00285
A New Framework for Analysis of Coevolutionary Systems—Directed Graph Representation and Random Walks
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00218
Theoretical Analysis of Local Search and Simple Evolutionary Algorithms for the Generalized Travelling Salesperson Problem
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00233
Latin Hypercube Designs with Branching and Nested Factors for Initialization of Automatic Algorithm Configuration
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00241
Adaptive Fitness Predictors in Coevolutionary Cartesian Genetic Programming
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00229
Extending the “Open-Closed Principle” to Automated Algorithm Configuration
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00245
Generating New Space-Filling Test Instances for Continuous Black-Box Optimization
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00262
Multi-objective Evolutionary Algorithms are Still Good: Maximizing Monotone Approximately Submodular Minus Modular Functions
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00288
Multioracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00266
EvoComposer: An Evolutionary Algorithm for 4-Voice Music Compositions
来源期刊：Evolutionary ComputationDOI：10.1162/evco_a_00265
Foreword
来源期刊：Evolutionary ComputationDOI：10.1162/evco_e_00246
