large scale optimization

A Decision Variable Clustering-Based Evolutionary Algorithm for Large-Scale Many-Objective Optimization
The current literature of evolutionary many-objective optimization is merely focused on the scalability to the number of objectives, …
Xingyi Zhang, Ye Tian, Ran Cheng, Yaochu Jin
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Test Problems for Large-Scale Multiobjective and Many-Objective Optimization
The interests in multiobjective and many-objective optimization have been rapidly increasing in the evolutionary computation community. …
Ran Cheng, Yaochu Jin, Markus Olhofer, Bernhard Sendhoff
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A Competitive Swarm Optimizer for Large Scale Optimization
In this paper, a novel competitive swarm optimizer (CSO) for large scale optimization is proposed. The algorithm is fundamentally …
Ran Cheng, Yaochu Jin
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A Social Learning Particle Swarm Optimization Algorithm for Scalable Optimization
Social learning plays an important role in behavior learning among social animals. In contrast to individual (asocial) learning, social …
Ran Cheng, Yaochu Jin
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