Fitness Approximation Through Machine Learning with Dynamic Adaptation to the Evolutionary State
InformationWe present a novel approach to performing fitness approximation in genetic algorithms (GAs) using machine learning (ML) models, focusing on dynamic adaptation to the evolutionary state.
Itai Tzruia +3 more
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Review of Reinforcement Learning and Evolutionary Computation Methods for StrategyExploration [PDF]
Jisuanji kexueReinforcement learning and evolutionary computation,as two types of nature-inspired learning paradigms,are the mainstream methods for solving strategy exploration problems,and the fusion of these two types of methods provides a general solution for ...
WANG Yao, LUO Junren, ZHOU Yanzhong, GU Xueqiang, ZHANG Wanpeng
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ECoFFeS: A Software Using Evolutionary Computation for Feature Selection in Drug Discovery
IEEE Access, 2018 Feature selection is of particular importance in the field of drug discovery. Many methods have been put forward for feature selection during recent decades.
Zhi-Zhong Liu +3 more
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The Evolution of Evolutionary Computation [PDF]
, 2003 Evolutionary computation has enjoyed a tremendous growth for at least a decade in both its theoretical foundations and industrial applications. Its scope has gone far beyond binary string optimisation using a simple genetic algorithm. Many research topics in evolutionary computation nowadays are not necessarily ”genetic” or ”evolutionary” in any ...
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Editorial: Evolutionary computation-based machine learning and its applications for multi-robot systems. [PDF]
Front Neurorobot, 2023 Ma L.
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Egret Swarm Optimization Algorithm: An Evolutionary Computation Approach for Model Free Optimization. [PDF]
Biomimetics (Basel), 2022 Chen Z +8 more
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Creative AI Through Evolutionary Computation: Principles and Examples. [PDF]
SN Comput Sci, 2021 Miikkulainen R.
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Exploring spatial programming through modularity based evolutionary computation
Journal of Architecture and UrbanismThe application of evolutionary computing in architecture has advanced beyond active feedback to designers by integrating natural processes with computation to synchronize input from the final solution.
Resza Riskiyanto +2 more
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Heuristic algorithms in evolutionary computation and modular organization of biological macromolecules: Applications to in vitro evolution. [PDF]
PLoS One, 2022 Spirov AV, Myasnikova EM.
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Electrical behaviour and evolutionary computation in thin films of bovine brain microtubules. [PDF]
Sci Rep, 2021 Vissol-Gaudin E +6 more
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