Matlab Code Download Paper Url: https://www.sciencedirect.com/science/article/pii/S1568494623001114 This study addresses the need for consistent performance in automated data-driven modeling tools for intelligent system applications. To overcome limitations in Classical Gene Expression Programmings (GEPs), a Differential Evolutionary Chromosomal GEP (DEC-GEP) algorithm is proposed. DEC-GEP utilizes the Differential Evolution (DE) algorithm to optimize both expression tree genotypes and […]

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Paper Url: https://link.springer.com/article/10.1007/s00500-022-07571-1 This study introduces a hyperparameter optimal genetic programming-based algorithm, DEHypGpOls, for a-day-ahead prediction of stock market index trends. Utilizing a differential evolution (DE) algorithm, it optimizes hyperparameters of the genetic programming orthogonal least square (GpOls) algorithm, adapting it to the modeling dataset. The proposed approach enhances data-driven modeling performance and allows optimal […]

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This study contributes to the emerging field of neuroevolutionary machine learning in evolutionary computation. Firstly, it introduces an Evolutionary Field Optimization with Geometric Strategies (EFO-GS) algorithm based on an evolutionary field theorem, incorporating a field-adapted differential crossover and a field-aware metamutation process for improved search quality. Secondly, the study modifies the multiplicative neuron model to […]

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