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• W2980450075 abstract "Dynamic multi-objective optimization problems (DMOPs) remain a challenge to be settled, because of conflicting objective functions change over time. In recent years, transfer learning has been proven to be a kind of effective approach in solving DMOPs. In this paper, a novel transfer learning based dynamic multi-objective optimization algorithm (DMOA) is proposed called regression transfer learning prediction based DMOA (RTLP-DMOA). The algorithm aims to generate an excellent initial population to accelerate the evolutionary process and improve the evolutionary performance in solving DMOPs. When an environmental change is detected, a regression transfer learning prediction model is constructed by reusing the historical population, which can predict objective values. Then, with the assistance of this prediction model, some high-quality solutions with better predicted objective values are selected as the initial population, which can improve the performance of the evolutionary process. We compare the proposed algorithm with three state-of-the-art algorithms on benchmark functions. Experimental results indicate that the proposed algorithm can significantly enhance the performance of static multi-objective optimization algorithms and is competitive in convergence and diversity." @default.
• W2980450075 created "2019-10-25" @default.
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• W2980450075 date "2019-10-19" @default.
• W2980450075 modified "2023-10-14" @default.
• W2980450075 title "Evolutionary Dynamic Multi-objective Optimization Via Regression Transfer Learning" @default.
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• W2980450075 doi "https://doi.org/10.48550/arxiv.1910.08753" @default.
• W2980450075 hasPublicationYear "2019" @default.
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