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This Special Issue focuses on the importance of numerical computation and data analysis in solving complex problems in science, engineering, and society. It highlights the use of various numerical methods and the growing role of big data and deep learning in these fields. The issue aims to provide a platform for researchers to share recent developments and advancements in numerical simulations and data analysis.