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This Special Issue on “Mathematical Methods and Analysis in Risk and Financial Management” focuses on the latest advances in machine learning methods and their applications in analyzing financial and economic risk. It aims to provide valuable insights for researchers, practitioners, and scholars in finance, mathematics, economics, and related fields.