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This article announces a call for papers for a Special Issue on “Machine Learning Algorithms for Big Data Analysis”. The issue aims to showcase cutting-edge algorithms and innovative approaches within the realm of machine learning, with a focus on enhancing big data analysis workflows. Researchers are invited to submit their original work on topics such as data reduction, prediction, and feature detection. Manuscripts can be submitted online and accepted papers will be published continuously in the journal.