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This Special Issue focuses on the exploration of intelligent data analysis and applications, which is of paramount significance in the era of big data. It features a collection of high-quality papers that discuss the effective management, modeling, and processing of the extensive and heterogeneous datasets acquired through the adoption of emergent technologies. It also covers disciplines such as data mining, machine learning, natural language processing, granular computing, social networks, machine vision, cognitive computation, and other hybrid paradigms.