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High-Dimensional Data

High-dimensional data analysis addresses the emerging challenges in big-data applications where data dimension can greatly exceed sample size and classical regression and multivariate analysis are not feasible. Over the last 20 years, impressive progress has been made in new fundamental theory, statistical methods and computing, resulting in an important impact on real-world applications.