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This book investigates the challenging research problem of detecting projected outliers that are embedded in high-dimensional data streams. This book is a good reference for outlier detection techniques and approaches in high-dimensional data and data streams. This book also presents an in-depth discussion on a efficient and effective method for detecting projected outliers from high-dimensional data streams through subspace exploration.