Understanding Complex Datasets

Matrix decompositions are simple, widely available data mining tools used in a variety of applications. This book presents underlying matrix theory and explains its effectiveness as a tool. It demonstrates how to build models of complex data using real-world scientific and engineering systems, and focuses on a range of applications such as information retrieval, topic detection, and social network analysis.