Data Mining and Data Visualization: Volume 24 (Hardcover) (ISBN-13: 9780444511416)

Data Mining and Data Visualization focuses on dealing with large-scale data, a field commonly referred to as data mining. The book is divided into three sections. The first deals with an introduction to statistical aspects of data mining and machine learning and includes applications to text analysis, computer intrusion detection, and hiding of information in digital files. The second section focuses on a variety of statistical methodologies that have proven to be effective in data mining applications. These include clustering, classification, multivariate density estimation, tree-based methods, pattern recognition, outlier detection, genetic algorithms, and dimensionality reduction. The third section focuses on data visualization and covers issues of visualization of high-dimensional data, novel graphical techniques with a focus on human factors, interactive graphics, and data visualization using virtual reality. This book represents a thorough cross section of internationally renowned thinkers who are inventing methods for dealing with a new data paradigm.

Author: C. R. Rao
ISBN-10: 0444511415
ISBN-13: 9780444511416
Publisher: North-Holland
Language: English
Published: 06/01/2005
Pages: 800
Format: Hardcover
Weight: 2.94lbs
Size: 9.76h x 6.62w x 1.19d