1st Edition
High Dimensional Data Analysis An Interpoint Distance Approach
Author Glossary of Symbols 1 Introduction 2 Interpoint Distances 3 High Dimensional Dissimilarity Indices 4 High Dimensional Graphics 5 Testing the Equality of High Dimensional Distributions 6 High Dimensional Classification of Categorical Data 7 IPD of Multivariate Power Series Distributions 8 General Notation of Data Depth 9 Hotelling T 2 Test and Wilks Outlier Method 10 High Dimensional Outlier Detection Methods 11 High Dimensional Tests of Independence 12 High Dimensional Change Point Detection Methods 13 High Dimensional Clustering Methods 14 Analysis of Distance Matrices 15 Testing Multivariate Symmetry Bibliography Index
Biography
Prof. Reza Modarres graduated from the American University with a B.S. in Mathematics and Computer Science. He later earned an M.S. in Computer Science and a Ph.D. in Statistics from the American University. His thesis focused on the analysis of correlation matrices. Upon graduation, Dr. Modarres worked as a post-doctoral fellow before joining George Washington University. Dr. Modarres is an elected member of the International Statistical Institute and has published more than 100 research articles on Statistics, Computer Science, and their interface. His research includes high-dimensional analysis, statistical computing, multivariate nonparametric analysis, and environmental statistics.
