Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This …
A comprehensive examination of high-dimensional analysis of multivariate methods and their real-world applicationsMultivariate Statistics: High-Dimensional and Large-Sample Approximations is the …
Ever-greater computing technologies have given rise to an exponentially growing volume of data. Today massive data sets (with potentially thousands …
This book presents the latest research on the statistical analysis of functional, high-dimensional and other complex data, addressing methodological and …
Robust statistics is the study of designing estimators that perform well even when the dataset significantly deviates from the idealized …
In this monograph, we study the problem of high-dimensional indexing and systematically introduce two efficient index structures: one for range …
