Multidimensional Data Analysis

Methods for analyzing multidimensional data are still lacking. Multivariate data sets are all around us but methods that maintain the integrity of the data are still primitive. Systems or objects that are described with multiple interdependent variables are difficult to analyze without the reduction of dimensions but to reduce dimensions can lead to a reduction in accuracy.