High dimensional gaussian classification

Details High dimensional gaussian classification High dimensional gaussian classification

2008-06-04

arxiv.org/abs/0806.0729v3

Mathematics

Statistics Theory

62 pages

Scientific paper

High dimensional data analysis is known to be as a challenging problem. In this article, we give a theoretical analysis of high dimensional classification of Gaussian data which relies on a geometrical analysis of the error measure. It links a problem of classification with a problem of nonparametric regression. We give an algorithm designed for high dimensional data which appears straightforward in the light of our theoretical work, together with the thresholding estimation theory. We finally attempt to give a general treatment of the problem that can be extended to frameworks other than gaussian.

Affiliated with

Also associated with

No associations

Rating

High dimensional gaussian classification does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with High dimensional gaussian classification, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and High dimensional gaussian classification will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-154335