Estimating the Support of a High-dimensional Distribution
-
Altmetric Citations
Schoelkopf, Bernhard; Platt, John C; Shawe-Taylor, John; Smola, Alexander; Williamson, Robert
Description
Suppose you are given some data set drawn from an underlying probability distribution P and you want to estimate a "simple" subset S of input space such that the probability that a test point drawn from P lies outside of S equals some a priori specified value between 0 and 1. We propose a method to approach this problem by trying to estimate a function f that is positive on S and negative on the complement. The functional form of f is given by a kernel expansion in terms of a potentially small...[Show more]
Collections | ANU Research Publications |
---|---|
Date published: | 2001 |
Type: | Journal article |
URI: | http://hdl.handle.net/1885/69943 |
Source: | Neural Computation |
DOI: | 10.1162/089976601750264965 |
Download
Items in Open Research are protected by copyright, with all rights reserved, unless otherwise indicated.
Updated: 19 May 2020/ Responsible Officer: University Librarian/ Page Contact: Library Systems & Web Coordinator