ALBERT — All Library Books, journals and Electronic Records Telegrafenberg

Hits per page

hit 1 - 1 | 1 hit

Sorting

Electronic Resource

Upper and Lower Bounds on the Learning Curve for Gaussian Processes (2000)

Williams, Christopher K.I. ; Vivarelli, Francesco

Springer

Machine learning 40 (2000), S. 77-102

add to mindlist on the mindlist

Details

ISSN: 0885-6125

Keywords: Gaussian processes ; Bayesian inference ; generalisation error ; bounds

Source: Springer Online Journal Archives 1860-2000

Topics: Computer Science

Notes: Abstract In this paper we introduce and illustrate non-trivial upper and lower bounds on the learning curves for one-dimensional Guassian Processes. The analysis is carried out emphasising the effects induced on the bounds by the smoothness of the random process described by the Modified Bessel and the Squared Exponential covariance functions. We present an explanation of the early, linearly-decreasing behavior of the learning curves and the bounds as well as a study of the asymptotic behavior of the curves. The effects of the noise level and the lengthscale on the tightness of the bounds are also discussed.

Type of Medium: Electronic Resource

URL: http://dx.doi.org/10.1023/A:1007601601278

Permalink

	Location	Call Number	Expected	Availability

Others were also interested in ...

Paper (German National Licenses)

Fulltext

hit 1 - 1 | 1 hit