1080 search results - page 23 / 216 » Hedging predictions in machine learning |
106
click to vote
ECML
2006
Springer
15 years 5 months ago
2006
Springer
Abstract. We propose a novel active learning strategy based on the compression framework of [9] for label ranking functions which, given an input instance, predict a total order ov...
130
click to vote
ML
2002
ACM
15 years 1 months ago
2002
ACM
I describe a framework for interpreting Support Vector Machines (SVMs) as maximum a posteriori (MAP) solutions to inference problems with Gaussian Process priors. This probabilisti...
129
click to vote
ICML
2009
IEEE
16 years 2 months ago
2009
IEEE
Training principles for unsupervised learning are often derived from motivations that appear to be independent of supervised learning. In this paper we present a simple unificatio...
117
click to vote
ICML
1997
IEEE
16 years 2 months ago
1997
IEEE
Machine learning techniques are applicable to computer system optimization. We show that shared memory multiprocessors can successfully utilize machine learning algorithms for mem...
137
click to vote
INFOCOM
2012
IEEE
13 years 4 months ago
2012
IEEE
—There has been a recent trend that video-on-demand (VoD) providers such as Netflix are leveraging resources from cloud services for multimedia streaming. In this paper, we cons...