105 search results - page 1 / 21 » The generalized Bayesian committee machine |
KDD
2000
ACM
13 years 8 months ago
2000
ACM
In this paper we introduce the Generalized Bayesian Committee Machine (GBCM) for applications with large data sets. In particular, the GBCM can be used in the context of kernel ba...
NIPS
2003
13 years 5 months ago
2003
We present a novel method for approximate inference in Bayesian models and regularized risk functionals. It is based on the propagation of mean and variance derived from the Lapla...
ICANN
2001
Springer
13 years 8 months ago
2001
Springer
Empirical evidence indicates that the training time for the support vector machine (SVM) scales to the square of the number of training data points. In this paper, we introduce the...
NECO
2000
13 years 4 months ago
2000
The Bayesian committee machine (BCM) is a novel approach to combining estimators which were trained on different data sets. Although the BCM can be applied to the combination of a...
ICML
2001
IEEE
14 years 5 months ago
2001
IEEE
The Bayesian framework is ideally suited for induction problems. The probability of observing xt at