1845 search results - page 1 / 369 » Machine-Learning Applications of Algorithmic Randomness |
ICML
1999
IEEE
14 years 5 months ago
1999
IEEE
Most machine learning algorithms share the following drawback: they only output bare predictions but not the con dence in those predictions. In the 1960s algorithmic information t...
KDD
2003
ACM
14 years 4 months ago
2003
ACM
Dimensionality reduction via Random Projections has attracted considerable attention in recent years. The approach has interesting theoretical underpinnings and offers computation...
SLSFS
2005
Springer
13 years 9 months ago
2005
Springer
Random projection is a simple technique that has had a number of applications in algorithm design. In the context of machine learning, it can provide insight into questions such as...
ICML
2010
IEEE
13 years 5 months ago
2010
IEEE
We consider the general, widely applicable problem of selecting from n real-valued random variables a subset of size m of those with the highest means, based on as few samples as ...
ICML
2005
IEEE
14 years 5 months ago
2005
IEEE
This paper extends previous work on skewing, an approach to problematic functions in decision tree induction. The previous algorithms were applicable only to functions of binary v...