801 search results - page 83 / 161 » Machine Learning with Data Dependent Hypothesis Classes |
ICML
2009
IEEE
14 years 9 months ago
2009
IEEE
In this paper, we present a robust feature extraction framework based on informationtheoretic learning. Its formulated objective aims at simultaneously maximizing the Renyi's...
KDD
2001
ACM
14 years 9 months ago
2001
ACM
During the last decade, the area of bioinformatics has produced an overwhelming amount of data, with the recently published draft of the human genome being the most prominent exam...
COLT
1999
Springer
14 years 1 months ago
1999
Springer
This paper proposes the use of constructive ordinals as mistake bounds in the on-line learning model. This approach elegantly generalizes the applicability of the on-line mistake ...
CORR
2006
Springer
13 years 8 months ago
2006
Springer
We investigate here concept learning from incomplete examples. Our first purpose is to discuss to what extent logical learning settings have to be modified in order to cope with da...
PERCOM
2011
ACM
13 years 14 days ago
2011
ACM
—As devices are expected to be aware of their environment, the challenge becomes how to accommodate these abilities with the power constraints which plague modern mobile devices....