1172 search results - page 92 / 235 » From Data Distributions to Regularization in Invariant Learn... |
124
Voted
INFOCOM
2003
IEEE
15 years 9 months ago
2003
IEEE
— We propose a novel approach to reducing energy consumption in sensor networks using a distributed adaptive signal processing framework and efficient algorithm 1 . While the to...
140
Voted
ICDM
2006
IEEE
15 years 9 months ago
2006
IEEE
Current outlier detection schemes typically output a numeric score representing the degree to which a given observation is an outlier. We argue that converting the scores into wel...
119
Voted
JMLR
2010
14 years 10 months ago
2010
While most popular collaborative filtering methods use low-rank matrix factorization and parametric density assumptions, this article proposes an approach based on distribution-fr...
146
Voted
SARA
2007
Springer
15 years 9 months ago
2007
Springer
Several recent techniques for solving Markov decision processes use dynamic Bayesian networks to compactly represent tasks. The dynamic Bayesian network representation may not be g...
138
Voted
MCS
2002
Springer
15 years 3 months ago
2002
Springer
Bagging and boosting are two popular ensemble methods that achieve better accuracy than a single classifier. These techniques have limitations on massive datasets, as the size of t...