1172 search results - page 112 / 235 » From Data Distributions to Regularization in Invariant Learn... |
148
Voted
UAI
2003
15 years 5 months ago
2003
Collaborative filtering (CF) and contentbased filtering (CBF) have widely been used in information filtering applications, both approaches having their individual strengths and...
155
click to vote
DMIN
2007
15 years 5 months ago
2007
— One way to handle data mining problems where class prior probabilities and/or misclassification costs between classes are highly unequal is to resample the data until a new, d...
131
Voted
JAIR
2006
15 years 3 months ago
2006
The most basic assumption used in statistical learning theory is that training data and test data are drawn from the same underlying distribution. Unfortunately, in many applicati...
164
Voted
ICMLA
2010
15 years 1 months ago
2010
Gene expression (microarray) data have been used widely in bioinformatics. The expression data of a large number of genes from small numbers of subjects are used to identify inform...
175
Voted
AMAI
2008
Springer
15 years 3 months ago
2008
Springer
This paper presents and evaluates an approach to Bayesian model averaging where the models are Bayesian nets (BNs). Prior distributions are defined using stochastic logic programs...