73 search results - page 3 / 15 » Selection-fusion approach for classification of datasets wit... |
JMLR
2006
13 years 5 months ago
2006
We propose a novel second order cone programming formulation for designing robust classifiers which can handle uncertainty in observations. Similar formulations are also derived f...
DAWAK
2009
Springer
14 years 17 days ago
2009
Springer
The appropriate choice of a method for imputation of missing data becomes especially important when the fraction of missing values is large and the data are of mixed type. The prop...
AUSDM
2007
Springer
13 years 9 months ago
2007
Springer
This research presents a classifier that aims to provide insight into a dataset in addition to achieving classification accuracies comparable to other algorithms. The classifier c...
JMLR
2008
13 years 5 months ago
2008
We consider the problem of learning classifiers in structured domains, where some objects have a subset of features that are inherently absent due to complex relationships between...
VLDB
1998
ACM
13 years 10 months ago
1998
ACM
Classification of large datasets is an important data mining problem. Many classification algorithms have been proposed in the literature, but studies have shown that so far no al...