66 search results - page 1 / 14 » Naive Bayes Classification of Uncertain Data |
ICDM
2009
IEEE
13 years 2 months ago
2009
IEEE
Traditional machine learning algorithms assume that data are exact or precise. However, this assumption may not hold in some situations because of data uncertainty arising from mea...
DMIN
2008
13 years 6 months ago
2008
Naive credal classifier 2 (NCC2) extends naive Bayes in order to deliver more robust classifications. NCC2 is based on a set of prior densities rather than on a single prior; as a ...
JMLR
2008
13 years 4 months ago
2008
In this paper, the naive credal classifier, which is a set-valued counterpart of naive Bayes, is extended to a general and flexible treatment of incomplete data, yielding a new cl...
BIBE
2007
IEEE
13 years 9 months ago
2007
IEEE
Recent research has demonstrated the utility of using supervised classification systems for automatic identification of low quality microarray data. However, this approach requires...
KDD
2004
ACM
14 years 5 months ago
2004
ACM