614 search results - page 1 / 123 » Decision Trees for Uncertain Data |
JMLR
2010
12 years 11 months ago
2010
Current research on data stream classification mainly focuses on certain data, in which precise and definite value is usually assumed. However, data with uncertainty is quite natu...
ICDE
2009
IEEE
14 years 6 months ago
2009
IEEE
Traditional decision tree classifiers work with data whose values are known and precise. We extend such classifiers to handle data with uncertain information, which originates from...
IJAR
2007
13 years 4 months ago
2007
The belief decision tree (BDT) approach is a decision tree in an uncertain environment where the uncertainty is represented through the Transferable Belief Model (TBM), one interp...
FOIKS
2008
Springer
13 years 6 months ago
2008
Springer
This paper investigates an extension of classification trees to deal with uncertain information where uncertainty is encoded in possibility theory framework. Class labels in data s...
KDD
2010
ACM
13 years 8 months ago
2010
ACM
Classification is one of the most essential tasks in data mining. Unlike other methods, associative classification tries to find all the frequent patterns existing in the input...