26 search results - page 1 / 6 » Dealing with Predictive-but-Unpredictable Attributes in Nois... |
PKDD
2004
Springer
13 years 9 months ago
2004
Springer
Attribute noise can affect classification learning. Previous work in handling attribute noise has focused on those predictable attributes that can be predicted by the class and o...
ECML
1994
Springer
13 years 8 months ago
1994
Springer
In the context of machine learning from examples this paper deals with the problem of estimating the quality of attributes with and without dependencies among them. Kira and Rendel...
ICDM
2007
IEEE
13 years 10 months ago
2007
IEEE
There has been a recent surge in work in probabilistic databases, propelled in large part by the huge increase in noisy data sources — sensor data, experimental data, data from ...
CAISE
2010
Springer
13 years 5 months ago
2010
Springer
There is a large amount of data that is published on the Web and several techniques have been developed to extract and integrate data from Web sources. However, Web data are inhere...
AIR
2004
13 years 4 months ago
2004
Real-world data is never perfect and can often suffer from corruptions (noise) that may impact interpretations of the data, models created from the data and decisions made based on...