4773 search results - page 249 / 955 » Learning from Uncertain Data |
132
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ECML
2006
Springer
15 years 8 months ago
2006
Springer
In many graph-based semi-supervised learning algorithms, edge weights are assumed to be fixed and determined by the data points' (often symmetric) relationships in input space...
156
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PKDD
2010
Springer
15 years 3 months ago
2010
Springer
Multi-task learning leverages shared information among data sets to improve the learning performance of individual tasks. The paper applies this framework for data where each task ...
119
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KDD
2002
ACM
16 years 5 months ago
2002
ACM
Deduplication is a key operation in integrating data from multiple sources. The main challenge in this task is designing a function that can resolve when a pair of records refer t...
122
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CAISE
2003
Springer
15 years 10 months ago
2003
Springer
Abstract. Decision-support systems provide a large functionality supporting the decision making process. They allow to draw conclusions from data provided by users. In order to be ...
175
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SDM
2012
SIAM
13 years 7 months ago
2012
SIAM
Kernel summations are a ubiquitous key computational bottleneck in many data analysis methods. In this paper, we attempt to marry, for the first time, the best relevant technique...