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153
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ALT
2010
Springer
15 years 8 months ago
2010
Springer
Stability has been explored to study the performance of learning algorithms in recent years and it has been shown that stability is sufficient for generalization and is sufficient ...
210
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ML
2008
ACM
15 years 6 months ago
2008
ACM
The use of Bayesian networks for classification problems has received significant recent attention. Although computationally efficient, the standard maximum likelihood learning me...
168
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ALT
2008
Springer
16 years 3 months ago
2008
Springer
This paper studies Dawid’s prequential framework from the point of view of the algorithmic theory of randomness. The main result is that two natural notions of randomness coincid...
219
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BLISS
2008
IEEE
16 years 1 months ago
2008
IEEE
Counting (identical) objects in images is a simple yet fundamental recognition task that requires exhaustive human effort. Automation of this task would reduce the human load sign...
186
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ECML
2007
Springer
16 years 28 days ago
2007
Springer
Word meaning ambiguity has always been an important problem in information retrieval and extraction, as well as, text mining (documents clustering and classification). Knowledge di...