81 search results - page 6 / 17 » Ridge Regression Learning Algorithm in Dual Variables |
161
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JMLR
2010
14 years 8 months ago
2010
We prove the statistical consistency of kernel Partial Least Squares Regression applied to a bounded regression learning problem on a reproducing kernel Hilbert space. Partial Lea...
128
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TIT
2002
15 years 1 months ago
2002
Generalization bounds depending on the margin of a classifier are a relatively recent development. They provide an explanation of the performance of state-of-the-art learning syste...
102
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NIPS
2007
15 years 3 months ago
2007
The notion of algorithmic stability has been used effectively in the past to derive tight generalization bounds. A key advantage of these bounds is that they are designed for spec...
132
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ICML
2010
IEEE
15 years 2 months ago
2010
IEEE
Many structured prediction tasks involve complex models where inference is computationally intractable, but where it can be well approximated using a linear programming relaxation...
108
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FUZZIEEE
2007
IEEE
15 years 8 months ago
2007
IEEE
— The application of Qualitative Reasoning to Learning Algorithms can provide these models with the capability of automate common-sense and expert reasoning. Learning algorithms ...