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121
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JMLR
2002
15 years 3 months ago
2002
We extend the VC theory of statistical learning to data dependent spaces of classifiers. This theory can be viewed as a decomposition of classifier design into two components; the...
130
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JMLR
2002
15 years 3 months ago
2002
A fundamental open problem in computational learning theory is whether there is an attribute efficient learning algorithm for the concept class of decision lists (Rivest, 1987; Bl...
129
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TC
1998
15 years 3 months ago
1998
—The architecture of a device that is optimized for wireless information access and display of multimedia data is substantially different than configurations designed for portabl...
115
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TASLP
2002
15 years 3 months ago
2002
The first stage in many pattern recognition tasks is to generate a good set of features from the observed data. Usually, only a single feature space is used. However, in some compl...
141
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TASLP
2002
15 years 3 months ago
2002
This paper presents a framework for maximum a posteriori (MAP) speaker adaptation of state duration distributions in hidden Markov models (HMM). Four key issues of MAP estimation, ...