1080 search results - page 153 / 216 » Hedging predictions in machine learning |
172
Voted
ML
2000
ACM
15 years 4 months ago
2000
ACM
The naive Bayesian classifier provides a simple and effective approach to classifier learning, but its attribute independence assumption is often violated in the real world. A numb...
154
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JCST
2011
14 years 11 months ago
2011
Software defect detection aims to automatically identify defective software modules for efficient software test in order to improve the quality of a software system. Although many...
140
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DAGM
2004
Springer
15 years 10 months ago
2004
Springer
We consider the general problem of learning from labeled and unlabeled data. Given a set of points, some of them are labeled, and the remaining points are unlabeled. The goal is to...
124
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PKDD
2010
Springer
15 years 3 months ago
2010
Springer
Most approaches to classifying media content assume a fixed, closed vocabulary of labels. In contrast, we advocate machine learning approaches which take advantage of the millions...
199
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JMLR
2010
14 years 11 months ago
2010
In this paper, we propose a general framework for sparse semi-supervised learning, which concerns using a small portion of unlabeled data and a few labeled data to represent targe...