1435 search results - page 95 / 287 » Generalization Error Bounds Using Unlabeled Data |
UAI
2004
15 years 4 months ago
2004
The task of matching co-referent records is known among other names as record linkage. For large record-linkage problems, often there is little or no labeled data available, but u...
118
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ROBOCOMM
2007
IEEE
15 years 9 months ago
2007
IEEE
—This paper presents a communication/coordination/ processing architecture for distributed adaptive observation of a spatial field using a fleet of autonomous mobile sensors. O...
103
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AUSDM
2006
Springer
15 years 6 months ago
2006
Springer
If the dataset available to machine learning results from cluster sampling (e.g. patients from a sample of hospital wards), the usual cross-validation error rate estimate can lead...
117
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SSWMC
2004
15 years 4 months ago
2004
We study a detection-theoretic approach to steganalysis. The relative entropy between covertext and stegotext determines the steganalyzer's difficulty in discriminating them,...
157
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BMCBI
2008
15 years 2 months ago
2008
Background: Pancreatic cancer is the fourth leading cause of cancer death in the United States. Consequently, identification of clinically relevant biomarkers for the early detect...