966 search results - page 46 / 194 » A Two-Level Learning Method for Generalized Multi-instance P... |
106
Voted
ICML
2007
IEEE
16 years 3 months ago
2007
IEEE
We address feature selection problems for classification of small samples and high dimensionality. A practical example is microarray-based cancer classification problems, where sa...
112
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ACMSE
2008
ACM
15 years 4 months ago
2008
ACM
With stock surpluses and shortages representing one of the greatest elements of risk to wholesalers, a solution to the multiretailer supply chain management problem would result i...
122
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PKDD
2010
Springer
15 years 21 days ago
2010
Springer
Abstract. In preference learning, the algorithm observes pairwise relative judgments (preference) between items as training data for learning an ordering of all items. This is an i...
122
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ICML
2009
IEEE
16 years 3 months ago
2009
IEEE
This paper investigates a new learning formulation called structured sparsity, which is a naturalextensionofthestandardsparsityconceptinstatisticallearningandcompressivesensing. B...
130
Voted
CVPR
2010
IEEE
15 years 10 months ago
2010
IEEE
Learning object categories from small samples is a challenging problem, where machine learning tools can in general provide very few guarantees. Exploiting prior knowledge may be ...