267 search results - page 4 / 54 » New Algorithms for Efficient High-Dimensional Nonparametric ... |
242
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SIGMOD
2006
ACM
16 years 5 months ago
2006
ACM
Given a d-dimensional data set, a point p dominates another point q if it is better than or equal to q in all dimensions and better than q in at least one dimension. A point is a ...
160
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COLT
1998
Springer
15 years 9 months ago
1998
Springer
We introduce and analyze a new algorithm for linear classification which combines Rosenblatt's perceptron algorithm with Helmbold and Warmuth's leave-one-out method. Like...
169
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ICDM
2005
IEEE
15 years 11 months ago
2005
IEEE
In this paper, we present an algorithm that can classify large-scale text data with high classification quality and fast training speed. Our method is based on a novel extension o...
128
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IPMI
2003
Springer
16 years 6 months ago
2003
Springer
Abstract. Estimating statistical significance of detected differences between two groups of medical scans is a challenging problem due to the high dimensionality of the data and th...