20 search results - page 1 / 4 » Non-parametric Nearest Neighbor with Local Adaptation |
FSKD
2006
Springer
13 years 11 months ago
2006
Springer
Nearest neighbor classifier is a widely-used effective method for multi-class problems. However, it suffers from the problem of the curse of dimensionality in high dimensional spac...
ICPR
2002
IEEE
14 years 8 months ago
2002
IEEE
Nearest neighbor classification assumes locally constant class conditional probabilities. This assumption becomes invalid in high dimensions due to the curse-ofdimensionality. Sev...
PAMI
2002
13 years 7 months ago
2002
EPIA
2001
Springer
13 years 12 months ago
2001
Springer
ICPR
2006
IEEE
14 years 8 months ago
2006
IEEE
K-Nearest Neighbors relies on the definition of a global metric. In contrast, Discriminant Adaptive Nearest Neighbor (DANN) computes a different metric at each query point based o...