20 search results - page 1 / 4 » Non-parametric Nearest Neighbor with Local Adaptation |
FSKD
2006
Springer
15 years 1 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...
74
Voted
ICPR
2002
IEEE
15 years 10 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...
64
Voted
PAMI
2002
14 years 9 months ago
2002
EPIA
2001
Springer
15 years 2 months ago
2001
Springer
ICPR
2006
IEEE
15 years 10 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...