58 search results - page 5 / 12 » Adaptive Kernel Metric Nearest Neighbor Classification |
99
Voted
CIBB
2008
15 years 2 months ago
2008
Abstract. We evaluated methods of protein classification that use kernels built from BLAST output parameters. Protein sequences were represented as vectors of parameters (e.g. simi...
PAMI
2008
15 years 8 days ago
2008
This paper describes BoostMap, a method for efficient nearest neighbor retrieval under computationally expensive distance measures. Database and query objects are embedded into a v...
100
Voted
CVPR
2006
IEEE
16 years 2 months ago
2006
IEEE
Classification with only one labeled example per class is a challenging problem in machine learning and pattern recognition. While there have been some attempts to address this pr...
120
Voted
DEXAW
1999
IEEE
15 years 4 months ago
1999
IEEE
This paper presents two metrics for the Nearest Neighbor Classifier that share the property of being adapted, i.e. learned, on a set of data. Both metrics can be used for similari...
112
Voted
ICIP
2005
IEEE
16 years 2 months ago
2005
IEEE
We study the use of kernel subspace methods that learn low-dimensional subspace representations for classification tasks. In particular, we propose a new method called kernel weigh...