58 search results - page 2 / 12 » Adaptive Kernel Metric Nearest Neighbor Classification |
89
Voted
ICML
2008
IEEE
15 years 11 months ago
2008
IEEE
In this paper we study how to improve nearest neighbor classification by learning a Mahalanobis distance metric. We build on a recently proposed framework for distance metric lear...
89
Voted
BMCBI
2006
2006
A Regression-based K nearest neighbor algorithm for gene function prediction from heterogeneous data
14 years 10 months ago
Background: As a variety of functional genomic and proteomic techniques become available, there is an increasing need for functional analysis methodologies that integrate heteroge...
97
Voted
NIPS
2004
14 years 11 months ago
2004
We describe a framework for learning an object classifier from a single example. This goal is achieved by emphasizing the relevant dimensions for classification using available ex...
NPL
2002
14 years 10 months ago
2002
The `kernel approach' has attracted great attention with the development of support vector machine (SVM) and has been studied in a general way. It offers an alternative soluti...
PAMI
2006
14 years 10 months ago
2006