198 search results - page 1 / 40 » An information geometric approach to supervised dimensionali... |
ICASSP
2009
IEEE
13 years 11 months ago
2009
IEEE
Due to the curse of dimensionality, high-dimensional data is often pre-processed with some form of dimensionality reduction for the classification task. Many common methods of su...
IRI
2007
IEEE
13 years 10 months ago
2007
IEEE
Many applications require analyzing vast amounts of textual data, but the size and inherent noise of such data can make processing very challenging. One approach to these issues i...
RSS
2007
13 years 5 months ago
2007
Abstract— This paper considers the problem of learning to recognize different terrains from color imagery in a fully automatic fashion, using the robot’s mechanical sensors as ...
SAC
2006
ACM
13 years 10 months ago
2006
ACM
“The curse of dimensionality” is pertinent to many learning algorithms, and it denotes the drastic raise of computational complexity and classification error in high dimension...
CIKM
2000
Springer
13 years 8 months ago
2000
Springer
