Sciweavers

1224 search results - page 95 / 245
» On the Optimality of the Dimensionality Reduction Method
Sort
View
ANSS
2006
IEEE
16 years 13 days ago
Swarm-based Active Tunable Routing for Overhead Reduction in Multiservice Networks
The explosive growth of multimedia and other bandwidth intensive applications has resulted a rapid increase in the size of the traffic loads that needs to be supported by modern n...
Constandinos X. Mavromoustakis, Helen D. Karatza
JMLR
2008
141views more  JMLR 2008»
15 years 6 months ago
A New Algorithm for Estimating the Effective Dimension-Reduction Subspace
The statistical problem of estimating the effective dimension-reduction (EDR) subspace in the multi-index regression model with deterministic design and additive noise is consider...
Arnak S. Dalalyan, Anatoly Juditsky, Vladimir Spok...
ICML
2006
IEEE
16 years 7 months ago
Optimal kernel selection in Kernel Fisher discriminant analysis
In Kernel Fisher discriminant analysis (KFDA), we carry out Fisher linear discriminant analysis in a high dimensional feature space defined implicitly by a kernel. The performance...
Seung-Jean Kim, Alessandro Magnani, Stephen P. Boy...
CIRA
2007
IEEE
151views Robotics» more  CIRA 2007»
16 years 22 days ago
Image Clustering Using Visual and Text Keywords
Abstract—In classical image classification approaches, lowlevel features have been used. But the high dimensionality of feature spaces poses a challenge in terms of feature selec...
Rajeev Agrawal, Changhua Wu, William I. Grosky, Fa...
CIKM
2007
Springer
16 years 17 days ago
Regularized locality preserving indexing via spectral regression
We consider the problem of document indexing and representation. Recently, Locality Preserving Indexing (LPI) was proposed for learning a compact document subspace. Different from...
Deng Cai, Xiaofei He, Wei Vivian Zhang, Jiawei Han