Sciweavers

212 search results - page 1 / 43
» Random subspace method for multivariate feature selection
Sort
View
PRL
2006
83views more  PRL 2006»
13 years 5 months ago
Random subspace method for multivariate feature selection
Carmen Lai, Marcel J. T. Reinders, Lodewyk F. A. W...
CVPR
2005
IEEE
14 years 7 months ago
Subspace Analysis Using Random Mixture Models
In [1], three popular subspace face recognition methods, PCA, Bayes, and LDA were analyzed under the same framework and an unified subspace analysis was proposed. However, since t...
Xiaogang Wang, Xiaoou Tang
IJCNN
2007
IEEE
13 years 11 months ago
Random Feature Subset Selection for Analysis of Data with Missing Features
Abstract - We discuss an ensemble-of-classifiers based algorithm for the missing feature problem. The proposed approach is inspired in part by the random subspace method, and in pa...
Joseph DePasquale, Robi Polikar
IDA
2007
Springer
13 years 11 months ago
Combining Bagging and Random Subspaces to Create Better Ensembles
Random forests are one of the best performing methods for constructing ensembles. They derive their strength from two aspects: using random subsamples of the training data (as in b...
Pance Panov, Saso Dzeroski
PAMI
1998
127views more  PAMI 1998»
13 years 5 months ago
The Random Subspace Method for Constructing Decision Forests
—Much of previous attention on decision trees focuses on the splitting criteria and optimization of tree sizes. The dilemma between overfitting and achieving maximum accuracy is ...
Tin Kam Ho