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» Selecting a Selection Procedure
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KDD
2009
ACM
180views Data Mining» more  KDD 2009»
16 years 6 months ago
Consensus group stable feature selection
Stability is an important yet under-addressed issue in feature selection from high-dimensional and small sample data. In this paper, we show that stability of feature selection ha...
Steven Loscalzo, Lei Yu, Chris H. Q. Ding
CIDM
2009
IEEE
16 years 26 days ago
Large-scale attribute selection using wrappers
Abstract— Scheme-specific attribute selection with the wrapper and variants of forward selection is a popular attribute selection technique for classification that yields good ...
Martin Gutlein, Eibe Frank, Mark Hall, Andreas Kar...
CIKM
2009
Springer
16 years 21 days ago
Graph-based seed selection for web-scale crawlers
One of the most important steps in web crawling is determining the starting points, or seed selection. This paper identifies and explores the problem of seed selection in webscal...
Shuyi Zheng, Pavel Dmitriev, C. Lee Giles
IJCNN
2006
IEEE
16 years 4 days ago
C2FS: An Algorithm for Feature Selection in Cascade Neural Networks
Wrapper-based feature selection is attractive because wrapper methods are able to optimize the features they select to the specific learning algorithm. Unfortunately, wrapper met...
Lars Backstrom, Rich Caruana
ASPDAC
2006
ACM
105views Hardware» more  ASPDAC 2006»
16 years 2 days ago
Improving routing efficiency for network-on-chip through contention-aware input selection
- The performance of Network-on-Chip (NoC) largely depends on the underlying routing techniques, which have two constituencies: output selection and input selection. Previous resea...
Dong Wu, Bashir M. Al-Hashimi, Marcus T. Schmitz