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ICDM
2005
IEEE
139views Data Mining» more  ICDM 2005»
15 years 8 months ago
Stability of Feature Selection Algorithms
With the proliferation of extremely high-dimensional data, feature selection algorithms have become indispensable components of the learning process. Strangely, despite extensive ...
Alexandros Kalousis, Julien Prados, Melanie Hilari...
122
Voted
ICIAP
2005
ACM
15 years 7 months ago
Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication
Abstract. Fingerprints are one of the most used biometrics for automatic personal authentication. Unfortunately, it is often difficult to design fingerprint matchers exhibiting th...
Giorgio Giacinto, Fabio Roli, Roberto Tronci
AIA
2007
15 years 3 months ago
A stability index for feature selection
Sequential forward selection (SFS) is one of the most widely used feature selection procedures. It starts with an empty set and adds one feature at each step. The estimate of the ...
Ludmila I. Kuncheva
118
Voted
PKDD
2009
Springer
148views Data Mining» more  PKDD 2009»
15 years 8 months ago
Feature Selection by Transfer Learning with Linear Regularized Models
Abstract. This paper presents a novel feature selection method for classification of high dimensional data, such as those produced by microarrays. It includes a partial supervisio...
Thibault Helleputte, Pierre Dupont
106
Voted
SIGIR
2003
ACM
15 years 7 months ago
The Effect of Database Size Distribution on Resource Selection Algorithms
Resource selection is an important topic in distributed information retrieval research. It can be a component of a distributed information retrieval task and can also serve as an i...
Luo Si, Jamie Callan