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IDA
2002
Springer
13 years 7 months ago
Boosting strategy for classification
This paper introduces a strategy for training ensemble classifiers by analysing boosting within margin theory. We present a bound on the generalisation error of ensembled classifi...
Huma Lodhi, Grigoris J. Karakoulas, John Shawe-Tay...
DAGM
2001
Springer
14 years 3 days ago
Normalization in Support Vector Machines
Arnulf B. A. Graf, Silvio Borer
NLPRS
2001
Springer
14 years 1 days ago
Relative Synonymy and Conceptual Vectors
Mathieu Lafourcade, Violaine Prince
VIS
2004
IEEE
140views Visualization» more  VIS 2004»
14 years 8 months ago
Vector Wavelet Thresholding for Vector Field Denoising
Noise reduction is an important preprocessing step for many visualization techniques that make use of feature extraction. We propose a method for denoising 2-D vector fields that ...
Michel A. Westenberg, Thomas Ertl
ICML
2005
IEEE
14 years 8 months ago
An efficient method for simplifying support vector machines
In this paper we describe a new method to reduce the complexity of support vector machines by reducing the number of necessary support vectors included in their solutions. The red...
DucDung Nguyen, Tu Bao Ho