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139
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KDD
2001
ACM
216views Data Mining» more  KDD 2001»
16 years 4 months ago
The distributed boosting algorithm
In this paper, we propose a general framework for distributed boosting intended for efficient integrating specialized classifiers learned over very large and distributed homogeneo...
Aleksandar Lazarevic, Zoran Obradovic
ADMA
2005
Springer
143views Data Mining» more  ADMA 2005»
15 years 9 months ago
A Comprehensive Benchmark of the Artificial Immune Recognition System (AIRS)
: Artificial Immune Systems are a new class of algorithms inspired by how the immune system recognizes, attacks and remembers intruders. This is a fascinating idea, but to be accep...
Lingjun Meng, Peter van der Putten, Haiyang Wang
AAAI
2008
15 years 6 months ago
Transfer Learning via Dimensionality Reduction
Transfer learning addresses the problem of how to utilize plenty of labeled data in a source domain to solve related but different problems in a target domain, even when the train...
Sinno Jialin Pan, James T. Kwok, Qiang Yang
IJON
2006
95views more  IJON 2006»
15 years 3 months ago
Generalized relevance LVQ (GRLVQ) with correlation measures for gene expression analysis
A correlation-based similarity measure is derived for generalized relevance learning vector quantization (GRLVQ). The resulting GRLVQ-C classifier makes Pearson correlation availa...
Marc Strickert, Udo Seiffert, Nese Sreenivasulu, W...
119
Voted
ICDM
2010
IEEE
154views Data Mining» more  ICDM 2010»
15 years 1 months ago
Discrimination Aware Decision Tree Learning
Abstract--Recently, the following discrimination aware classification problem was introduced: given a labeled dataset and an attribute , find a classifier with high predictive accu...
Faisal Kamiran, Toon Calders, Mykola Pechenizkiy