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» Learning to learn with the informative vector machine
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SDM
2009
SIAM
119views Data Mining» more  SDM 2009»
16 years 1 months ago
Twin Vector Machines for Online Learning on a Budget.
This paper proposes Twin Vector Machine (TVM), a constant space and sublinear time Support Vector Machine (SVM) algorithm for online learning. TVM achieves its favorable scaling b...
Zhuang Wang, Slobodan Vucetic
100
Voted
ALT
2008
Springer
16 years 1 months ago
Learning and Generalization with the Information Bottleneck
Ohad Shamir, Sivan Sabato, Naftali Tishby
102
Voted
ICML
1989
IEEE
15 years 8 months ago
Information Filters and Their Implementation in the SYLLOG System
Shaul Markovitch, Paul D. Scott
KDD
2004
ACM
139views Data Mining» more  KDD 2004»
16 years 4 months ago
Learning a complex metabolomic dataset using random forests and support vector machines
Metabolomics is the omics science of biochemistry. The associated data include the quantitative measurements of all small molecule metabolites in a biological sample. These datase...
Young Truong, Xiaodong Lin, Chris Beecher