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» Experimental perspectives on learning from imbalanced data
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BMCBI
2005
151views more  BMCBI 2005»
14 years 9 months ago
stam - a Bioconductor compliant R package for structured analysis of microarray data
Background: Genome wide microarray studies have the potential to unveil novel disease entities. Clinically homogeneous groups of patients can have diverse gene expression profiles...
Claudio Lottaz, Rainer Spang
TNN
2010
159views Management» more  TNN 2010»
14 years 4 months ago
Multiple incremental decremental learning of support vector machines
We propose a multiple incremental decremental algorithm of Support Vector Machine (SVM). Conventional single incremental decremental SVM can update the trained model efficiently w...
Masayuki Karasuyama, Ichiro Takeuchi
KDD
2004
ACM
117views Data Mining» more  KDD 2004»
15 years 10 months ago
Regularized multi--task learning
Past empirical work has shown that learning multiple related tasks from data simultaneously can be advantageous in terms of predictive performance relative to learning these tasks...
Theodoros Evgeniou, Massimiliano Pontil
BMCBI
2010
126views more  BMCBI 2010»
14 years 10 months ago
Simulation of a Petri net-based Model of the Terpenoid Biosynthesis Pathway
Background: The development and simulation of dynamic models of terpenoid biosynthesis has yielded a systems perspective that provides new insights into how the structure of this ...
Aliah Hazmah Hawari, Zeti-Azura Mohamed-Hussein
BMCBI
2010
100views more  BMCBI 2010»
14 years 7 months ago
New insights into protein-protein interaction data lead to increased estimates of the S. cerevisiae interactome size
Background: As protein interactions mediate most cellular mechanisms, protein-protein interaction networks are essential in the study of cellular processes. Consequently, several ...
Laure Sambourg, Nicolas Thierry-Mieg