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BMCBI
2011
14 years 1 months ago
To aggregate or not to aggregate high-dimensional classifiers
Background: High-throughput functional genomics technologies generate large amount of data with hundreds or thousands of measurements per sample. The number of sample is usually m...
Cheng-Jian Xu, Huub C. J. Hoefsloot, Age K. Smilde
ICMLA
2004
14 years 11 months ago
PolyCluster: an interactive visualization approach to construct classification rules
This paper introduces a system, called PolyCluster, which adopts state-of-the-art algorithms for data visualization and integrates human domain knowledge into the construction pro...
Danyu Liu, Alan P. Sprague, Jeffrey G. Gray
BMCBI
2008
219views more  BMCBI 2008»
14 years 9 months ago
Classification of premalignant pancreatic cancer mass-spectrometry data using decision tree ensembles
Background: Pancreatic cancer is the fourth leading cause of cancer death in the United States. Consequently, identification of clinically relevant biomarkers for the early detect...
Guangtao Ge, G. William Wong
103
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CORR
2010
Springer
104views Education» more  CORR 2010»
14 years 7 months ago
The Use of Scientific Data: A Content Analysis
In order to improve our understanding of scientific data users' data usage behaviors, which has been rarely studied in the fourth science paradigm--data-intensive science, th...
Jian Zhang 0006, Chaomei Chen, Michael S. E. Vogel...
ICASSP
2010
IEEE
14 years 10 months ago
Semi-Supervised Fisher Linear Discriminant (SFLD)
Supervised learning uses a training set of labeled examples to compute a classifier which is a mapping from feature vectors to class labels. The success of a learning algorithm i...
Seda Remus, Carlo Tomasi