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» Accelerating Large Data Analysis by Exploiting Regularities
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BMCBI
2007
132views more  BMCBI 2007»
14 years 10 months ago
On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve
Background: Novel molecular and statistical methods are in rising demand for disease diagnosis and prognosis with the help of recent advanced biotechnology. High-resolution mass s...
Jingjing Ye, Hao Liu, Crystal Kirmiz, Carlito B. L...
ECML
2007
Springer
15 years 4 months ago
Principal Component Analysis for Large Scale Problems with Lots of Missing Values
Abstract. Principal component analysis (PCA) is a well-known classical data analysis technique. There are a number of algorithms for solving the problem, some scaling better than o...
Tapani Raiko, Alexander Ilin, Juha Karhunen
ASAP
2007
IEEE
123views Hardware» more  ASAP 2007»
15 years 4 months ago
A memcpy Hardware Accelerator Solution for Non Cache-line Aligned Copies
In this paper, we present a hardware solution to perform non cache-line aligned memory copies allowing the commonly used memcpy function to cope with word copies. The main purpose...
Filipa Duarte, Stephan Wong
ICDM
2009
IEEE
149views Data Mining» more  ICDM 2009»
15 years 4 months ago
Accelerated Gradient Method for Multi-task Sparse Learning Problem
—Many real world learning problems can be recast as multi-task learning problems which utilize correlations among different tasks to obtain better generalization performance than...
Xi Chen, Weike Pan, James T. Kwok, Jaime G. Carbon...
CBMS
1995
IEEE
15 years 1 months ago
Validation of a Large Medical Database
Complex clinical problems involving huge experimental evidence require a preliminary validation of observed data. This may avoid biasing due to incorrect sampling and clarify the ...
Guido Rovetta, Patrizia Monteforte, Gerolamo Bianc...