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» Informative sampling for large unbalanced data sets
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156
Voted
BMCBI
2010
113views more  BMCBI 2010»
15 years 3 months ago
Probabilistic Principal Component Analysis for Metabolomic Data
Background: Data from metabolomic studies are typically complex and high-dimensional. Principal component analysis (PCA) is currently the most widely used statistical technique fo...
Gift Nyamundanda, Lorraine Brennan, Isobel Claire ...
151
Voted
BMCBI
2006
201views more  BMCBI 2006»
15 years 3 months ago
Gene selection algorithms for microarray data based on least squares support vector machine
Background: In discriminant analysis of microarray data, usually a small number of samples are expressed by a large number of genes. It is not only difficult but also unnecessary ...
E. Ke Tang, Ponnuthurai N. Suganthan, Xin Yao
129
Voted
BMCBI
2010
141views more  BMCBI 2010»
15 years 3 months ago
Computing and visually analyzing mutual information in molecular co-evolution
Background: Selective pressure in molecular evolution leads to uneven distributions of amino acids and nucleotides. In fact one observes correlations among such constituents due t...
Sebastian Bremm, Tobias Schreck, Patrick Boba, Ste...
128
Voted
IC
2004
15 years 5 months ago
Area-Efficient Visualization of Web Data
With the explosion of the Internet the World Wide Web today has become an infinite source of information. Hence, it is important that one be able to categorize, understand and be a...
Vishal Anand, Keith Hansen, Radu Jianu, Adrian Rus...
129
Voted
VLDB
2001
ACM
138views Database» more  VLDB 2001»
15 years 8 months ago
A Data Warehousing Architecture for Enabling Service Provisioning Process
In this paper we focus on the following problem in information management: given a large collection of recorded information and some knowledge of the process that is generating th...
Yannis Kotidis