Title | ||
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Two-Dimensional Electrophoresis Gel Images Scan For Decomposition And Depletion Analysis |
Abstract | ||
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Two-dimensional Electrophoresis Gel Images Scan (2dEGIS) implements a mix of computational methods for processing two-dimensional electrophoresis gel images. For advancing the analysis in case-control sample studies, a multi-component decompositionapproximation approach is presented, based on: (1) A global scan aimed to detect discriminative patterns with just a few components; (2) A more localized image scan through aggregated components; (3) The exploration of specific regions with maximal localization power. The tool 2dEGIS represents a novel unifying instrument for the computational analysis of gel images. |
Year | DOI | Venue |
---|---|---|
2010 | 10.1142/S1793536910000525 | ADVANCES IN DATA SCIENCE AND ADAPTIVE ANALYSIS |
Keywords | Field | DocType |
2DGel electrophoresis, dimensionality reduction, feature detection | Mathematical optimization,Dimensionality reduction,Pattern recognition,Feature detection,Gel electrophoresis,Artificial intelligence,Bioinformatics,Discriminative model,Mathematics,Computational analysis | Journal |
Volume | Issue | ISSN |
2 | 3 | 2424-922X |
Citations | PageRank | References |
1 | 0.36 | 8 |
Authors | ||
3 |
Name | Order | Citations | PageRank |
---|---|---|---|
Osvaldo Marullo | 1 | 4 | 0.83 |
Alessio Soggiu | 2 | 4 | 0.83 |
Enrico Capobianco | 3 | 22 | 7.39 |