Abstract | ||
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In this paper is presented a method for the automatic DNA spots classification and extraction of profiles associated in DNA polyacrilamide gel electrophoresis based on image processing. A software which implements this method was developed, composed by four modules: Digital image acquisition, image preprocessing, feature extraction and classification, and DNA profile extraction. The use of different types of algorithms as: C4.5 Decision Trees, Support Vector Machines and Leader Algorithm are needed to resolve all the tasks. The experimental results show that this method has a very nice computational behavior and effectiveness, and provide a very useful tool to decrease the time and increase the quality of the specialist responses. |
Year | DOI | Venue |
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2005 | 10.1007/11578079_26 | Lecture Notes in Computer Science |
Keywords | Field | DocType |
support vector machines,leader algorithm,feature extraction,automatic extraction,automatic dna spots classification,decision trees,image processing,digital image acquisition,dna profile extraction,dna polyacrilamide gel,image preprocessing,polyacrilamide gel electrophoresis image,decision support system,support vector machine,dna,decision tree,image analysis,gel electrophoresis,statistical analysis,digital image,pattern recognition | Computer vision,Decision tree,Pattern recognition,Computer science,DNA profiling,Support vector machine,Image processing,Digital image,Feature extraction,Preprocessor,Artificial intelligence,Digital imaging | Conference |
Volume | ISSN | ISBN |
3773 | 0302-9743 | 3-540-29850-9 |
Citations | PageRank | References |
1 | 0.41 | 5 |
Authors | ||
6 |
Name | Order | Citations | PageRank |
---|---|---|---|
Francisco Silva-Mata | 1 | 3 | 1.47 |
Isneri Talavera-Bustamante | 2 | 5 | 2.61 |
Ricardo González-Gazapo | 3 | 1 | 0.41 |
Noslén Hernández-González | 4 | 3 | 1.46 |
Juan R. Palau-Infante | 5 | 1 | 0.41 |
Marta Santiesteban-Vidal | 6 | 1 | 0.41 |