Mining Omics Data

Name: Mining Omics Data
Brand: Sudwestdeutscher Verlag Fur Hochschulschriften AG
SKU: 9783838135052
Price: 82.19 EUR
Availability: InStock

From Correlation to Independence

Автор: Nikola Müller

Език:

Корици: С меки корици

Издател: Sudwestdeutscher Verlag Fur Hochschulschriften AG

Наличност: Външен склад

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Biological studies across all omics fields generate vast amounts of data. To understand these comple...

Информация за книгата

Автор

Nikola Müller

Език

Английски език

Корици

Книга - С меки корици

Издадена

2013

страници

220

EAN

9783838135052

ISBN

3838135059

Enbook ID

06958183

Издател

Sudwestdeutscher Verlag Fur Hochschulschriften AG

Теглоt

327

Размери

152 x 229 x 13

Пълно описание

Biological studies across all omics fields generate vast amounts of data. To understand these complex data, biologically motivated data mining techniques are indispensable. In this dissertation, biological problems were individually addressed by using solutions from computational sciences. The interactome study identified graph clusters: A parameter-free graph-clustering algorithm was developed using graph compression to find highly interlinked proteins sharing similar characteristics. The lipidome study analyzed co-regulations: To reveal those lipids similarly responding to biological factors, a differential Gaussian Graphical Model was introduced accounting for disease-specificity. The cytome study of single cells aimed at understanding cellular systems: A novel noise robust source separation technique reliably extracted independent components from images describing protein behaviors. The study of peptides required the detection outstanding observations: By assessing regularities, an outlier detection algorithm was based on compression efficacy of independent components. All algorithms fulfilled diverse constraints, but were met with standard correlation and dependency methods.

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Mining Omics Data

From Correlation to Independence

Информация за книгата

Пълно описание

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Клиенти, които купиха тази книга, купиха също