Dissection of Complex Genetic Correlations into Interaction Effects

Dissection of Complex Genetic Correlations into Interaction Effects

Living systems are overwhelmingly complex and consist of many interacting parts. Already the quantitative characterization of a single human cell type on genetic level requires at least the measurement of 20000 gene expressions. It remains a big challenge for theoretical approaches to discover patte...

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Détails bibliographiques
Auteur principal: Grau, Michael
Autres auteurs: Lenz, Peter (Prof. Dr.) (Directeur de thèse)
Format: Dissertation
Langue:anglais
Publié: Philipps-Universität Marburg 2015
Sujets:
Tumorklassifikation
Genexpression
Hochdimensionale Daten
Genanalyse
complex systems
Grenzen der Hauptkomponentenanalyse
Physik
survival prediction
Nichtlineares Regressionsmodell
tumor classification
interpretable high-dimensional laws of interaction
interpretierbare hochdimensionale Interaktionsvorschriften
Überlebensprädiktion
Komplexes System
signal dissection
Maschinelles Lernen
Physics
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