Książka Machine Learning for Microbial Phenotype Prediction Roman Feldbauer

Machine Learning for Microbial Phenotype Prediction

Język: Angielski
Oprawa: Miękka
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
212.24
This thesis presents a scalable, generic methodology for microbial phenotype prediction based on sup...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2016
strony
110
EAN
9783658143183
ISBN
9783658143183
Enbook ID
10929535
Waga
1707
Wymiary
148 x 210 x 8

Pełny opis

This thesis presents a scalable, generic methodology for microbial phenotype prediction based on supervised machine learning, several models for biological and ecological traits of high relevance, and the deployment in metagenomic datasets. The results suggest that the presented prediction tool can be used to automatically annotate phenotypes in near-complete microbial genome sequences, as generated in large numbers in current metagenomic studies. Unraveling relationships between a living organism's genetic information and its observable traits is a central biological problem. Phenotype prediction facilitated by machine learning techniques will be a major step forward to creating biological knowledge from big data.

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