Deep Learning for Protein Function Prediction

The assignment of functions to proteins is a bottleneck due to the need of costly and time-consuming molecular experiments. This is the reason why more often data analysis methods are used for protein an- notation. In this thesis I consider an approach based on Deep Learning architectures.

Detalles Bibliográficos
Autor: Alba Avilés, Manuel
Tipo de recurso: tesis de maestría
Fecha de publicación:2017
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/117716
Acceso en línea:https://hdl.handle.net/2117/117716
Access Level:acceso abierto
Palabra clave:Machine learning
Proteins
Biology
Data Science
Deep Learning
Machine Learning
Biologia
Aprenentatge automàtic
Proteïnes
Àrees temàtiques de la UPC::Informàtica
Descripción
Sumario:The assignment of functions to proteins is a bottleneck due to the need of costly and time-consuming molecular experiments. This is the reason why more often data analysis methods are used for protein an- notation. In this thesis I consider an approach based on Deep Learning architectures.