Proposta de dissertação do MEI
Título: Processamento de Mapas Auto-organizados em GPUs
Proponente(s): Hervé Paulino
Nuno Marques
Créditos: 42 ECTS
Área científica: Computer Systems and Networks
Início preferencial:
URL:
Já estão em curso trabalhos preliminares executados pelo alunos:
Breve descrição: Self-organizing maps (SOM) are a specific kind of unsupervised neural network algorithm with topology preservation. SOM has been applied extensively from engineering sciences to medicine, biology, and economics. The Ubiquitous SOM is a novel variant of SOM, tailored for streaming environments. We want leverage GPUs to improve their application to streams. GPUs are already being used to execute SOMs but not in the context of streams.

The purpose of this thesis is to develop GPU-directed versions of existing USOM algorithms. For that purpose, the student will program in OpenCL and C++.
Observações: A scholarship is available for this dissertation.