A system’s approach to cache hierarchy-aware decomposition of data-parallel computations

Dissertação para obtenção do Grau de Mestre em Engenharia Informática

Combining WLAN fingerprint-based localization with sensor data for indoor navigation using mobile devices

This project proposes an approach for supporting Indoor Navigation Systems using Pedestrian Dead Reckoning-based methods and by analyzing motion sensor data available in most modern smartphones. Processes suggested in this investigation are able to calculate the distance traveled by a user while he or she is walking. WLAN fingerprint- based navigation systems benefit from the processes followed in this research and results achieved to reduce its workload and improve its positioning estimations.

Complex networks and data mining: toward a new perspective for the understanding of complex systems

Complex systems, i.e. systems composed of a large set of elements interacting in a non-linear way, are constantly found all around us. In the last decades, different approaches have been proposed toward their understanding, one of the most interesting being the Complex Network perspective. This legacy of the 18th century mathematical concepts proposed by Leonhard Euler is still current, and more and more relevant in real-world problems. In recent years, it has been demonstrated that network-based representations can yield relevant knowledge about complex systems. In spite of that, several problems have been detected, mainly related to the degree of subjectivity involved in the creation and evaluation of such network structures. In this Thesis, we propose addressing these problems by means of different data mining techniques, thus obtaining a novel hybrid approximation intermingling complex networks and data mining. Results indicate that such techniques can be effectively used to i) enable the creation of novel network representations, ii) reduce the dimensionality of analyzed systems by pre-selecting the most important elements, iii) describe complex networks, and iv) assist in the analysis of different network topologies. The soundness of such approach is validated through different validation cases drawn from actual biomedical problems, e.g. the diagnosis of cancer from tissue analysis, or the study of the dynamics of the brain under different neurological disorders.

Lombalgia em idosos prestadores de cuidados familiares: prevalência e caracteristicas

RESUMO: Introdução: A prestação de cuidados a um familiar idoso dependente pode ser esgotante e interferir adversamente na saúde e bem-estar do cuidador familiar. A literatura tem privilegiado a análise da sobrecarga da prestação de cuidados em cuidadores familiares de idosos em situação de dependência, negligenciando a incidência de morbilidades físicas, como a lombalgia, que podem advir da prestação de cuidados. A lombalgia constitui um dos fatores mais importantes que afeta a saúde física das pessoas idosas e encontra-se associada à diminuição da função física geral. Objetivo: Avaliar a prevalência, as características e os fatores de risco da lombalgia em idosos cuidadores familiares de pessoas idosas com dependência. Metodologia: Foram avaliados trinta e um cuidadores principais de idosos com dependência, com idade ≥ 65 anos. A informação foi recolhida por entrevista através de um questionário geral e três questionários padronizados (Oswerty Disability Questionnaire – versão portuguesa 2.0, MOS SF36 V2.0 e Escala Visual Analógica) que avaliaram as características sociodemográficas, clínicas, antropométricas e comportamentais dos cuidadores familiares. A dependência dos idosos alvo de cuidados também foi avaliada pela Escala de Barthel Modificada. Resultados e conclusão: Os resultados deste estudo sugerem que a prevalência da dor lombar é elevada em idosos cuidadores principais (80,6%). A análise inferencial mostrou que os fatores relacionados com a lombalgia nos cuidadores foram a autoperceção do estado de saúde física e mental (ρS = -0,822, p<0.001 e ρS = -0.566, p=0.001, respetivamente) e a sua idade (p < 0,05). Mais estudos são necessários para melhor definir a frequência da lombalgia e explorar a relação destes fatores de risco.-----------ABSTRACT: Background: The care of a dependent elderly relative can be grueling and adversely affect the health and well-being of family caregivers. Previous research has focused on the analysis of the burden on family caregivers of elderly people in a situation of dependence, neglecting the incidence of physical morbidities, such as low back pain, which may arise from the provision of care. Low back pain is one of the most important factors that affects the physical health of older people and is associated with decreased overall physical function.Purpose: Evaluate the prevalence, features and risk factors of low back pain among old family caregivers of elderly with dependence. Methods: Thirty one primary caregivers of elderly with dependence, with 65 or more years old, were studied. Data were collected by interviews, through a general questionnaire and three standardized questionnaires (Oswestry Disability Questionnaire – Portuguese version 2.0, MOS SF36 V2.0, Visual Analogue Scale) to evaluate social, demographic, clinical, anthropometric and behavioral characteristics of family caregivers. Elderly dependence was also assessed by Modified Barthel Index in old people with disabilities. Results and conclusion: Results of this study suggest that prevalence of low back pain is high in old primary caregivers (80,6%). Forward inferential analysis showed that the factors related to low back pain in the caregivers were their physical and mental health perception (ρS = -0,822, p<0.001and ρS = -0.566, p=0.001, respectively) and age (p < 0,05). Further studies are needed to better define the frequency of low back pain and explore the relationship of these risk factos.