Machine learning Gaussian short rate

Dissertação para obtenção do Grau de Doutor em Estatística e Gestão do Risco

High ffficiency transmission techniques for broadband wireless systems

Future broadband wireless systems are expected to cope with severely time dispersive channels, due to multi-path signal propagation between the transmitter and the receiver while having high power and spectral efficiency. Thus, advanced Frequency Domain Equalization techniques are required. The implementation complexity in mobile terminals should be as low as possible to achieve highest possible efficiency. Therefore, most of the signal processing requirements will be shifted to the base station and we will employ signals compatible with an efficient, grossly nonlinear power amplification. For this reason, we will consider offset modulation signals with quasi-constant envelope and develop receivers that will obtain good BER performance. However, these signals require a bandwidth significantly above the Nyquist rate, which can be reduced by an overlap of different frequency channels.

Compensating variation and the young Portuguese emigrants: A study on how to keep our own

Emigration has been a very present word in Portugal. Due to the effects of the Economic Crisis and the Memorandum of Understanding policies, we have witnessed a significant yearly migration outflow of people searching for better conditions. This study aims to measure the factors affecting this flow as well as how much the probability of emigrating has evolved during the years bridging 2006 to 2012. I shall consider the decision of emigrating as Discrete Choice Random Utility maximization use a conditional Logit framework to model the probability choice for 31 OECD countries of destination. Moreover I will ascertain the compensating variation required such that the probability of choice in 2012 is adjusted back to 2007 values, keeping all other variables constant. I replicate this exercise using the unemployment rate instead of income. The most likely country of destination is Luxembourg throughout the years analyzed and the values obtained for the CV is of circa 1.700€ in terms of Income per capita and -11% in terms of the unemployment rate adjustment.

Determinants of reelection in Portuguese municipal elections

This Work Project investigates the determinants of reelection using data on the 278 Portuguese mainland municipalities for the period 1976-2009. We implement a logit fixed effect model to control for the municipalities’ unobserved characteristics that remain constant over time. Political variables, such as the vote share of the incumbent’s party in previous election, the number of mayor’s consecutive mandates and abstention rate, are found to be relevant in explaining incumbent’s reelection. Moreover, as to the mayor’s individual characteristics, age and education contribute to explain reelection prospects. We also provide weak evidence that a higher degree of fiscal autonomy increases political turnover and that the good economic prospects of the municipality positively affect reelection. Finally, the residents’ level of education and the size of the municipal population have an explanatory power on mayor’s reelection. We perform several robustness checks to confirm these results.

Structured products in the current low interest rate environment

Directed Research Internship

Evaluating the potential of yeast strains to produce added value products for the food and/or pharmaceutical industries

This study focus in the valorization of the apple pomace with the main goal of obtaining added value products. For that, hot compressed water technology was used for the extraction of phenolic compounds and hydrolysis of polysaccharides presents in the lignocellulosic structure of apple pomace to obtain simple sugars. The sugars have been utilized as alternative carbon source for growth, lipid accumulation and carotenoids production by five different yeast Yarrowia lipolytica, Rhodotorula mucilaginosa, Rhodotorula glutinis, Rhodosporidium babjevae and Rhodosporidium toruloides. Hydrolysis experiments were carried out with constant pressure of 100 bar, flow rate of 2mL/min and temperatures between 50°C and 250°C. The amount of total sugars present in apple pomace hydrolysates showed maximum values for the hydrolysis temperatures of 110°C and 190°C. In fact, these temperatures revealed the best results regarding the monosaccharides quantities. The amount of 5-HMF and furfural in each hydrolysate varied through the different temperatures. Maximum values for 5-HMF were obtained with 170°C, while furfural showed to be maximum at 210°C. Extraction of phenolic compounds were performed in simultaneously with hydrolysis reactions. Total phenolic compounds (TPC) increased along the temperature, however with small variations between 170°C and 250°C. Hydrolysates were then used as alternative carbon source to yeast growth. R. mucilaginosa shows the highest optical density, with the hydrolysate obtained at 130°C. Carotenoids produced by these yeast scored a total of 7.02μg carotenoids/g cell dry weight, while for the control assay, the same yeast scored 9.31μg caratonoides/g cell dry weight. β-carotene was quantified by HPLC, were 33% of the carotenoid production by R. mucilaginosa with hydrolysate as carbon source, corresponded to β-caroteno.

High visceral leishmaniasis mortality rate in Barra Mansa, a new area of visceral leishmaniasis transmission in the State of Rio de Janeiro, Brazil

Introduction Nine cases of visceral leishmaniasis occurred recently in Barra Mansa, State of Rio de Janeiro, with a high mortality rate. Methods We reviewed the medical records of the patients. Results Eight were male; 7 were adults. Patients who died progressed to death quickly and presented with aggravating factors: systemic steroid therapy before diagnosis, bleeding, severe liver involvement, infection, and/or refusal to receive transfusion. Conclusions We warn clinicians to be aware of the emergence of visceral leishmaniasis in new areas and to keep in mind the possibility of atypical clinical pictures and aggravating factors, so timely diagnosis can be made and prompt and adequate treatment can be initiated.

Avaliação económica em transplantação renal : abordagem estratégica do processo de doação e análise de custo-utilidade do programa de transplantação renal versus hemodiálise

SUMÁRIO - O desafio atual da Saúde Pública é assegurar a sustentabilidade financeira do sistema de saúde. Em ambiente de recursos escassos, as análises económicas aplicadas à prestação dos cuidados de saúde são um contributo para a tomada de decisão que visa a maximização do bem-estar social sujeita a restrição orçamental. Portugal é um país com 10,6 milhões de habitantes (2011) com uma incidência e prevalência elevadas de doença renal crónica estadio 5 (DRC5), respetivamente, 234 doentes por milhão de habitantes (pmh) e 1.600 doentes/pmh. O crescimento de doenças associadas às causas de DRC, nomeadamente, diabetes Mellitus e hipertensão arterial, antecipam uma tendência para o aumento do número de doentes. Em 2011, dos 17.553 doentes em tratamento substitutivo renal, 59% encontrava-se em programa de hemodiálise (Hd) em centros de diálise extra-hospitalares, 37% viviam com um enxerto renal funcionante e 4% estavam em diálise peritoneal (SPN, 2011). A lista ativa para transplante (Tx) renal registava 2.500 doentes (SPN 2009). O Tx renal é a melhor modalidade terapêutica pela melhoria da sobrevida, qualidade de vida e relação custo-efetividade, mas a elegibilidade para Tx e a oferta de órgãos condicionam esta opção. Esta investigação desenvolveu-se em duas vertentes: i) determinar o rácio custo-utilidade incremental do Tx renal comparado com a Hd; ii) avaliar a capacidade máxima de dadores de cadáver em Portugal, as características e as causas de morte dos dadores potenciais a nível nacional, por hospital e por Gabinete Coordenador de Colheita e Transplantação (GCCT), e analisar o desempenho da rede de colheita de órgãos para Tx. Realizou-se um estudo observacional/não interventivo, prospetivo e analítico que incidiu sobre uma coorte de doentes em Hd que foi submetida a Tx renal. O tempo de seguimento mínimo foi de um ano e máximo de três anos. No início do estudo, colheram-se dados sociodemográficos e clínicos em 386 doentes em Hd, elegíveis para Tx renal. A qualidade de vida relacionada com a saúde (QVRS) foi avaliada nos doentes em Hd (tempo 0) e nos transplantados, aos três, seis, 12 meses, e depois, anualmente. Incluíram-se os doentes que por falência do enxerto renal transitaram para Hd. Na sua medição, utilizou-se um instrumento baseado em preferências da população, o EuroQol-5D, que permite o posterior cálculo dos QALY. Num grupo de 82 doentes, a QVRS em Hd foi avaliada em dois tempos de resposta o que permitiu a análise da sua evolução. Realizou-se uma análise custo-utilidade do Tx renal comparado com a Hd na perspetiva da sociedade. Identificaram-se os custos diretos, médicos e não médicos, e as alterações de produtividade em Hd e Tx renal. Incluíram-se os custos da colheita de órgãos, seleção dos candidatos a Tx renal e follow-up dos dadores vivos. Cada doente transplantado foi utilizado como controle de si próprio em diálise. Avaliou-se o custo médio anual em programa de Hd crónica relativo ao ano anterior à Tx renal. Os custos do Tx foram avaliados prospetivamente. Considerou-se como horizonte temporal o ciclo de vida nas duas modalidades. Usaram-se taxas de atualização de 0%, 3% e 5% na atualização dos custos e QALY e efetuaram-se análises de sensibilidade one way. Entre 2008 e 2010, 65 doentes foram submetidos a Tx renal. Registaram-se, prospetivamente, os resultados em saúde incluíndo os internamentos e os efeitos adversos da imunossupressão, e o consumo dos recursos em saúde. Utilizaram-se modelos de medidas repetidas na avaliação da evolução da QVRS e modelos de regressão múltipla na análise da associação da QVRS e dos custos do transplante com as características basais dos doentes e os eventos clínicos. Comparativamente à Hd, observou-se melhoria da utilidade ao 3º mês de Tx e a qualidade de vida aferida pela escala EQ-VAS melhorou em todos os tempos de observação após o Tx renal. O custo médio da Hd foi de 32.567,57€, considerado uniforme ao longo do tempo. O custo médio do Tx renal foi de 60.210,09€ no 1º ano e 12.956,77€ nos anos seguintes. O rácio custo-utilidade do Tx renal vs Hd crónica foi de 2.004,75€/QALY. A partir de uma sobrevivência do enxerto de dois anos e cinco meses, o Tx associou-se a poupança dos custos. Utilizaram-se os dados nacionais dos Grupos de Diagnóstico Homogéneos e realizou-se um estudo retrospectivo que abrangeu as mortes ocorridas em 34 hospitais com colheita de órgãos, em 2006. Considerou-se como dador potencial o indivíduo com idade entre 1-70 anos cuja morte ocorrera a nível hospitalar, e que apresentasse critérios de adequação à doação de rim. Analisou-se a associação dos dadores potenciais com características populacionais e hospitalares. O desempenho das organizações de colheita de órgãos foi avaliado pela taxa de conversão (rácio entre os dadores potenciais e efetivos) e pelo número de dadores potenciais por milhão de habitantes a nível nacional, regional e por Gabinete Coordenador de Colheita e Transplantação (GCCT). Identificaram-se 3.838 dadores potenciais dos quais 608 apresentaram códigos da Classificação Internacional de Doenças, 9.ª Revisão, Modificações Clínicas (CID- 9-MC) que, com maior frequência, evoluem para a morte cerebral. O modelo logit para dados agrupados identificou a idade, o rácio da lotação em Unidades de Cuidados Intensivos e lotação de agudos, existência de GCCT e de Unidade de Transplantação, e mortalidade por acidente de trabalho como fatores preditivos da conversão dum dador potencial em efetivo e através das estimativas do modelo logit quantificou-se a probabilidade dessa conversão. A doação de órgãos deve ser assumida como uma prioridade e as autoridades em saúde devem assegurar o financiamento dos hospitais com programas de doação, evitando o desperdício de órgãos para transplantação, enquanto um bem público e escasso. A colheita de órgãos deve ser considerada uma opção estratégica da atividade hospitalar orientada para a organização e planeamento de serviços que maximizem a conversão de dadores potenciais em efetivos incluindo esse critério como medida de qualidade e efetividade do desempenho hospitalar. Os resultados deste estudo demonstram que: 1) o Tx renal proporciona ganhos em saúde, aumento da sobrevida e qualidade de vida, e poupança de custos; 2) em Portugal, a taxa máxima de eficácia da conversão dos dadores cadavéricos em dadores potenciais está longe de ser atingida. O investimento na rede de colheita de órgãos para Tx é essencial para assegurar a sustentabilidade financeira e promover a qualidade, eficiência e equidade dos cuidados em saúde prestados na DRC5.

Exchange rate pressure in Angola

The objective of this work is to develop an operational tool to analyze exchange rate pressure in the context of Angola. The Angolan economy exhibits a number of relevant characteristics: a closed financial account, a partially controlled current account, a highly dollarized economy and exports (oil) price determined in World markets. These features have a direct effect on the demand of foreign currency and motivate their inclusion in the specification of a model for Angola. The model provides the rational for a measure of an exchange market rate pressure (EMP) index that contains exports changes, imports changes, the foreign interest rate and inflation and the change in foreign reserves corrected for a measure dollarization. The empirical performance new measure is comparable (slightly better) to the performance of the EMP indexes obtained in Eichengreen Rose and Wyplosz (1994) and Klassen and Jager (2011).

Growth rate of a terra firme rain forest in Brazilian Amazonia over an eight-year period in response to logging

This paper deals with growth rates of trees > 5cm dbh over an eight-year period from 257 species at the Tapajós National Forest. The discussion is centred on the behaviour of the forest after logging. Permanent sample plots were established in 1981 and measured at the first time. The area was logged in 1982. Measurements after logging occurred in 1983, 1987 and 1989. Considering all species together, diameter increment was similar for both intensities of logging until five years after logging. Light-demanding species showed significantly higher growth rates than shade-tolerant species in the logged forest, with greater increment in the heavier treatment intensity. Commercial species also had higher growth rates in the heavier logged area, although those were significantly different only in the period from one to five years after logging. In the undisturbed forest, growth rates increased with increasing dbh size. At species level, growth rate varied between and within treatments, as well as between trees within species, depending mainly on degree of canopy opening. The logging favoured the growth of commercial species, chiefly the light-demanders. Therefore, if the same growth conditions continue being given, for example by silvicultural treatments, to those species of commercial interest, the forest would reach a stock available for harvesting around year 30 after logging. However, the high variation in increment rates indicates that an eight-year period is not sufficient to allow predictions on cutting cycles or polycyclic management systems for the study forest.

High strain rate constitutive modeling forhistorical structures subjected to blast loading

Doctoral Thesis Civil Engineering

Empathy and heart rate variability: a need and a mechanism of emotion regulation

Dissertação de mestrado integrado em Psicologia

End-of-day dryness, corneal sensitivity and blink rate in contact lens wearers

Purpose: To study the relationship among the variables intensity ofthe end-of-day (EOD) dryness, corneal sensitivity and blink rate in soft contact lens (CL) wearers. Methods: Thirty-eight soft CL wearers (25 women and 13 men; mean age 27.1 ± 7.2 years) were enrolled. EOD dryness was assessed using a scale of 0–5 (0, none to 5, very intense). Mechanical and thermal (heat and cold) sensitivity were measured using a Belmonte’s gas esthesiometer. The blink rate was recorded using a video camera while subjects were wearing a hydrogel CL and watching a film for 90 min in a controlled environmental chamber. Results: A significant inverse correlation was found between EOD dryness and mechanical sensitivity (r: −0.39; p = 0.02); however, there were no significant correlations between EOD dryness and thermal sensitivity. A significant (r: 0.56; p < 0.001) correlation also was observed between EOD dryness and blink rate, but no correlations were found between blink rate and mechanical or thermal sensitivity. Conclusions: CL wearers with higher corneal sensitivity to mechanical stimulation reported more EOD dryness with habitual CL wear. Moreover, subjects reporting more EOD dryness had an increased blink rates during wear of a standard CL type. The increased blink rate could act to improve the ocular surface environment and relieve symptoms

Optimum dietary protein requirement for Amazonian Tambaqui, Colossoma macropomum Cuvier, 1818, fed fish meal free diets

Fish meal free diets were formulated to contain graded protein levels as 25% (diet 1), 30% (diet 2), 35% (diet 3) and 40% (diet 4). The diets were fed to tambaqui juveniles (Colossoma macropomum) (46.4 ± 6.3g) in randomly designed recirculating systems for 60 days, to determine the optimum protein requirement for the fish. The final weight of the fish, weight gain (28.1, 28.5, 32.2, 28.0g) and specific growth rate increased (P>0.05) consistently with increasing dietary protein up to treatment with 35% protein diet and then showed a declining trend. Feed intake followed the same trend resulting in best feed efficiency (62.5%) in fish fed diet with 35% protein. Similarly, the protein intake increased significantly with increasing dietary protein levels and reduced after the fish fed with 35% protein; while protein efficiency ratio (2.28, 1.99, 1.87, 1.74) decreased with increasing dietary protein levels. Carcass ash and protein had linear relationship with dietary protein levels while the lipid showed a decreasing trend. Ammonia content (0.68, 0.73, 0.81, 1.21 mg L-1) of the experimental waters also increased (P<0.05) with increasing protein levels while pH, dissolved oxygen and temperature remained fairly constant without any clear pattern of inclination. Broken-line estimation of the weight gain indicated 30% protein as the optimum requirement for the fish.

Outcrossing rate of Couratari multiflora (J.Smith) Eyma (Lecythidaceae), a low-density tropical tree species from a central Amazonian rainforest

A multilocus mixed-mating model was used to evaluate the mating system of a population of Couratari multiflora, an emergent tree species found in low densities (1 individual/10 ha) in lowland forests of central Amazonia. We surveyed and observed phenologically 41 trees in an area of 400 ha. From these, only four mother trees were analyzed here because few of them set fruits, which also suffered high predation. No difference was observed between the population multilocus outcrossing rate (t mp = 0.953 ± 0.040) and the average single locus rate (t sp = 0.968 ± 0.132). The four mother trees were highly outcrossed (t m ~ 1). Two out of five loci showed departures from the Hardy-Weinberg Equilibrium (HWE) expectations, and the same results occurred with the mixed-mating model. Besides the low number of trees analyzed, the proportion of loci in HWE suggests random mating in the population. However, the pollen pool was heterogeneous among families, probably due to both the small sample number and the flowering of trees at different times of the flowering season. Reproductive phenology of the population and the results presented here suggest, at least for part of the population, a long-distance pollen movement, around 1,000 m.