Predicting market direction with hidden Markov models

This paper develops the model of Bicego, Grosso, and Otranto (2008) and applies Hidden Markov Models to predict market direction. The paper draws an analogy between financial markets and speech recognition, seeking inspiration from the latter to solve common issues in quantitative investing. Whereas previous works focus mostly on very complex modifications of the original hidden markov model algorithm, the current paper provides an innovative methodology by drawing inspiration from thoroughly tested, yet simple, speech recognition methodologies. By grouping returns into sequences, Hidden Markov Models can then predict market direction the same way they are used to identify phonemes in speech recognition. The model proves highly successful in identifying market direction but fails to consistently identify whether a trend is in place. All in all, the current paper seeks to bridge the gap between speech recognition and quantitative finance and, even though the model is not fully successful, several refinements are suggested and the room for improvement is significant.

Terapia celular com células mesenquimais por via intracoronária: contributos do estudo invasivo da microcirculação coronária

RESUMO: Introdução - A utilização de células e das suas propriedades para o tratamento das doenças cardiovasculares, é uma promessa para o futuro e talvez a única forma de ultrapassar algumas das insuficiências das terapêuticas atuais. A via de entrega das células mais utilizada na investigação tem sido a intracoronária, ganhando a microcirculação especial relevância, por ser onde ocorre a primeira interação com o tecido nativo. As células estaminais mesenquimais (CEM) têm propriedades que as tornam particularmente aptas para a Terapia Celular, mas as suas dimensões, superiores ao diâmetro dos capilares, tem motivado controvérsia quanto à sua entrega intracoronária. A cardiologia de intervenção tem atualmente técnicas que permitem a avaliação em tempo real e in vivo do estado da microcirculação coronária. A determinação do índice da resistência da microcirculação (IRM) fornece informação sobre a circulação dos pequenos vasos, de forma independente da circulação coronária e do estado hemodinâmico, mas a aplicabilidade clínica deste conhecimento encontra-se ainda por definir. Objectivos Esclarecer o potencial do IRM no estudo dos efeitos do transplante de CEM por via intracoronária. População e Métodos . Estudo pré-clínico com modelo animal (suíno) desenvolvido em 3 fases. Na Primeira Fase foram utilizados 8 animais saudáveis para estudar e validar a técnica de determinação de estudo da microcirculação. Efetuou-se a determinação do IRM com duas doses diferentes de papaverina para a indução da resposta hiperémica máxima (5 e 10 mg) e após a disfunção da microcirculação com injeção intracoronária de microesferas de embozene com 40 μm de diâmetro. Na Segunda Fase foram utilizados 18 animais saudáveis, randomizados em grupo controlo e grupo recetor de 30 x 106 CEM por via intracoronária. Foram avaliados de forma cega o IRM, a pressão aórtica, o fluxo coronário epicárdico e a ocorrência de alterações electrocardiográficas. Na Terceira Fase foram utilizados 18 animais, com enfarte agudo do miocárdio provocado (EAM), randomizados em grupo controlo, grupo recetor de CEM expandidas de forma convencional e grupo recetor de CEM expandidas com metodologia inovadora e de menores dimensões. Foi realizada uma exploração da dose/efeito com infusão faseada de 10 x 106, 15 x 106 e 20 x 106 CEM, com determinação do IRM, da pressão aórtica, do fluxo coronário epicárdico e da ocorrência de alterações eletrocardiográficas. Quatro semanas após a entrega das células foi novamente avaliado o IRM e foi efetuado o estudo anatomopatológico dos animais na procura de evidência de neoangiogénese e de regeneração miocárdica, ou de um efeito positivo da resposta reparadora após o enfarte. Resultados Nas 3 fases todos os animais mantiveram estabilidade hemodinâmica e eletrocardiográfica, com exceção da elevação de ST de V1-V3 verificada após a injeção das microesferas. Na Primeira Fase as duas doses de papaverina induziram uma resposta hiperémica eficaz, sem tradução com significado na determinação do IRM (variação da pressão distal de - 11,4 ± 5 e de - 10,6± 5 mmHg com as doses de 5 e 10 mg respetivamente (p=0,5). Com a injeção das microesferas o IRM teve uma elevação média de 310 ± 190 %, para um valor médio de 41,3 ± 16 U (p = 0,001). Na Segunda Fase não houve diferenças significativas dos parâmetros hemodinâmicos, do fluxo epicárdico e da avaliação eletrocardiográfica entre os dois grupos. O IRM de base foi semelhante e após a infusão intracoronária observou-se uma elevação expressiva do IRM nos animais que receberam células em comparação com o grupo controlo (8,8 U ± 1 vs. 14,2 U ± 1,8, P=0,02) e quanto ao seu valor de base (aumento de 112%, p=0,008). Na terceira Fase não houve novamente diferenças significativas dos parâmetros hemodinâmicos, do fluxo epicárdico e da avaliação eletrocardiográfica entre os três grupos. Houve uma elevação do IRM nos animais que receberam células a partir da 2ª dose (72% nas células convencionai e 108% nas células inovadoras) e que se manteve com a 3ª dose (100% nas células convencionais e 88% nas inovadoras) com significado estatístico em comparação com o grupo controlo (p=0,034 com a 2ªdose e p=0,024 com a 3ª dose). Quatro semanas após a entrega das CEM observou-se a descida do IRM nos dois grupos que receberam células, para valores sobreponíveis aos do grupo controlo e aos valores pós-EAM. Na avaliação anatomopatológica e histológica dos corações explantados não houve diferenças entre os três grupos. Conclusões O IRM permite distinguir alterações da microcirculação coronária motivadas pela entrega intracoronária de CEM, na ausência de alterações de outros parâmetros clínicos da circulação coronária utilizados em tempo real. As alterações do IRM são progressivas e passíveis de avaliar o efeito/dose, embora não tenha sido possível determinar diferenças com os dois tipos de CEM. No nosso modelo a injeção intracoronária não se associou a evidência de efeito benéfico na reparação ou regeneração miocárdica após o EAM.---------------------------- ABSTRACT: ABSTRACT Introduction The use of cells for the treatment of cardiovascular disease is a promise for the future and perhaps the only option to overcome some of the shortcomings of current therapies. The strategy for the delivery of cells most often used in current research has been the intracoronary route and due to this microcirculation gains special relevance, mainly because it is the first interaction site of transplanted cells with the native tissue. Mesenchymal stem cells (MSC) have properties that make them suitable for Cell Therapy, but its dimensions, larger than the diameter of capillaries, have prompted controversy about the safety of intracoronary delivery. The interventional cardiology currently has techniques that allow for real-time and in vivo assessment of coronary microcirculation state. The determination of the index of microcirculatory resistance index (IMR) provides information about small vessels, independently of the coronary circulation and hemodynamic status, but the clinical applicability of this knowledge is yet to be defined. Objectives To clarify the potential use of IMR in the study of the effects of MSC through intracoronary transplantation. Population and Methods Preclinical study with swine model developed in three phases. In Phase One 8 healthy animals were used to study and validate the IMR assessment in our animal model. IMR was assessed with two different doses of papaverine for inducing the maximal hyperaemic response (5 and 10 mg) and microcirculation dysfunction was achieved after intracoronary injection with embozene microspheres with 40 μm in diameter. In Phase Two we randomized 18 healthy animals divided between the control group and the one receiving 30 x 106 MSC through an intracoronary infusion. There we blindly evaluated IMR, the aortic pressure, the epicardial coronary flow and the occurrence of ECG changes. In Phase Three we used 18 animals with a provoked acute myocardial infarction (AMI), randomized into a control group, a MSC expanded conventionally receiver group and a MSC expanded with an innovative methodology receiver group. There was a stepwise infusion with doses of 10 x 106, 15 x 106 and 20 x 106 MSC with determination of IMR, the aortic pressure, the epicardial coronary flow and occurrence of electrocardiographic abnormalities. Four weeks after cell delivery we again measured the IMR and proceeded with the pathological study of animals in the search for evidence of neoangiogenesis and myocardial regeneration, or a positive effect in the reparative response following the infarction. Results All animals remained hemodynamically stable and with no electrocardiographic abnormalities, except for the ST elevation in V1-V3 observed after injection of the microspheres. In Phase One the two doses of papaverine achieved an hyperemic and effective response without significant differences in IMR (variation of the distal pressure -11.4 ± 5 and -10.6 ± 5 mmHg with the doses of 5 and 10 mg respectively (p = 0.5). With the injection of the microspheres the IMR had an average increase of 310 ± 190% for an average value of 41.3 ± 16 U (p = 0.001). In the second phase there were no significant differences in hemodynamic parameters, epicardial flow and electrocardiographic assessment between the two groups. The baseline IMR was similar and after intracoronary infusion there was a significant increase in animals receiving cells compared with the control group (8.8 ± U 1 vs. 14.2 ± 1.8, p = 0.02) and with their baseline (112% increase, p = 0.008). In the third phase again there were no significant differences in hemodynamic parameters, the epicardial flow and electrocardiographic evaluation between the three groups. There was a significant increase in IMR in animals that received cells from the 2nd dose (72% in conventional cells and 108% in the innovative cells) that remained with the 3rd dose (100% in conventional cells and 88% in the innovative) with statistical significance compared with the control group (p = 0.034 with 2nd dose, p = 0.024 with 3rd dose). Four weeks after delivery of the MSC we observed the fall of the IMR in the two groups that received cells with values overlapping those of the control group. In pathological and histological evaluation of removed hearts there were no differences among the three groups. Conclusions The IMR allows for the differentiation of changes in coronary microcirculation motivated by intracoronary delivery of MSC in the absence of modification in other clinical parameters. IMR changes are progressive and enable the evaluation of the effect / dose, though it has not been possible to determine differences in the two types of MSC. In our model, intracoronary injection of MSC was not associated with evidence of repair or myocardial regeneration after AMI.

Downstream processing development of enveloped viruses for clinical applications: innovative tools for rational process optimization

Dissertation presented to obtain a Ph.D. degree in Engineering and Technology Sciences, Biotechnology at the Instituto de Tecnologia Química e Biológica, Universidade Nova de Lisboa

Obama's law : analysis of a breakthrough law on healthcare access and lessons for the Portuguese health system management

ABSTRACT - The Patient Protection and Affordable Care Act shook the foundations of the US health system, offering all Americans access to health care by changing the way the health insurance industry works. As President Obama signed the Act on 23 March 2010, he said that it stood for “the core principle that everybody should have some basic security when it comes to their health care”. Unlike the U.S., the Article 64 of the Portuguese Constitution provides, since 1976, the right to universal access to health care. However, facing a severe economic crisis, Portugal has, under the supervision of the Troika, a tight schedule to implement measures to improve the efficiency of the National Health Service. Both countries are therefore despite their different situation, in a conjuncture of reform and the use of new health management measures. The present work, using a qualitative research methodology examines the Affordable Care Act in order to describe its principles and enforcement mechanisms. In order to describe the reality in Portugal, the Portuguese health system and the measures imposed by Troika are also analyzed. The intention of this entire analysis is not only to disclose the innovative U.S. law, but to find some innovative measures that could serve health management in Portugal. Essentially we identified the Exchanges and Wellness Programs, described throughout this work, leaving also the idea of the possibility of using them in the Portuguese national health system.

Vegetables, an innovative nut: A Marketing Plan developed for PepsiCo Iberia

A Work Project, presented as part of the requirements for the Award of a Masters Degree in Management from the NOVA – School of Business and Economics

Infeção por Mycobacterium Tuberculosis em profissionais de saúde : metodologia de avaliação do risco e sua aplicação num hospital central

RESUMO - A Tuberculose surge, de acordo com o último relatório da Organização Mundial da Saúde, como a segunda principal causa de morte em todo o mundo, de entre as doenças infeciosas. Em 2012, 1.3 milhões de pessoas morreram devido a esta patologia e surgiram 8.6 milhões de novos casos. De entre os grupos de risco de infeção, surgem os profissionais de saúde. A dificuldade no diagnóstico da Tuberculose, o contacto próximo com os pacientes, as medidas de controlo de infeção por vezes inadequadas são algumas das razões que explicam o risco mais elevado de contrair Tuberculose no local de trabalho. Esta Dissertação de Mestrado pretende estabelecer uma nova classificação de risco de infeção por M. tuberculosis em estabelecimentos de saúde, com vista a promover a saúde destes profissionais, inovadora nos critérios de avaliação das medidas de controlo de infeção e de análise dos casos de exposição não protegida a Tuberculose ativa. Esta metodologia de avaliação foi o resultado de uma revisão bibliográfica sobre a temática, tendo sido aplicada num hospital para verificar a sua adequabilidade e mais-valia.

Business concept design of an innovative product: Partnership between Nmusic and Rovio Entertainment Ltd.

Field Lab in Entrepreneurial Innovative Ventures

Post-merger innovative performance in the renewable energy sector

Due to global warming and shrinking fossil fuel resources, politics as well as society urge for a reduction of green house gas (GHG) emissions. This leads to a re-orientation towards a renewable energy sector. In this context, innovation and new technologies are key success factors. Moreover, the renewable energy sector has entered a consolidation stage, where corporate investors and mergers and acquisitions (M&A) gain in importance. Although both M&A and innovation in the renewable energy sector are important corporate strategies, the link between those two aspects has not been examined before. The present thesis examines the research question how M&A influence the acquirer’s post-merger innovative performance in the renewable energy sector. Based on a framework of relevant literature, three hypotheses are defined. First, the relation between non-technology oriented M&A and post-merger innovative performance is discussed. Second, the impact of absolute acquired knowledge on postmerger innovativeness is examined. Third, the target-acquirer relatedness is discussed. A panel data set of 117 firms collected over a period of six years has been analyzed via a random effects negative binomial regression model and a time lag of one year. The results support a non-significant, negative impact of non-technology M&A on postmerger innovative performance. The applied model did not support a positive and significant impact of absolute acquired knowledge on post-merger innovative performance. Lastly, the results suggest a reverse relation than postulated by Hypothesis 3. Targets from the same industry significantly and negatively influence the acquirers’ innovativeness.

Entrepreneurial innovative ventures: Internationalization strategy of NMusic

Field lab: Entrepreneurial and innovative ventures

Management consulting labs-Galp loyalty

The objective of this consulting project was to assist Galp Energia in its approach to loyalty. In order to do so, two hypotheses were defined. The first assumed there was value to capture in the existing approach. The second held that it was possible to create value through a radically innovative approach. The methodology used to corroborate those hypotheses encompassed several quantitative analyses, as well as desk research and market research. As a result, a compilation of recommendations comprising implementation proposals that considered both hypotheses as valid was presented in order to suggest a paradigm change

Assessing initial embodied energy in building structures using LCA methodology

The considerable amount of energy consumed on Earth is a major cause for not achieving sustainable development. Buildings are responsible for the highest worldwide energy consumption, nearly 40%. Strong efforts have been made in what concerns the reduction of buildings operational energy (heating, hot water, ventilation, electricity), since operational energy is so far the highest energy component in a building life cycle. However, as operational energy is being reduced the embodied energy increases. One of the building elements responsible for higher embodied energy consumption is the building structural system. Therefore, the present work is going to study part of embodied energy (initial embodied energy) in building structures using a life cycle assessment methodology, in order to contribute for a greater understanding of embodied energy in buildings structural systems. Initial embodied energy is estimated for a building structure by varying the span and the structural material type. The results are analysed and compared for different stages, and some conclusions are drawn. At the end of this work it was possible to conclude that the building span does not have considerable influence in embodied energy consumption of building structures. However, the structural material type has influence in the overall energetic performance. In fact, with this research it was possible that building structure that requires more initial embodied energy is the steel structure; then the glued laminated timber structure; and finally the concrete structure.

Innovative medicines in the portuguese private health sector

The present dissertation aims at contributing to a strategic view over the use of innovative medicines in the portuguese private health sector, as a way of being complementary to public system that nowadays finances most of the innovative medicines. With the rationalization of expenses in the public health sector, pharmaceutical companies tend to look for opportunities of expansion to the private sector. The creation of innovative financial models for the private sector to cover innovative treatments is the proposed way of surpassing the restriction on the NHS sales of innovative medicines. This can be both for differentiating private health providers from the NHS or for the creation of premium services that can be differentiated from other private providers of the portuguese market.

Vyndaqel (Tafamidis)

The main objective of this pedagogical case study is to analyse the market entry dynamics of pharmaceutical innovative drugs in Portugal, and the role and impact of the different stakeholders in this process. The case focuses on the market entry of Vyndaqel (Tafamidis) Pfizer’s orphan innovative product to treat TTR-FAP, “paramiloidose”, a highly incapacitating rare disease that has more than 2.000 diagnosed patients in Portugal, one of the highest prevalence worldwide and an incidence of 100 new patients every year. In terms of methodology it were used two main sources of information. Regarding secondary data sources it was made an exhaustive search using the main specialty search engines regarding the Tafamidis case, market access, orphan drugs and market entry context in Portugal and Europe. In terms of primary data it were conducted 7 direct interviews with the main case stakeholders. The pedagogical case study focuses on 5 main questions that provide the base of the discussion for the classes. First it is analysed the rationale behind the introduction of Tafamidis in Portugal, and its relevance for Pfizer, namely due to the previous investment made with the acquisition of FoldRX by $400M, the company that developed the product in the first place. It is also analysed the point of view of the NHS, and the reasoning behind drug reimbursement that considered not only the technical (efficacy and safety) and financial benefits of the drug, but also the social impact, due to the major role played by patient associations’ actions and coverage provided by the media that impacted the reimbursement decision. Finally it is analysed the vertical financing methodology that was selected by the Ministry of Health for drug acquisition by 2 public hospitals, that served as reference centres for the treatment of this disease