Utilizando comitês de classificadores para predição de rendimento escolar

Educational Data Mining is an application domain in artificial intelligence area that has been extensively explored nowadays. Technological advances and in particular, the increasing use of virtual learning environments have allowed the generation of considerable amounts of data to be investigated. Among the activities to be treated in this context exists the prediction of school performance of the students, which can be accomplished through the use of machine learning techniques. Such techniques may be used for student’s classification in predefined labels. One of the strategies to apply these techniques consists in their combination to design multi-classifier systems, which efficiency can be proven by results achieved in other studies conducted in several areas, such as medicine, commerce and biometrics. The data used in the experiments were obtained from the interactions between students in one of the most used virtual learning environments called Moodle. In this context, this paper presents the results of several experiments that include the use of specific multi-classifier systems systems, called ensembles, aiming to reach better results in school performance prediction that is, searching for highest accuracy percentage in the student’s classification. Therefore, this paper presents a significant exploration of educational data and it shows analyzes of relevant results about these experiments.

Predição de séries temporais de parâmetros de redes HSPA - WCDMA

With the growing demand of data traffic in the networks of third generation (3G), the mobile operators have attempted to focus resources on infrastructure in places where it identifies a greater need. The channeling investments aim to maintain the quality of service especially in dense urban areas. WCDMA - HSPA parameters Rx Power, RSCP (Received Signal Code Power), Ec/Io (Energy per chip/Interference) and transmission rate (throughput) at the physical layer are analyzed. In this work the prediction of time series on HSPA network is performed. The collection of values of the parameters was performed on a fully operational network through a drive test in Natal - RN, a capital city of Brazil northeastern. The models used for prediction of time series were the Simple Exponential Smoothing, Holt, Holt Winters Additive and Holt Winters Multiplicative. The objective of the predictions of the series is to check which model will generate the best predictions of network parameters WCDMA - HSPA.

Análise computacional de imagens de lâminas delgadas na predição dos parâmetros hidráulicos porosidade e condutividade hidráulica do aquífero Barreiras-RN

The understanding of the occurrence and flow of groundwater in the subsurface is of fundamental importance in the exploitation of water, just like knowledge of all associated hydrogeological context. These factors are primarily controlled by geometry of a certain pore system, given the nature of sedimentary aquifers. Thus, the microstructural characterization, as the interconnectivity of the system, it is essential to know the macro properties porosity and permeability of reservoir rock, in which can be done on a statistical characterization by twodimensional analysis. The latter is being held on a computing platform, using image thin sections of reservoir rock, allowing the prediction of the properties effective porosity and hydraulic conductivity. For Barreiras Aquifer to obtain such parameters derived primarily from the interpretation of tests of aquifers, a practice that usually involves a fairly complex logistics in terms of equipment and personnel required in addition to high cost of operation. Thus, the analysis and digital image processing is presented as an alternative tool for the characterization of hydraulic parameters, showing up as a practical and inexpensive method. This methodology is based on a flowchart work involving sampling, preparation of thin sections and their respective images, segmentation and geometric characterization, three-dimensional reconstruction and flow simulation. In this research, computational image analysis of thin sections of rocks has shown that aquifer storage coefficients ranging from 0,035 to 0,12 with an average of 0,076, while its hydrogeological substrate (associated with the top of the carbonate sequence outcropping not region) presents effective porosities of the order of 2%. For the transport regime, it is evidenced that the methodology presents results below of those found in the bibliographic data relating to hydraulic conductivity, mean values of 1,04 x10-6 m/s, with fluctuations between 2,94 x10-6 m/s and 3,61x10-8 m/s, probably due to the larger scale study and the heterogeneity of the medium studied.

Efeito agudo do exercício físico associado a praxias ideomotoras sobre as concentrações séricas de cortisol e memória declarativa em indivíduos com idade entre 51 e 74 anos

Introduction: Several modifications are identified as aging, causing more or less limitation imposed by over the years. Among these, one can highlight the different degrees of cognitive decline, particularly memory that can involve the daily activities and the subject functionality. Studies have shown an association between levels of serum cortisol and stress imposed by the exercise on this. However, there are few studies that references the performance on cognitive aspects of declarative memory and cortisol on the exercise in the water with automatic and práxicos movements and moderate. Objective: Check the effect based on the acute physical exercise and práxicos automatic movements on the performance of visual declarative memory and in serum cortisol in subjects aged between 51 and 74 years. Materials and Methods: It builds a survey characterized as cross with a first sample of 32 physically active subjects aged between 51 and 74 years, divided into two exercise groups (March of Automatic Group - MAG and the March of Praxis Group - MPG). We used a probabilistic and random sampling for sample selection. Used the MMSE (Mini Mental State Examination) to check the general cognitive status, visual acuity test - optotypes chart "E" Rasquin and was even used the declarative visual memory test proposed by Nitrini and collaborators (1994), applying before motor stimulation and immediately after, and the day of blood collection with 2 ml for analysis of cortisol hormone. The normality and homogeneity were verified from the Shapiro-Wilk and Levene tests. Thus we adopted a descriptive statistics to characterize the sample. The Split-Plot ANOVA was used along with the paired t-test to verify the identified differences. We adopted a significance level of p <0.05. Results: It was observed that the groups (MAG and MPG) and the anthropometric variables, perceived exertion, education, cognitive assessment and visual acuity showed no significant differences (p > 0.05), showing that the groups are homogeneous, with variables and similar means. After the stimulation session, lasting 30 min, it was observed that the amount of hits for Δ of declarative memory questionnaire visual images increased, presenting significant for both groups (MAG, p < 0.001; MPG, p = 0.042). The same was observed for cortisol concentration with a reduction in the levels immediately after the stimulus (MAG and MPG, p < 0.001). Conclusion: The results showed that the exercises proposed in its acute effect provide significantly memories of gains and also showed a reduction in cortisol levels.

Impacto do exercício físico na qualidade de vida e do sono em pessoas vivendo com HIV/AIDS

The increased incidence along to new therapies for the treatment of HIV/AIDS bring way up exercise as a treatment option, as this promotes relevant changes in the general functioning of the body. The objective of this study was to evaluate in different periods the influence of exercise on quality of life and quality of sleep people living with HIV/AIDS, Natal/RN. The sample consisted of 17 people living with HIV/AIDS participating in physical exercise program, along accompanied by 25 months during the period January 2013 to April 2015. We evaluated through specific instruments quality of life, sleep quality and immunological parameters, which were evaluated before starting the exercise program and reassessed during periods of 2-4 months (short), 5-17 months (average period or intermediate) and finally to 19-25 months (long period). The results showed significant differences in five of the nine areas of quality life, pointing positive behaviors, specifically in the areas overall function, life satisfaction, health concerns, concerns about the medication and acceptance to HIV. We conclude that physical exercise promoted benefits both in short and long term, especially for the areas of quality of life of people living with HIV/AIDS and also demonstrated positive behavior changes and to aspects of sleep quality.

Avaliação da aplicabilidade de correlações matemáticas e redes neurais na predição de parâmetros de especificação do diesel

Diesel fuel is one of leading petroleum products marketed in Brazil, and has its quality monitored by specialized laboratories linked to the National Agency of Petroleum, Natural Gas and Biofuels - ANP. The main trial evaluating physicochemical properties of diesel are listed in the resolutions ANP Nº 65 of December 9th, 2011 and Nº 45 of December 20th, 2012 that determine the specification limits for each parameter and methodologies of analysis that should be adopted. However the methods used although quite consolidated, require dedicated equipment with high cost of acquisition and maintenance, as well as technical expertise for completion of these trials. Studies for development of more rapid alternative methods and lower cost have been the focus of many researchers. In this same perspective, this work conducted an assessment of the applicability of existing specialized literature on mathematical equations and artificial neural networks (ANN) for the determination of parameters of specification diesel fuel. 162 samples of diesel with a maximum sulfur content of 50, 500 and 1800 ppm, which were analyzed in a specialized laboratory using ASTM methods recommended by the ANP, with a total of 810 trials were used for this study. Experimental results atmospheric distillation (ASTM D86), and density (ASTM D4052) of diesel samples were used as basic input variables to the equations evaluated. The RNAs were applied to predict the flash point, cetane number and sulfur content (S50, S500, S1800), in which were tested network architectures feed-forward backpropagation and generalized regression varying the parameters of the matrix input in order to determine the set of variables and the best type of network for the prediction of variables of interest. The results obtained by the equations and RNAs were compared with experimental results using the nonparametric Wilcoxon test and Student's t test, at a significance level of 5%, as well as the coefficient of determination and percentage error, an error which was obtained 27, 61% for the flash point using a specific equation. The cetane number was obtained by three equations, and both showed good correlation coefficients, especially equation based on aniline point, with the lowest error of 0,816%. ANNs for predicting the flash point and the index cetane showed quite superior results to those observed with the mathematical equations, respectively, with errors of 2,55% and 0,23%. Among the samples with different sulfur contents, the RNAs were better able to predict the S1800 with error of 1,557%. Generally, networks of the type feedforward proved superior to generalized regression.

Efeitos do Kinesio Taping® sobre os marcadores clínicos indiretos de dano muscular induzido pelo exercício excêntrico: ensaio clínico randomizado

Objective: analyze the effect of Kinesio Taping (KT) on the indirect clinical markers of muscle damage induced by eccentric exercises in the elbow flexors in healthy individuals. Materials and methods: It is a randomized controlled trial involving sixty volunteers at age group between 18 and 28 years randomly selected. The sample into three groups with twenty participants: control group (CG) – eccentric protocol without KT, KT group – eccentric with tensioned KT, placebo group – eccentric protocol KT with no tension. The evaluations took place at four moments; the first one was the basis line (AV1), after the second protocol (AV2) and the following two groups 24 (AV3) and 48 hours (AV4) after the intervention protocol. The muscle damage was induced by sixteen maximum eccentric contractions of the elbow flexors from the non-dominant limb, divided in two sets of eight repetitions, at 60º/s, with two minutes interval. The variables analyzed were: the joint amplitude in rest, the level of pain, the joint position sense (JPS) followed of isokinetic checking with electromyographic sign capitation. These data were analyzed in software SPSS 20.0. The normality was identified by Kolmogorov-Smimov examination and then, being used the ANOVA mixed model with significance of 5%. Outcomes: a decrease was observed at joint amplitude moreover, an immediate increase of pain wich increased after 24 and remained until 48 hours at all groups searched. There was not difference at the JPS. The variables peak torque, average peak torque, total work and mean power mean reduced until 48 hours after muscle lesion in all groups. Among the groups, there was no difference in EMG values and for any of the variables. Conclusion: The KT did not influence at the indirect clinical markers of muscle lesion induced by eccentric exercises in the elbow flexors in healthy people.

Efeitos do Kinesio Taping® sobre os marcadores clínicos indiretos de dano muscular induzido pelo exercício excêntrico: ensaio clínico randomizado

Objective: analyze the effect of Kinesio Taping (KT) on the indirect clinical markers of muscle damage induced by eccentric exercises in the elbow flexors in healthy individuals. Materials and methods: It is a randomized controlled trial involving sixty volunteers at age group between 18 and 28 years randomly selected. The sample into three groups with twenty participants: control group (CG) – eccentric protocol without KT, KT group – eccentric with tensioned KT, placebo group – eccentric protocol KT with no tension. The evaluations took place at four moments; the first one was the basis line (AV1), after the second protocol (AV2) and the following two groups 24 (AV3) and 48 hours (AV4) after the intervention protocol. The muscle damage was induced by sixteen maximum eccentric contractions of the elbow flexors from the non-dominant limb, divided in two sets of eight repetitions, at 60º/s, with two minutes interval. The variables analyzed were: the joint amplitude in rest, the level of pain, the joint position sense (JPS) followed of isokinetic checking with electromyographic sign capitation. These data were analyzed in software SPSS 20.0. The normality was identified by Kolmogorov-Smimov examination and then, being used the ANOVA mixed model with significance of 5%. Outcomes: a decrease was observed at joint amplitude moreover, an immediate increase of pain wich increased after 24 and remained until 48 hours at all groups searched. There was not difference at the JPS. The variables peak torque, average peak torque, total work and mean power mean reduced until 48 hours after muscle lesion in all groups. Among the groups, there was no difference in EMG values and for any of the variables. Conclusion: The KT did not influence at the indirect clinical markers of muscle lesion induced by eccentric exercises in the elbow flexors in healthy people.

Efeitos da terapia laser de baixa intensidade associada ao exercício aeróbio no reparo de tenotomia do tendão de aquiles de ratos diabéticos

Diabetes Mellitus (DM ) is a complex disease that requires continuous medical care for the reduction of risk factors in addition to glycemic control. The typical hyperglycemia of this disease produces glycosylation of proteins and so the consequence is the accumulation of glycosylation final products in various human tissues, among them, the tendon. The aerobic exercise (AE) and the low level laser therapy (LLLT) have been used to treat tendinopathies in individuals with or without DM. Objective: The aim of this study was to watch the effect of the LLLT and the AE, in association, in partial tenotomy of the tissue repair of the Achilles tendon (AT) of diabetic rats. Methods: 91 animals were utilized and divided in to the following groups: control group (GC), injured control group (GCL), diabetic group (GD), diabetic group LLLT (GD – TLBI), diabetic group trained (GD - EX) and diabetic group trained laser (GD-EX+TLBI). The animals were submitted to intervention with AE, using a protocol with a progressive increase of time (12 to 60 min) and speed of (4 to 9 m/min), and the LLLT (660 nm laser, 10mW, 4 J/cm², single point for 16 seconds, three times for week). It was analyzed morphological, biomechanical and molecular characteristics. For data showing normal distribution was used one-way ANOVA test and post hoc Tukey and data without normal distribution was used Mann Whitney test and post hoc Dunn's. It was accepted p <0.05 for statistical significance Results: The biomechanical tests indicated major improvement in the GC and GD-EX+TLBI groups when compared with the diabetic groups in the following variables: maximum load, strain, absorbed energy, stress, cross section area, elastic modulus and energy density (p<0.05). The analysis through molecular biology indicated that the association of aerobic exercise and LLLT generated an increase of the collagen I gene expression and modulated the expression of the MMP2 and MMP9 (p<0.05). No observed any major improvement in the morphological variable studied. Conclusion: the LLLT associated with aerobic exercise promotes and increase of the mechanical properties, in the control of collagen I gene expression and of the MMP2 and MMP9 of the diabetic rats.

O Supremo Tribunal Federal como agente tecnocrático no exercício da jurisdição constitucional na solução de casos complexos : análise das ações diretas de inconstitucionalidade nº 3937/SP e nº 3357/RS

Many changes have taken place in contemporary society causing impacts in its different sectors, making it much more complex and insecure than in past times. The alteration on the decision-making system of the Brazilian society is among the main changes today. The post-modern context contributed to the occurrence of the transfer of state power of the Legislative and Executive Powers to the Judiciary Power, specifically to the Federal Court of Justice, leading to an expansion on the actuation range of this institution mainly through the exercise of the constitutional jurisdiction. This has caused a crisis of legitimacy in society once the Court will now decide the political and social fundamental issues. In this scenario, the Direct Action of Unconstitutionality n° 3937/SP and n° 3357/RS are highlighted and both are being tried by the Supreme Court. Such emphasis is given, since it is a matter of high complexity and social repercussion that will be decided by a legal institution and not a political one. Thus, this work aims to analyze the role of the Supreme Court in the context of contemporary society on the trial of complex and controversial cases, particularly on the trial of Direct Action of Unconstitutionality n° 3937/SP and n° 3357/RS. This study has noticed that due to the post-modern context the majority of the Supreme Court Ministers tend to base their votes in constitutional principles and no longer limit themselves to a formal review of the constitutionality of laws, which indicates a substantialist approach. Moreover, it can be noticed the deliberative potential of the Court as well as the influence of the post-modern features, such as risk, uncertainty and insecurity on the elaboration of the Minister‟s votes. Therefore, sometimes, such as the case in study, the Supreme Court has acted as a technocratic agent in Brazilian society once fundamental political and social decisions for society especially when it comes to complex and controversial cases are being taken by the Supreme Court, which is composed by “Law technicians” and such decisions are mainly based in technical data and scientific studies. For the accomplishment of this work, it has been adopted the inductive approach and monographic procedure method and the bibliographical and documentary research technique.

Efeito do exercício físico na estabilidade de membrana de eritrócitos

CHAPTER II - This study evaluated the effects of two different types of acute aerobic exercise on the osmotic stability of human erythrocyte membrane and on different hematological and biochemical variables that are associated with this membrane property. The study population consisted of 20 healthy and active men. Participants performed single sessions of two types of exercise. The first session consisted of 60 min of moderate-intensity continuous exercise (MICE). The second session, executed a week later, consisted of high-intensity interval exercise (HIIE) until exhaustion. The osmotic stability of the erythrocyte membrane was represented by the inverse of the salt concentration (1/H50) at the midpoint of the sigmoidal curve of dependence between the absorbance of hemoglobin and the NaCl concentration. The values of 1/H50 changed from 2.29 ± 0.1 to 2.33 ± 0.09 after MICE and from 2.30 ± 0.08 to 2.23 ± 0.12 after HIIE. In MICE has occurred an increase in the mean corpuscular volume, probably due to in vivo lysis of older erythrocytes, with preservation of cells that were larger and more resistant to in vitro lysis. The study showed that a single bout of acute exercise affected the erythrocyte osmotic stability, which increased after MICE and decreased after HIIE.

A Arte de Governar: o exercício do poder pelo saber segundo Michael Foucault

As obras de Michel Foucault exercem influencia em várias áreas das ciências humanas. O mesmo fato se repetiu em teoria das organizações, onde as idéias foucaultianas estão sendo empregadas fundamentalmente para trazer novas luzes para as discussões sobre poder nas organizações. A despeito da influência significativa na área, não há discussões sobre como as obras de Michel Foucault estão sendo utilizadas. A presente dissertação de mestrado tem por objetivo sistematizar os estudos que utilizaram as idéias de Michel Foucault em teoria das organizações, problematizá-los e indicar alguns caminhos para o desenvolvimento desse tipo de análise. De uma forma geral, percebemos que a produção acadêmica em teoria das organizações baseadas nas obras de Michel Foucault tratam majoritariamente das disciplinas e deixam de lado outros aspectos da analítica do poder. Ademais, percebemos que há uma adoção simplificada da analítica do poder e uma junção acriteriosa de conceitos e noções oriundas de diferentes matrizes epistemológicas, além da inadequação da designação “pósmoderno” para classificar as obras de Michel Foucault e suas utilizações em teoria das organizações. Como possíveis desenvolvimentos, indicamos as possibilidades de análise que podem ser abertas na teoria das organizações pelo uso das noções de biopolítica e governamentalidade. / The works of Michel Foucault exert influence in various areas of the humanities. The same thing happened in organization theory, Foucauldian where ideas are being used primarily to bring new light to the discussions about power in organizations. Despite the significant influence in the area, there are discussions about the works of Michel Foucault are being used. This dissertation aims to systematize the studies that used the ideas of Michel Foucault in organization theory, problematize them and indicate some directions for developing this type of analysis. In general, we find that the academic production in the theory of organizations based on the writings of Michel Foucault deal mostly of disciplines and leave out other aspects of analytical power. Moreover, we realize that there is an adoption of simplified analytical power of an indiscriminate and a junction of concepts and notions from different epistemological matrices, besides the inadequacy of the term "postmodern" to classify the works of Michel Foucault and its uses in organizational theory. As possible developments, indicate the possibilities of analysis that can be opened in organization theory by using the notions of biopolitics and governmentality.

PREDIÇÃO DE LINKS EM REDES SOCIAIS ACADÊMICAS: UMA ANÁLISE DA INFLUÊNCIA DAS CARACTERÍSTICAS DA REDE NA EFICÁCIA DOS ALGORITMOS BASEADOS NA TOPOLOGIA

A predição de links em redes sociais tem sido objeto de estudo em um crescente número de artigos científicos e comerciais devido à grande oferta de bases de dados com representações das relações entre pessoas e também devido à facilidade de acesso a recursos computacionais para análise dessas redes. Prever conexões em redes sociais acadêmicas contribui para o crescimento científico, facilitando a colaboração entre pesquisadores com potencial de contribuição mútua. Este trabalho busca identificar as características das redes levam a uma maior eficiência na predição de links feita por algoritmos baseados na topologia. As características serão isoladas conjuntos de dados e alguns experimentos serão repetidos com diferentes algoritmos para buscar identificar tendências. As análises feitas neste trabalho poderão ajudar a compreender melhor a dinâmica das redes sociais acadêmicas e também contribuir na escolha dos melhores algoritmos de predição de link para cada tipo de rede social.

Desordens músculo-esqueléticas relacionadas com o exercício da Medicina Dentária

Os profissionais de Saúde Oral, nomeadamente os Médicos Dentistas, têm vindo a enfrentar variados riscos decorrentes da sua atividade profissional. Apesar de haver um esforço constante no sentido de melhorar os equipamentos e materiais dentários, através dos avanços tecnológicos, estes não conseguiram, ainda, colmatar significativamente os problemas Músculo-Esqueléticos dos Médicos Dentistas. Este tipo de problemas surge enquanto estudantes, durante a prática clínica, muitas vezes devido às condições de trabalho, à inexperiência inerente, mas, principalmente, devido às postura e aos hábitos de trabalho errados que adquirem e que, consequentemente, persistem ao longo da sua vida profissional. A presente dissertação, aliada a uma vasta literatura relacionada, pretende alertar os profissionais de Saúde Oral, com foco nos Médicos Dentistas, para as patologias decorrentes das posturas erradas no exercício da Medicina Dentária, denominadas de Desordens Músculo-Esqueléticas relacionadas com o Trabalho, identificando-as, assim como aos fatores de risco que influenciam o seu aparecimento. A elaboração desta dissertação, pretende, ainda, propor exercícios de Ginástica Laboral a realizar entre consultas, como estratégia de prevenção para o surgimento de Lesões MúsculoEsqueléticas Relacionadas com o Trabalho nos Médicos Dentistas e alertar para a importância da Ergonomia na conceção de um Consultório Dentário. Para a presente revisão bibliográfica, foi realizada uma pesquisa bibliográfica com recurso a livros e artigos publicados em revistas, e que foram consultados nas Bibliotecas da Faculdade de Medicina Dentária da Universidade do Porto e da Universidade Fernando Pessoa. Procedeu-se à pesquisa por recurso aos motores de busca na internet, tais como, PubMed, Scielo, B-On e Medline, utilizando as seguintes palavras-chave, em conjunto ou individualmente: “Lesões por esforços repetitivos”; “Lesões Músculo-Esqueléticas”; “Ergonomia”; “Prevenção”; “Fatores de Risco”; “Ginástica Laboral”; “Work related musculoskeletal disorders”; “Dentistry”; “Ergonomics”; “Pain”; “Prevention”; “Risk factors”. Foram selecionados artigos entre 1987 e 2015, com relevância para o presente trabalho de dissertação de Mestrado, escritos em Português e Inglês. Desta forma, a pesquisa bibliográfica permitiu verificar a prevalência de Lesões Músculo-Esqueléticas Relacionadas com o Trabalho, no âmbito da Medicina Dentária, assim como os fatores de risco associados ao seu aparecimento. Foram ainda tecidas algumas recomendações de forma a contribuir para o bem-estar dos Médicos Dentistas, elucidando-os para a necessidade de adotar posturas corretas e usando a Ergonomia como base para a organização e conceção de um Consultório Dentário. Recorreu-se, ainda, à ilustração de um programa de Ginástica Laboral, através de dois cartazes elucidativos, com o objetivo de prevenir, corrigir e compensar este tipo de patologias do Médico Dentista, desde a sua prática clínica. Após a elaboração desta dissertação, acredita-se ser de extrema importância a aplicação de diretrizes ergonómicas na conceção de um Consultório Dentário, na organização de tarefas, no procedimento clínico, na adoção de posturas, no posto de trabalho, na localização do equipamento e na escolha dos instrumentos. Este método, para além de minimizar o risco do aparecimento de doenças profissionais, também simplifica tarefas, proporciona a correta comunicação entre o Médico Dentista e o assistente e melhora a qualidade e produtividade laboral, através da redução da fadiga física e mental e do aumento da confiança e bem-estar dos Médicos Dentistas.