Uma nova forma de calcular os centros dos Clusters em algoritmos de agrupamento tipo fuzzy c-means

Clustering data is a very important task in data mining, image processing and pattern recognition problems. One of the most popular clustering algorithms is the Fuzzy C-Means (FCM). This thesis proposes to implement a new way of calculating the cluster centers in the procedure of FCM algorithm which are called ckMeans, and in some variants of FCM, in particular, here we apply it for those variants that use other distances. The goal of this change is to reduce the number of iterations and processing time of these algorithms without affecting the quality of the partition, or even to improve the number of correct classifications in some cases. Also, we developed an algorithm based on ckMeans to manipulate interval data considering interval membership degrees. This algorithm allows the representation of data without converting interval data into punctual ones, as it happens to other extensions of FCM that deal with interval data. In order to validate the proposed methodologies it was made a comparison between a clustering for ckMeans, K-Means and FCM algorithms (since the algorithm proposed in this paper to calculate the centers is similar to the K-Means) considering three different distances. We used several known databases. In this case, the results of Interval ckMeans were compared with the results of other clustering algorithms when applied to an interval database with minimum and maximum temperature of the month for a given year, referring to 37 cities distributed across continents

Novos métodos determinísticos para gerar centros iniciais dos grupos no algoritmo fuzzy C-Means e variantes

Data clustering is applied to various fields such as data mining, image processing and pattern recognition technique. Clustering algorithms splits a data set into clusters such that elements within the same cluster have a high degree of similarity, while elements belonging to different clusters have a high degree of dissimilarity. The Fuzzy C-Means Algorithm (FCM) is a fuzzy clustering algorithm most used and discussed in the literature. The performance of the FCM is strongly affected by the selection of the initial centers of the clusters. Therefore, the choice of a good set of initial cluster centers is very important for the performance of the algorithm. However, in FCM, the choice of initial centers is made randomly, making it difficult to find a good set. This paper proposes three new methods to obtain initial cluster centers, deterministically, the FCM algorithm, and can also be used in variants of the FCM. In this work these initialization methods were applied in variant ckMeans.With the proposed methods, we intend to obtain a set of initial centers which are close to the real cluster centers. With these new approaches startup if you want to reduce the number of iterations to converge these algorithms and processing time without affecting the quality of the cluster or even improve the quality in some cases. Accordingly, cluster validation indices were used to measure the quality of the clusters obtained by the modified FCM and ckMeans algorithms with the proposed initialization methods when applied to various data sets

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.

Formação do profissional sanitarista: caminhos e percalços

The public health is a project that struggles for a fair, resolutive and democratic health and that aims to help the collective and social bodies starting from their real needs, being totally involved with inequality and social determination issues. Thus, it is of fundamental importance to form a professional commited to this project. This current study aims to understand the perception of teachers/militants of Public Health about the graduation of Healthcare professionals. Therefore, we look forward answering the following question: Which elements are relevant to the formation of the sanitarian professional? This is a field research, descriptive and exploratory, with a qualitative approach. For data collection, we used a semi-structured interview technique with veteran professionals as sanitarians and teachers of Public Health area. The data were analyzed based on the technique of thematic analysis of subject. This technique consists in structuring the text in units, in categories according analogic reunification. In this sense, were organized three analysis categories, whose titles were guided according to the study objectives, namely: "The Institutional Formation of Sanitarians"; "Elements that contribute to the Sanitarian formation " and "Possible Paths in Sanitarian Formation". Four main elements of sanitarian formation were emphasized: technical capacity to develop a sanitation work, based on three conceptual pillars of Public Health; Framework, foundation and support on Social Sciences, in the social concepts of health; Life history of the student, implication of this with the Public Health object; Field operation, in the territory, directly integrated to the service and the health system. The intervieweds imagine a path to the sanitarian formation: the Public Health should be well explored in its theory and practice in graduation, in any health area and obviously in the graduation of Public Health; the Lato Sensu courses, especially residency, would need a theoretical upgrading, given the creation of undergraduate courses on the area; the Stricto Sensu courses, while forming researchers and teachers in the area, should develop productions involved with the health system and the object of Public Health, in order to bring an effective return, in terms of applicability, in the health system. It is suggested that such a path should be complementary, in a sense of adding knowledge as it travels through graduation, postgraduation Lato Sensu and post-graduation Stricto Sensu. The idea, in general, is that the graduate-residence set / specialization-mastering / PhD compose a linear formation, ascending and complementary. To follow all this process effectively, it is necessary, and urgent, to think of regulation strategies of the formating procedures. It is also recommended that more studies are conducted in this area, specially a more careful evaluation of the undergraduate courses in Public Health, which is a current and relatively new issue on formation in the area.

Uma proposta de indicadores para o acompanhamento de alunos em projetos de desenvolvimento colaborativo de software com foco no desenvolvimento de habilidades transversais

Soft skills and teamwork practices were identi ed as the main de ciencies of recent graduates in computer courses. This issue led to a realization of a qualitative research aimed at investigating the challenges faced by professors of those courses in conducting, monitoring and assessing collaborative software development projects. Di erent challenges were reported by teachers, including di culties in the assessment of students both in the collective and individual levels. In this context, a quantitative research was conducted with the aim to map soft skill of students to a set of indicators that can be extracted from software repositories using data mining techniques. These indicators are aimed at measuring soft skills, such as teamwork, leadership, problem solving and the pace of communication. Then, a peer assessment approach was applied in a collaborative software development course of the software engineering major at the Federal University of Rio Grande do Norte (UFRN). This research presents a correlation study between the students' soft skills scores and indicators based on mining software repositories. This study contributes: (i) in the presentation of professors' perception of the di culties and opportunities for improving management and monitoring practices in collaborative software development projects; (ii) in investigating relationships between soft skills and activities performed by students using software repositories; (iii) in encouraging the development of soft skills and the use of software repositories among software engineering students; (iv) in contributing to the state of the art of three important areas of software engineering, namely software engineering education, educational data mining and human aspects of software engineering.

Uma proposta de indicadores para o acompanhamento de alunos em projetos de desenvolvimento colaborativo de software com foco no desenvolvimento de habilidades transversais

Soft skills and teamwork practices were identi ed as the main de ciencies of recent graduates in computer courses. This issue led to a realization of a qualitative research aimed at investigating the challenges faced by professors of those courses in conducting, monitoring and assessing collaborative software development projects. Di erent challenges were reported by teachers, including di culties in the assessment of students both in the collective and individual levels. In this context, a quantitative research was conducted with the aim to map soft skill of students to a set of indicators that can be extracted from software repositories using data mining techniques. These indicators are aimed at measuring soft skills, such as teamwork, leadership, problem solving and the pace of communication. Then, a peer assessment approach was applied in a collaborative software development course of the software engineering major at the Federal University of Rio Grande do Norte (UFRN). This research presents a correlation study between the students' soft skills scores and indicators based on mining software repositories. This study contributes: (i) in the presentation of professors' perception of the di culties and opportunities for improving management and monitoring practices in collaborative software development projects; (ii) in investigating relationships between soft skills and activities performed by students using software repositories; (iii) in encouraging the development of soft skills and the use of software repositories among software engineering students; (iv) in contributing to the state of the art of three important areas of software engineering, namely software engineering education, educational data mining and human aspects of software engineering.

Plano amostral, ponderação e efeitos do delineamento da Pesquisa Nacional de Saúde Bucal

OBJETIVO: Estimar la prevalencia y la extensión de la caries radicular en la población adulta y anciana de Brasil. MÉTODOS: A partir de los datos de la Investigación Nacional de Salud Bucal (SBBrasil 2010) se examinaron 9.564 adultos y 7.509 ancianos en domicilios de las 26 capitales y en el Distrito Federal y de 150 municipios del interior de cada macro región. Se implementaron criterios de diagnóstico establecidos por la Organización Mundial de la Salud. Para estudio de la prevalencia y de extensión se utilizó el índice de caries radicular y el índice de raíces cariadas y obturadas. RESULTADOS: La prevalencia de caries radicular fue de 16,7% en los adultos y 13,6% en los ancianos; el índice de raíces cariadas y obturadas fue de 0,42 y 0,32 respectivamente, siendo la mayor parte compuesta por caries no tratadas. Se observaron diferencias en la experiencia de caries radicular entre capitales y macro regiones, con valores mayores en capitales del Norte y Noreste. El índice de caries radicular en los adultos varió de 1,4% en Aracaju (SE) a 15,1% en Salvador (BA) y en los ancianos de 3,5% en Porto Velho (RO) a 29,9% en Palmas (TO). Se verificó incremento de caries radicular con la edad y mayor expresividad de la enfermedad en hombres de ambos grupos etarios. CONCLUSIONES: Se identificó una gran variación de la prevalencia y extensión de la caries radicular entre y dentro de las regiones de Brasil, tanto en adultos como en ancianos, y la mayor parte de la caries radicular se encuentra no tratada. Se recomienda la incorporación de este agravio al sistema de vigilancia en salud bucal, debido a su tendencia creciente.

Epidemiologia e saúde bucal coletiva: um caminhar compartilhado.

The public health dentistry is a way to bring oral health to Brazilian National Health System (SUS) and vice-versa. Thus, the epidemiology, in this context, it is one of the most important allies. In this article we intend to discuss the "shared walkway" between epidemiology and public health dentistry, through two views: first, we analyzed the efforts to establish methodological models for oral health sectional studies and the possibilities to construct a national data base. Second, we discussed how this knowledge has been transformed in a qualified scientific production presented in meetings and papers, which reflects, at the same time, about the contribution of this process in the consolidation of public health dentistry field. We concluded that this "shared walkway" was (and still is), influenced by political aspects, which, in different moments, leads to an improvement of public health dentistry. The oral health epidemiology has been established as a knowledge area, with regard to the scientific production in Brazil. At the same time, provide a tool that contributes to make oral health care models more appropriate to National Health System principles and, in other hand, make better the discussions about the social determinants of oral diseases.

Epidemiologia e saúde bucal coletiva: um caminhar compartilhado.

The public health dentistry is a way to bring oral health to Brazilian National Health System (SUS) and vice-versa. Thus, the epidemiology, in this context, it is one of the most important allies. In this article we intend to discuss the "shared walkway" between epidemiology and public health dentistry, through two views: first, we analyzed the efforts to establish methodological models for oral health sectional studies and the possibilities to construct a national data base. Second, we discussed how this knowledge has been transformed in a qualified scientific production presented in meetings and papers, which reflects, at the same time, about the contribution of this process in the consolidation of public health dentistry field. We concluded that this "shared walkway" was (and still is), influenced by political aspects, which, in different moments, leads to an improvement of public health dentistry. The oral health epidemiology has been established as a knowledge area, with regard to the scientific production in Brazil. At the same time, provide a tool that contributes to make oral health care models more appropriate to National Health System principles and, in other hand, make better the discussions about the social determinants of oral diseases.

Análise da organização da rede de saúde da Paraíba a partir do modelo de regionalização

Este artigo analisa a organização da rede de saúde da Paraíba a partir do modelo de regionalização proposto pelo estado da Paraíba. Material e Métodos: Trata-se de um estudo documental que tomou por base, prioritariamente, o Plano Diretor de Regionalização da Paraíba e os documentos oficiais do Ministério da Saúde que orientam a construção dos mesmos pelos Estados. Resultados: A análise dos dados revelou alguns limites no processo de implantação do PDR/ PB, tais como a ausência de análise das características sociais, econômicas e culturais durante a escolha das sedes das regiões de saúde e a inexistente descrição da organização da assistência à saúde do território estadual. Conclusão: O processo de regionalização e a formulação do PDR da Paraíba não seguiram a Instrução Normativa do Ministério da Saúde em alguns aspectos, desconsiderando as especificidades de cada região de saúde, o que pode resultar em problemas no acesso e na articulação da rede de serviços com vistas à legitimação das regiões de saúde desse Estado

Avaliação da qualidade da assistência a pessoas com úlceras venosas atendidas na estratégia saúde da família

A úlcera venosa constitui importante problema de saúde pública, gera repercussão social, econômica e mudanças nos hábitos de vida, dor, sofrimento, acarretando diminuição da qualidade de vida. O estudo objetivou avaliar a assistência prestada às pessoas com úlceras venosas atendidas pela Estratégia Saúde da Família. É um estudo analítico, transversal e quantitativo, realizado com 59 pessoas com úlceras venosas, atendidas em 36 unidades da Estratégia Saúde da Família. O estudo obteve aprovação do projeto de pesquisa pelo Comitê de Ética da Universidade Federal de Alagoas. Para a coleta dos dados utilizou-se instrumento testado, entrevista, exame físico e informações dos prontuários. Os dados foram organizados em planilha do Microsoft Excel 2007, exportados e analisados em software estatístico por meio de estatística descritiva e inferencial, considerando nível de significância estatística de ρ-valor < 0,05. As pessoas com úlcera venosa eram do sexo feminino (71,2%), ≥ 60 anos (67,8%) e estavam em tratamento > 1 ano (69,5%). Possuíam tempo de lesão > 6 meses (64,4%), dor na úlcera/membro (86,4%) e leito com ≤ 30% de granulação/epitelização (78,0%). A qualidade da assistência foi ruim (< 5 aspectos positivos) em 57,6% (ρ=0,000) e os aspectos que mais interferiram foram as seguintes inadequações: profissional que acompanha/realiza curativo (ρ=0,002, coeficiente de contingência (CC) =0,458, razão de chance (RC) =13,9), produtos nos últimos 30 dias (ρ=0,038, cc=0,334, RC=7,3) e acesso a consulta com angiologista (ρ=0,041, cc=0,305, RC=4,1). Os aspectos clínicos que contribuíram para o aumento do tempo de assistência foram: tempo de lesão >6 meses (ρ<0,001), dor (ρ=0,043), recidiva (ρ<0,001); nos aspectos assistenciais: inadequação dos produtos com 83,1% (ρ=0,036). Essas características dificultaram a cicatrização tecidual, prolongando o tempo de tratamento das lesões,que podem ter contribuído para a cronicidade das úlceras

Influência dos aspectos clínicos e assistenciais na qualidade de vida das pessoas com doença venosa crônica com e sem úlcera venosa

Conselho Nacional de Desenvolvimento Científico e Tecnológico

Parâmetros de concretização judicial do direito fundamental à saúde no fornecimento de medicamentos

In Brazil, social rights have always been considered secondary legal categories, whose implementation could wait for the pending of political decisions. At the end of the Second World War, International Law emphasizes the protection of human beings, raising his dignity as a legal pillar of the legal orders and one of the main foundations of Constitutions. At the post-positivism Constitutionalism, the realization of social rights receives special attention with the assumption of supremacy and normativity of the Constitutions, while the judiciary participates in the realization of democracy, not only as applicator of laws, but also as the guardian of constitutionality of the acts and administrative omissions, creatively contributing to the constitutional achievement, filling gaps and normative state omissions. In this aspect, the supply of medicines, whose costs can not be supported by the individual, keep a close connection with the right to life, health and dignity of the human being, as the subject of numerous lawsuits directed against the Public Administration. Such phenomenon has caused intense debate regarding judicial activism and legitimacy of these decisions, particularly on the need to define what are the limits and possibilities considering the principle of separation of powers and the principle of reserve of the possible; bieng this the problematic developed in this research. Thus, this research aims to verify the legitimacy of judicial decisions that determines to the Public Administration the compulsory providing of medicine to those who can not afford the cost of their treatment, as well as, contribute to the dogmatic constructions of parameters to be observed by judicial interference. Regarding the methodology, this research has an investigative and descriptive caracter and an theoretical approach based on bibliographical data collection (judicial and doutrine decisions) that received qualitative treatment and dialectical approach. As a result, it is known that the judicial decision that determines the supply of medicines to those individuals who can not afford them with their own resources is legitimate and complies with the democratic principle, not violating the principle of separation of powers and the reserve of the possible, since the judicial decison is not stripped with an uniform and reasonable criteria, failing to contain high burden of subjectivism and witch signifies a possible exacerbation of functions by the judiciary, suffering, in this case, of requirement of legal certainty. It is concluded that the Court decision that determines the government the providing of medicine to those who can not afford the cost of treatment should be based on parameters such as: the protection of human dignity and the minimum existencial principle, the inafastable jurisdiction principle; compliance critique of the possible reserve principle; subsidiarity of judicial intervention; proportionality (quantitative and qualitative) in the content of the decision; the questioning about the reasons for non-delivery of the drug through administrative via; and, finally, the attention not to turn the judiciary into a mere production factor of the pharmaceutical industry, contributing to the cartelization of the right to health

Representações sociais, relações de gênero e programas de assistência e educação à saúde da mulher no climatério em Natal/RN

Climacteric is the name of the period of the human life that it is going from the 40 years old, approximately, until the 65 years old. Though, for besides a biological phase of the woman's life, the climacteric is an object of the social world that is rendered to different apprehensions and readings on the symbolic plan. In this study, it was looked for to know the social representations, that health' professionals acting in the programs of the climacteric and the users of those same services, build in respect of that purpose. Besides, it tried to be seen that the social hegemonic representation that guides the actions and the agents' attitudes in the practices of attendance and education for the woman's health in the climacteric in the extent of the investigated institutions. The data were collected through interviews, questionnaire, focal discussion group and direct observation. The observation field was constituted by the three institutions that develop the attendance and education for the woman's health in the climacteric phase, in the city of Natal. A gender perspective was also been adopted, sought to evidence as the cognitive structures that assure the masculine power reproduction, pronounce to the social representations to build a sense to the investigated purpose. It was verified that the social representations of the climacteric are built mainly around the semantic fields old age and disease. For the health professionals, the meaning of the simbol old age carries the marks of the indentified system of the middle class employed, but also, of the feminine habitus that guides them to have an ethical and aesthetic apprehension of their own body. The climacteric, in that way, is seen as a difficult phase , a painful event that scares . For the women attended by those professionals, the sign old age means feeling emphasis from the biological climacteric aspects, in other words, the sensations and signs that forbid the body to accomplish certain linked basic life functions. Along the whole course of this thesis, it was verified that the climacteric is a complex phenomenon that needs to be faced as such. While cultural phenomenon, it is urgent to look for means to help to combat the centrality of the professional representations that face the climacteric as old age and disease, particularly in the field of health

Prática do enfermeiro do Programa Saúde da Família PSF na promoção da saúde do adolescente

Attention to the health of adolescents, based on paradigm flexneriano, needs to be overcome. Since the International Conference of Ottawa (1986), the literature is developing a discussion of the promotion of health, based on the paradigm of social production in health, suggests a design to overcome the health care traditional practices. Program Health of the Family PSF has this purpose to transmute the model of existing assistance, where the nurse is an essential element to the work done in the program. Around this context, it is our purpose to analyze the practice of nurse of the PSF for the promotion of health of adolescents, produced by a search of descriptive quantitative approach with the inclusion of qualitative data. Interviews were conducted with 9 nurses 3 units of health of the family USF, Mossoró-RN and applied questionnaires with 74 teenagers aged between 15 and 19 years old, with some nearby public schools where USF operate these nurses. The quantitative descriptions were transformed on tables, pictures and graphics using the program Excel (Microsoft) and the qualitative were worked through the technique of analyzing the content of Bardin (2004). The review was realized using the reference to promote health brought by the study. The results show that the most common problems that happen with teenagers are the drugs (33,8%), pregnancy (27,0%) and political problems-socio-economic-cultural issues (24,3%). Adolescents are spontaneous demand and rarely seek the USF. The actions presented by the nurses as, lectures and groups, are nothing comparing to the macro-problems presented by adolescents, and verticalized irregular. The nurses know the promotion of health generally, not explaining how operate it from its daily practice. Concluded that the practice of nurse of the PSF has not yet reach the promotion of health of the adolescent, being necessary to scheduling modules on the subject to continuous training of teams, professionals from USF, as well as teachers and other staff of schools, giving space to the participation of academic. The discussions should be socialized with the community to discuss possibilities of confrontation of the problems, which also require socio-structural changes. This research can contribute as work-diagnosis, which experienced the reality of care in nursing PSF to a specific group