922 resultados para Supervised and Unsupervised Classification
Resumo:
Traditional knowledge about medicinal plants from a poorly studied region, the High Atlas in Morocco, is reported here for the first time; this permits consideration of efficacy and safety of current practices whilst highlighting species previously not known to have traditional medicinal use. Our study aims to document local medicinal plant knowledge among Tashelhit speaking communities through ethnobotanical survey, identifying preferred species and new medicinal plant citations and illuminating the relationship between emic and etic ailment classifications. Ethnobotanical data were collected using standard methods and with prior informed consent obtained before all interactions, data were characterized using descriptive indices and medicinal plants and healing strategies relevant to local livelihoods were identified. 151 vernacular names corresponding to 159 botanical species were found to be used to treat 36 folk ailments grouped in 14 biomedical use categories. Thirty-five (22%) are new medicinal plant records in Morocco, and 26 described as used for the first time anywhere. Fidelity levels (FL) revealed low specificity in plant use, particularly for the most commonly reported plants. Most plants are used in mixtures. Plant use is driven by local concepts of disease, including “hot” and “cold” classification and beliefs in supernatural forces. Local medicinal plant knowledge is rich in the High Atlas, where local populations still rely on medicinal plants for healthcare. We found experimental evidence of safe and effective use of medicinal plants in the High Atlas; but we highlight the use of eight poisonous species.
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Nonsyndromic alar clefts are rare and they range from a small notch to variable size of clefts of the nasal ala. Usually they are restricted to the alar region, but other minor anomalies such as midline nasal sinuses and small midline or ""northbound"" clefts can be present. To date all reported cases of nonsyndromic alar clefts have been sporadic. Here we report on five new cases of isolated and nonsyndromic alar clefts. (C) 2009 Wiley-Liss, Inc.
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Craniotubular dysplasias (CTD) are a heterogeneous group of genetic disorders of skeletal development, whose clinical and etiological classification is still much debated. One of the most common form is the autosomal dominant craniometaphyseal dysplasia (CMD) which is associated with mutation in the ANKH gene. In the literature a few families are reported with CMD phenotype that suggest an autosomal recessive (AR) pattern of inheritance. A candidate locus at 6q21-22 has been mapped in a large inbred Brazilian family, but the gene of the recessive form is still unknown. Our data on a female patient with CMD phenotype, born from healthy first degree cousins and displaying homozygosity for polymorphic markers at the 6q21-22 locus, further support the existence of an AR CMD, expanding its clinical spectrum to a more severe phenotype. (C) 2011 Wiley-Liss, Inc.
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Several real problems involve the classification of data into categories or classes. Given a data set containing data whose classes are known, Machine Learning algorithms can be employed for the induction of a classifier able to predict the class of new data from the same domain, performing the desired discrimination. Some learning techniques are originally conceived for the solution of problems with only two classes, also named binary classification problems. However, many problems require the discrimination of examples into more than two categories or classes. This paper presents a survey on the main strategies for the generalization of binary classifiers to problems with more than two classes, known as multiclass classification problems. The focus is on strategies that decompose the original multiclass problem into multiple binary subtasks, whose outputs are combined to obtain the final prediction.
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Complex networks exist in many areas of science such as biology, neuroscience, engineering, and sociology. The growing development of this area has led to the introduction of several topological and dynamical measurements, which describe and quantify the structure of networks. Such characterization is essential not only for the modeling of real systems but also for the study of dynamic processes that may take place in them. However, it is not easy to use several measurements for the analysis of complex networks, due to the correlation between them and the difficulty of their visualization. To overcome these limitations, we propose an effective and comprehensive approach for the analysis of complex networks, which allows the visualization of several measurements in a few projections that contain the largest data variance and the classification of networks into three levels of detail, vertices, communities, and the global topology. We also demonstrate the efficiency and the universality of the proposed methods in a series of real-world networks in the three levels.
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This work presents a novel approach in order to increase the recognition power of Multiscale Fractal Dimension (MFD) techniques, when applied to image classification. The proposal uses Functional Data Analysis (FDA) with the aim of enhancing the MFD technique precision achieving a more representative descriptors vector, capable of recognizing and characterizing more precisely objects in an image. FDA is applied to signatures extracted by using the Bouligand-Minkowsky MFD technique in the generation of a descriptors vector from them. For the evaluation of the obtained improvement, an experiment using two datasets of objects was carried out. A dataset was used of characters shapes (26 characters of the Latin alphabet) carrying different levels of controlled noise and a dataset of fish images contours. A comparison with the use of the well-known methods of Fourier and wavelets descriptors was performed with the aim of verifying the performance of FDA method. The descriptor vectors were submitted to Linear Discriminant Analysis (LDA) classification method and we compared the correctness rate in the classification process among the descriptors methods. The results demonstrate that FDA overcomes the literature methods (Fourier and wavelets) in the processing of information extracted from the MFD signature. In this way, the proposed method can be considered as an interesting choice for pattern recognition and image classification using fractal analysis.
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Small-scale enterprises face difficulties in fulfilling the regulations for organising Systematic Work Environment Management. This study compared three groups of small-scale manufacturing enterprises with and without support for implementing the provision. Two implementation methods, supervised and network method, were used. The third group worked according to their own ideas. Twenty-three enterprises participated. The effects of the implementation were evaluated after one year by semi-structured dialogue with the manager and safety representative. Each enterprise was classified on compliance with ten demands concerning the provision. The work environment was estimated by the WEST-method. Impact of the implementation on daily work was also studied. At the follow-up, the enterprises in the supervised method reported slightly more improvements in the fulfilment of the demands in the provision than the enterprises in the network method and the enterprises working on their own did. The effect of the project reached the employees faster in the enterprises with the supervised method. In general, the work environment improved to some extent in all enterprises. Extensive support to small-scale enterprises in terms of advise and networking aimed to fulfil the regulations of Systematic Work Environment Management had limited effect especially considering the cost of applying these methods.
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Analyses of circulating metabolites in large prospective epidemiological studies could lead to improved prediction and better biological understanding of coronary heart disease (CHD). We performed a mass spectrometry-based non-targeted metabolomics study for association with incident CHD events in 1,028 individuals (131 events; 10 y. median follow-up) with validation in 1,670 individuals (282 events; 3.9 y. median follow-up). Four metabolites were replicated and independent of main cardiovascular risk factors [lysophosphatidylcholine 18∶1 (hazard ratio [HR] per standard deviation [SD] increment = 0.77, P-value<0.001), lysophosphatidylcholine 18∶2 (HR = 0.81, P-value<0.001), monoglyceride 18∶2 (MG 18∶2; HR = 1.18, P-value = 0.011) and sphingomyelin 28∶1 (HR = 0.85, P-value = 0.015)]. Together they contributed to moderate improvements in discrimination and re-classification in addition to traditional risk factors (C-statistic: 0.76 vs. 0.75; NRI: 9.2%). MG 18∶2 was associated with CHD independently of triglycerides. Lysophosphatidylcholines were negatively associated with body mass index, C-reactive protein and with less evidence of subclinical cardiovascular disease in additional 970 participants; a reverse pattern was observed for MG 18∶2. MG 18∶2 showed an enrichment (P-value = 0.002) of significant associations with CHD-associated SNPs (P-value = 1.2×10-7 for association with rs964184 in the ZNF259/APOA5 region) and a weak, but positive causal effect (odds ratio = 1.05 per SD increment in MG 18∶2, P-value = 0.05) on CHD, as suggested by Mendelian randomization analysis. In conclusion, we identified four lipid-related metabolites with evidence for clinical utility, as well as a causal role in CHD development.
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O tema central deste trabalho é o Planejamento, Programação e Controle da Produção na indústria, com o auxílio de uma ferramenta computacional, do tipo Finite Capacity Schedule (FCS). No Brasil, essa categoria de software é denominada, genericamente, por Sistemas de Planejamento Fino de Produção ou de Capacidade Finita. Alinhado com as tendências mundiais e a vantagem de menores investimentos em hardware, o sistema escolhido é compatível com a operação em microcomputadores. Na primeira parte do trabalho, o assunto é tratado de forma geral, quando se pretende caraterizar amplamente o problema da programação da produção, as dificuldades na sua execução, as soluções existentes e suas limitações. A segunda parte do trabalho discute, detalhadamente, os métodos tradicionais de planejamento de materiais e capacidade. A revisão bibliográfica se encerra com uma apresentação dos sistemas FCS e sua classificação. A terceira parte trata da descrição, ensaios e avaliação da programação gerada por um software de Planejamento Fino de Produção determinístico, baseado na lógica de simulação computacional com regras de decisão. Embora a avaliação esteja limitada ao software utilizado, a análise ainda vai procurar identificar as diferenças fundamentais entre os resultados da programação de Capacidade Finita e a convencional, representada pelos sistemas da categoria MRPII ou Planejamento dos Recursos de Manufatura (Manufacturing Resources Planning). As lógicas dos sistemas MRPII e de Capacidade Finita são discutidas na revisão bibliográfica, enquanto que, para o software empregado no trabalho, ainda há um capítulo específico tratando da sua descrição, fundamentos, software house, hardware necessário e outras informações relevantes. Os ensaios serão implementados com o objetivo de analisar o sistema FCS como ferramenta de planejamento e de programação de produção. No caso, uma fração de um processo produtivo será modelada no sistema, através do qual serão gerados planos de produção que serão confrontados com a programação usual e com o comportamento real dos recursos envolvidos. Os ensaios serão realizados numa das unidades pertencentes a uma empresa transnacional de grande porte, que atua no ramo de pneumáticos. Por último, são apresentadas as conclusões gerais, recomendações na aplicação do sistema estudado e sugestões para futuras pesquisas relacionadas com o assunto.
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Muito tem se escrito desde o surgimento da Metodologia de Custeio Baseado em AtividadesABC como técnica alternativa aos modelos contábeis de custeio. A seu respeito diversos autores buscaram exaltar suas vantagens, sugeriram aplicações variadas, inclusive em apoio a outras ferramentas de gestão e revelaram segredos para realizar implantar essa técnica com sucesso. Visto que são passados mais de 10 anos de implantações dessa técnica em diversas empresas no Brasil e considerando-se a existência de uma curva de aprendizagem em relação ao uso e aplicações da metodologia, muito pouco se falou sobre o que aconteceu depois de uma implantação de sucesso. O que houve depois que os primeiros resultados apareceram, depois que as informações de custos se incorporaram no dia-a-dia das empresas, o que se criou a partir do uso da metodologia? A proposta desse trabalho é portanto explorar a realidade das empresas que implementaram o ABC e ver como a técnica evoluiu. Assim busca-se responder a questões como quais aplicações são realmente colocadas em prática e que tipo de lições os usuários com mais de três anos de uso aprenderam no dia-a-dia. As respostas encontradas passaram pela definição e classificação de sete diferentes categorias para as aplicações sugeridas para a metodologia. Posteriormente, através dos dados da pesquisa de campo foi possível a identificação daquelas categorias com maior grau de utilização. Os dados da pesquisa também revelaram as tendências no uso da metodologia e confirmaram a existência de um processo de amadurecimento no uso da metodologia, bem como as variáveis influentes nesse processo.
Resumo:
The partnerships have become the subject of study as an innovative element in the production management and a strategic option in the entrepreneurial activities that characterize this momentum of great instability due to the globalization of the financial dimension and the opening of captive markets all over the world.The objective of this research was to investigate and evaluate the in-fluence and relevance of the factor process approach among the other critical factors identified for the strategic management of partnerships. In view of the service offer of Telecommunications, mainly in the Case Study of Telemar Corporate, that belongs to the Tele Norte Leste Group S.A. (Telemar) responsible for rendering services to the corporate market. A research was performed in the Diretoria de Produtos Empresariais - DPE, a unit of the Telemar Corporate, analyzing these critical factors in 3 clusters related to the constitution of part-nerships: the definition of the strategic objectives, the quality of the human re-sources applied and the management of the partnership processes. The Theoretical Reference contributed to the definition of contemporary concepts on the management and the classification of the partnerships as well as the identification of the critical factors. The research was methodological and exploratory, using in this Case Study the field search through the employment of interviews and questionnaires in a selected sample. It was possible to identify that among the more relevant critical factors the process approach, is the most influential and relevant for the management of the partnerships at Telemar Corporate. It is succeeded by other factors equally important, such as the definition of objectives and the strategic intention that confirms the initial hypothesis of this study.
Resumo:
Os estudos sobre consumo de etanol para veículos leves no Brasil geram bastante interesse para pesquisadores de diversas partes do mundo, dada a possibilidade de investigar características chaves sobre o comportamento do consumidor desse produto. Esta dissertação propõe um estudo que estima a equação de demanda de etanol no Brasil com o objetivo de investigar a existência de inércia na decisão de consumo, que neste trabalho chamaremos de hábito. Foi ajustado um modelo econométrico em dois estágios com dados mensais da ANP, utilizando-se variáveis instrumentais que controlaram a endogeneidade dos preços, para procurar evidências empíricas sobre a influência da inércia na decisão de consumo. Os estados foram classificados em termos das paridades de preço etanol-gasolina (próximos ou distantes do valor de 70%) e em termos de renda (ricos ou pobres). A análise foi dividida em dois períodos para se capturar a influência da entrada da frota flex-fuel na economia brasileira. Por fim foram construídos cenários baseados em médias móveis (para o cálculo das paridades de preço dos combustíveis) para investigar a influência do hábito na decisão de consumo. Concluiu-se que há diferenças significativas nos valores das elasticidades-preço próprias e cruzadas entre os dois períodos estudados e para as diferentes faixas de paridades de preços e classificação de renda. Evidências da influência da inércia na decisão do consumo foram encontradas apenas para os estados classificados como ricos, pois se encontrou diferenças nas magnitudes das elasticidades de preços entre faixas de paridade apenas ao se considerar os critérios de maior estabilidade no tempo, fornecendo indícios de que consumidores desses estados são capazes de adotar uma opção menos vantajosa (em termos de rendimento) como consequência da inércia na decisão de consumo. Para os estados classificados como pobre isto não foi evidenciado.
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Esta pesquisa analisou a aplicação da metodologia de hedge accounting na contabilização de derivativos financeiros em conjunto com a operação objeto de proteção. Foi demonstrado o cálculo do valor justo por marcação a mercado, o teste de efetividade do hedge, a documentação e classificação contábil nos modelos de hedge de valor justo e hedge de fluxo de caixa. Foi verificado ainda o impacto da tributação na efetividade da operação de hedge.
Resumo:
To perform an epidemiologic study in students in Natal/Brazil,with relation to refractional anisometropia, evaluating criteria such as: gender, age, and association with strabismus and amblyopia. Methods: A study of 1,024 students randomly selected from several districts of Natal/Brazil was undertaken by the Department of Ophthalmology of the Federal University of Rio Grande do Norte (UFRN), observing the following criteria of ≥ 2 spherical or cylindrical diopter refractional anisometropia relating it to sex, age, association with strabismus, amblyopia and anisometropia classification. Results: We found a prevalence of 2% (N=21) anisometropia in the students. The female gender predominated with 81% (N=17). In students with anisometropia, we observed an association with strabismus in 9.5% of cases (N=2), both with exotropia. The association of anisometropia with amblyopia occurred in 47.6% of the cases (N=10), with 8 cases of unilateral amblyopia and 2 cases of bilateral amblyopia. Conclusions: There was a predominance of anisometropia in females, and an increased prevalence of strabismus and amblyopia in students with anisometropiaTo perform an epidemiologic study in students in Natal/Brazil, with relation to refractional anisometropia, evaluating criteria such as: gender, age, and association with strabismus and amblyopia. Methods: A study of 1,024 students randomly selected from several districts of Natal/Brazil was undertaken by the Department of Ophthalmology of the Federal University of Rio Grande do Norte (UFRN), observing the following criteria of ≥ 2 spherical or cylindrical diopter refractional anisometropia relating it to sex, age, association with strabismus, amblyopia and anisometropia classification. Results: We found a prevalence of 2% (N=21) anisometropia in the students. The female gender predominated with 81% (N=17). In students with anisometropia, we observed an association with strabismus in 9.5% of cases (N=2), both with exotropia. The association of anisometropia with amblyopia occurred in 47.6% of the cases (N=10), with 8 cases of unilateral amblyopia and 2 cases of bilateral amblyopia. Conclusions: There was a predominance of anisometropia in females, and an increased prevalence of strabismus and amblyopia in students with anisometropia
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The goal of the research was to investigate the energy performance of residential vertical buildings envelope in the hot and humid climate of Natal, capital of Rio Grande do Norte, based in the Technical Regulation of Quality for Energy Efficiency Level in Residential Buildings (RTQ -R), launched in 2010. The study pretends to contribute to the development of design strategies appropriate to the specific local climate and the increasing of energy efficiency level of the envelope. The methodological procedures included the survey in 22 (twenty two) residential buildings, the formulation of representative prototypes based on typological and constructives characters researched and the classification of the level of energy efficiency in the envelopment of these prototypes, using as a tool the prescriptive method of the RTQ-R and the parametric analyzes from assigning different values of the following variables: shape of the pavement type; distribution of housing compartments; orientation of the building; area and shading of openings; thermal transmittance, and solar absorptance of opaque materials of the frontage in order to evaluate the influence of these on the envelopment performance. The main results accomplished with this work includes the qualification of vertical residential buildings in Natal/RN; the verification of the adequacy of these buildings to local climate based from the diagnosis of the thermal energy of the envelopment performance, the identification of variables with more significant influence on the prescriptive methodology of RTQ-R and design solutions more favorable to obtain higher levels energy efficiency by this method. Finally, it was verified, that some of these solutions proved contradictory in relation to the recommendations contained in the theoretical approaches regarding environmental comfort in hot and humid weather, which indicates the need for improvement of the prescriptive method RTQ-R and further research on efficient design solutions