10 resultados para Q-learning algorithm

em Scielo Saúde Pública - SP


Relevância:

80.00% 80.00%

Publicador:

Resumo:

Soil information is needed for managing the agricultural environment. The aim of this study was to apply artificial neural networks (ANNs) for the prediction of soil classes using orbital remote sensing products, terrain attributes derived from a digital elevation model and local geology information as data sources. This approach to digital soil mapping was evaluated in an area with a high degree of lithologic diversity in the Serra do Mar. The neural network simulator used in this study was JavaNNS and the backpropagation learning algorithm. For soil class prediction, different combinations of the selected discriminant variables were tested: elevation, declivity, aspect, curvature, curvature plan, curvature profile, topographic index, solar radiation, LS topographic factor, local geology information, and clay mineral indices, iron oxides and the normalized difference vegetation index (NDVI) derived from an image of a Landsat-7 Enhanced Thematic Mapper Plus (ETM+) sensor. With the tested sets, best results were obtained when all discriminant variables were associated with geological information (overall accuracy 93.2 - 95.6 %, Kappa index 0.924 - 0.951, for set 13). Excluding the variable profile curvature (set 12), overall accuracy ranged from 93.9 to 95.4 % and the Kappa index from 0.932 to 0.948. The maps based on the neural network classifier were consistent and similar to conventional soil maps drawn for the study area, although with more spatial details. The results show the potential of ANNs for soil class prediction in mountainous areas with lithological diversity.

Relevância:

30.00% 30.00%

Publicador:

Resumo:

We studied the effects of chronic intoxication with the heavy metals lead (Pb2+) and zinc (Zn2+) on memory formation in mice. Animals were intoxicated through drinking water during the pre- and postnatal periods and then tested in the step-through inhibitory avoidance memory task. Chronic postnatal intoxication with Pb2+ did not change the step-through latency values recorded during the 4 weeks of the test (ANOVA, P>0.05). In contrast, mice intoxicated during the prenatal period showed significantly reduced latency values when compared to the control group (day 1: q = 4.62, P<0.05; day 7: q = 4.42, P<0.05; day 14: q = 5.65, P<0.05; day 21: q = 3.96, P<0.05, and day 28: q = 6.09, P<0.05). Although chronic postnatal intoxication with Zn2+ did not alter a memory retention test performed 24 h after training, we noticed a gradual decrease in latency at subsequent 4-week intervals (F = 3.07, P<0.05), an effect that was not observed in the control or in the Pb2+-treated groups. These results suggest an impairment of memory formation by Pb2+ when the animals are exposed during the critical period of neurogenesis, while Zn2+ appears to facilitate learning extinction.

Relevância:

30.00% 30.00%

Publicador:

Resumo:

The loss of brain volume has been used as a marker of tissue destruction and can be used as an index of the progression of neurodegenerative diseases, such as multiple sclerosis. In the present study, we tested a new method for tissue segmentation based on pixel intensity threshold using generalized Tsallis entropy to determine a statistical segmentation parameter for each single class of brain tissue. We compared the performance of this method using a range of different q parameters and found a different optimal q parameter for white matter, gray matter, and cerebrospinal fluid. Our results support the conclusion that the differences in structural correlations and scale invariant similarities present in each tissue class can be accessed by generalized Tsallis entropy, obtaining the intensity limits for these tissue class separations. In order to test this method, we used it for analysis of brain magnetic resonance images of 43 patients and 10 healthy controls matched for gender and age. The values found for the entropic q index were 0.2 for cerebrospinal fluid, 0.1 for white matter and 1.5 for gray matter. With this algorithm, we could detect an annual loss of 0.98% for the patients, in agreement with literature data. Thus, we can conclude that the entropy of Tsallis adds advantages to the process of automatic target segmentation of tissue classes, which had not been demonstrated previously.

Relevância:

30.00% 30.00%

Publicador:

Resumo:

People who suffer from traumatic brain injury (TBI) often experience cognitive deficits in spatial reference and working memory. The possible roles of cyclooxygenase-1 (COX-1) in learning and memory impairment in mice with TBI are far from well known. Adult mice subjected to TBI were treated with the COX-1 selective inhibitor SC560. Performance in the open field and on the beam walk was then used to assess motor and behavioral function 1, 3, 7, 14, and 21 days following injury. Acquisition of spatial learning and memory retention was assessed using the Morris water maze on day 15 post-TBI. The expressions of COX-1, prostaglandin E2 (PGE2), interleukin (IL)-6, brain-derived neurotrophic factor (BDNF), platelet-derived growth factor BB (PDGF-BB), synapsin-I, and synaptophysin were detected in TBI mice. Administration of SC560 improved performance of beam walk tasks as well as spatial learning and memory after TBI. SC560 also reduced expressions of inflammatory markers IL-6 and PGE2, and reversed the expressions of COX-1, BDNF, PDGF-BB, synapsin-I, and synaptophysin in TBI mice. The present findings demonstrated that COX-1 might play an important role in cognitive deficits after TBI and that selective COX-1 inhibition should be further investigated as a potential therapeutic approach for TBI.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Este artigo tem suas raízes em algumas questões relacionadas à "forma" e ao "conteúdo" do que nós, professores, ensinamos na área de Administração da Produção e Operações. Inicialmente, descrevo a evolução histórica desse campo no Brasil. Em seguida, discuto a crise de identidade que o campo está sofrendo. Com o objetivo de apresentar respostas para essa situação, apresento seis propostas para o desenvolvimento e consolidação do campo. Finalmente, descrevo uma iniciativa prática, envolvendo uma disciplina específica da área, ensinada para alunos de pós-graduação. Essa iniciativa enfatiza a "dimensão do conteúdo" (de uma abordagem técnico-operacional para uma abordagem estratégico-gerencial) como também a "dimensão da forma" (do foco no ensino para o foco no aprendizado). O sucesso dessa experiência em curso confirma a coerência da agenda proposta e induz futuros aperfeiçoamentos.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

This paper shows the results of the empirical study conducted in 186 tourist accommodation businesses in Spain certified under the "Q for Tourist Quality", own System Quality Management. It was raised with the purpose of analyzing the structure of the relationship between critical quality factors and results-social impact, how they operate and the level of their influence on obtaining these results within the company. Starting from a deep theoretical revision we propose a theoretical model together with the hypotheses to be tested, and we proceed to validation using the technique of Structural Equation Models. The results obtained show that companies wishing to improve their social impact should take into account that leadership is the most important factor to achieve it. Leadership indirectly affects the social impact through its influence on alliances and resources, quality policy/planning, personnel management and learning.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

This article was written by a Swiss-German historical demographer after having visited different Brazilian Universities in 1984 as a guest-professor. It aims at promoting a real dialog between developed and developing countries, commencing the discussion with the question: Can we learn from each other? An affirmative answer is given, but not in the superficial manner in which the discussion partners simply want to give each other some "good advice" or in which the one declares his country's own development to be the solely valid standard. Three points are emphasized: 1. Using infant mortality in S. Paulo from 1908 to 1983 as an example, it is shown that Brazil has at its disposal excellent, highly varied research literature that is unjustifiably unknown to us (in Europe) for the most part. Brazil by no means needs our tutoring lessons as regards the causal relationships; rather, we could learn two things from Brazil about this. For one, it becomes clear that our almost exclusively medical-biological view is inappropriate for passing a judgment on the present-day problems in Brazil and that any conclusions so derived are thus only transferable to a limited extent. For another, we need to reinterpret the history of infant mortality in our own countries up to the past few decades in a much more encompassing "Brazilian" sense. 2. A fruitful dialog can only take place if both partners frankly present their problems. For this reason, the article refers with much emprasis to our present problems in dealing with death and dying - problems arising near the end of the demographic and epidemiologic transitions: the superanuation of the population, chronic-incurable illnesses as the main causes of death, the manifold dependencies of more and more elderly and really old people at the end of a long life. Brazil seems to be catching up to us in this and will be confronted with these problems sooner or later. A far-sighted discussion already at this time seems thus to be useful. 3. The article, however, does not want to conclude with the rather depressing state of affairs of problems alternatingly superseding each other. Despite the caution which definitely has a place when prognoses are being made on the basis of extrapolations from historical findings, the foreseeable development especially of the epidemiologic transition in the direction of a rectangular survival curve does nevertheless provide good reason for being rather optimistic towards the future: first in regards to the development in our own countries, but then - assuming that the present similar tendencies of development are stuck to - also in regard to Brazil.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Foi elaborado um instrumento de medida baseado na Técnica Q de W. Stephenson, cujas operações exigidas são semelhantes às primeiras etapas de construção de uma Escala Thurstone, pelo método de intervalos aparentemente iguais. Utilizando-se desse instrumento, foi realizado estudo sobre a "Percepção da Função do Educador de Saúde Pública, na Equipe de Saúde", desenvolvido em duas fases: a primeira, compreendendo a construção do Instrumento, propriamente dito, e a segunda, a execução de uma pesquisa exploratória fazendo uso do referido instrumento. São descritos todos os passos da primeira fase, que compreende: a coleta de informações sobre as atribuições da função do educador de saúde pública; listagem das mesmas, convertendo-as em afirmações transcritas em cartões: seleção de uma amostra de 70 cartões, por um corpo de juizes altamente especializado; tabulação dos dados obtidos e a definição do instrumento definitivo. Para preencher os requisitos de validade, a distribuição escalar deveria apresentar um certo equilíbrio entre as afirmações não pertinentes, intermediárias e pertinentes. Para a conveniência estatística e para garantir este equilíbrio, cada juiz foi instruído a colocar números variados de cartões em várias pilhas, fazendo de sua totalidade um continuum que se aproximasse de uma distribuição normal ou quase normal. Este equilíbrio foi alcançado e a distribuição de freqüência das afirmações amostradas pelos juizes demonstrou ótima concordância interna, o que permitiu considerar satisfatório este estudo. As 70 afirmações foram confirmadas como componentes definitivo do instrumento de medida PF-ESP-Percepção da Função do Educador de Saúde Pública, para a utilização na segunda fase desse estudo.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Los autores hacen una revisión de la problemática referida a la fiebre Q, tanto desde el punto de vista clínico como epidemiológico. El primer caso nacional se comunicó en el año 1956, en un adulto, obrero de frigorífico. En 1966 se comunica el primer caso en un niño. A partir de esa fecha se realizan varias encuestas serológicas en humanos y en animales. En seres humanos los hallazgos varían entre 4.2% y 5.5% según el año estudiado. En animales se hallaron valores que oscilaron entre 0.9% (animal para abasto) y 30% (animal tipo industria) para bovinos. En ovinos, en el único estudio se halló un 10.3% de positivos. En equinos los valores de positividad variaron de 5.5% a 21.7%. En suinos se refiere un porcentaje de positividad del 21.2% en la primera encuesta, sendo en la más reciente del 0.0%. En aves y cobayos no se evidenciaron sueros positivos. Entre 1975 y 1985 los autores estudiaron 14 brotes en seres humanos en esta-blecimentos de procesamiento de carne, con un total de 1358 casos estudiados, habiéndose confirmado el 60% de ellos. Pasan revista a la sintomatologia común, así como el tipo de tarea de los pacientes. Para los estudios serológicos, como los diagnósticos de los casos clínicos, los autores utilizaron la fijación del complemento, la aglutinación capilar y la microa-glutinación en lámina.