939 resultados para multiple linear regression
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C3S2E '16 Proceedings of the Ninth International C* Conference on Computer Science & Software Engineering
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The flow rates of drying and nebulizing gas, heat block and desolvation line temperatures and interface voltage are potential electrospray ionization parameters as they may enhance sensitivity of the mass spectrometer. The conditions that give higher sensitivity of 13 pharmaceuticals were explored. First, Plackett-Burman design was implemented to screen significant factors, and it was concluded that interface voltage and nebulizing gas flow were the only factors that influence the intensity signal for all pharmaceuticals. This fractionated factorial design was projected to set a full 2(2) factorial design with center points. The lack-of-fit test proved to be significant. Then, a central composite face-centered design was conducted. Finally, a stepwise multiple linear regression and subsequently an optimization problem solving were carried out. Two main drug clusters were found concerning the signal intensities of all runs of the augmented factorial design. p-Aminophenol, salicylic acid, and nimesulide constitute one cluster as a result of showing much higher sensitivity than the remaining drugs. The other cluster is more homogeneous with some sub-clusters comprising one pharmaceutical and its respective metabolite. It was observed that instrumental signal increased when both significant factors increased with maximum signal occurring when both codified factors are set at level +1. It was also found that, for most of the pharmaceuticals, interface voltage influences the intensity of the instrument more than the nebulizing gas flowrate. The only exceptions refer to nimesulide where the relative importance of the factors is reversed and still salicylic acid where both factors equally influence the instrumental signal. Graphical Abstract ᅟ.
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When a company desires to invest in a project, it must obtain resources needed to make the investment. The alternatives are using firm s internal resources or obtain external resources through contracts of debt and issuance of shares. Decisions involving the composition of internal resources, debt and shares in the total resources used to finance the activities of a company related to the choice of its capital structure. Although there are studies in the area of finance on the debt determinants of firms, the issue of capital structure is still controversial. This work sought to identify the predominant factors that determine the capital structure of Brazilian share capital, non-financial firms. This work was used a quantitative approach, with application of the statistical technique of multiple linear regression on data in panel. Estimates were made by the method of ordinary least squares with model of fixed effects. About 116 companies were selected to participate in this research. The period considered is from 2003 to 2007. The variables and hypotheses tested in this study were built based on theories of capital structure and in empirical researches. Results indicate that the variables, such as risk, size, and composition of assets and firms growth influence their indebtedness. The profitability variable was not relevant to the composition of indebtedness of the companies analyzed. However, analyzing only the long-term debt, comes to the conclusion that the relevant variables are the size of firms and, especially, the composition of its assets (tangibility).This sense, the smaller the size of the undertaking or the greater the representation of fixed assets in total assets, the greater its propensity to long-term debt. Furthermore, this research could not identify a predominant theory to explain the capital structure of Brazilian
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This study examines the factors that influence public managers in the adoption of advanced practices related to Information Security Management. This research used, as the basis of assertions, Security Standard ISO 27001:2005 and theoretical model based on TAM (Technology Acceptance Model) from Venkatesh and Davis (2000). The method adopted was field research of national scope with participation of eighty public administrators from states of Brazil, all of them managers and planners of state governments. The approach was quantitative and research methods were descriptive statistics, factor analysis and multiple linear regression for data analysis. The survey results showed correlation between the constructs of the TAM model (ease of use, perceptions of value, attitude and intention to use) and agreement with the assertions made in accordance with ISO 27001, showing that these factors influence the managers in adoption of such practices. On the other independent variables of the model (organizational profile, demographic profile and managers behavior) no significant correlation was identified with the assertions of the same standard, witch means the need for expansion researches using such constructs. It is hoped that this study may contribute positively to the progress on discussions about Information Security Management, Adoption of Safety Standards and Technology Acceptance Model
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This research aims to understand the factors that influence intention to online purchase of consumers, and to identify between these factors those that influence the users and the nonusers of electronic commerce. Thus, it is an applied, exploratory and descriptive research, developed in a quantitative model. Data collection was done through a questionnaire administered to a sample of 194 graduate students from the Centre for Applied Social Sciences of UFRN and data analysis was performed using descriptive statistics, confirmatory factorial analysis and simple and multiple linear regression analysis. The results of descriptive statistics revealed that respondents in general and users of electronic commerce have positive perceptions of ease of use, usefulness and social influence about buying online, and intend to make purchases on Internet over the next six months. As for the non-users of electronic commerce, they do not trust the Internet to transact business, have negative perceptions of risk and social influence over purchasing online, and does not intend to make purchases on Internet over the next six months. Through confirmatory factorial analysis six factors were set up: behavioral intention, perceived ease of use, perceived usefulness, perceived risk, trust and social influence. Through multiple regression analysis, was observed that all these factors influence online purchase intentions of respondents in general, that only the social influence does not influence the intention to continue buying on the Internet from users of electronic commerce, and that only trust and social influence affect the intention to purchase online from non-users of electronic commerce. Through simple regression analysis, was found that trust influences perceptions of ease of use, usefulness and risk of respondents in general and users of electronic commerce, and that trust does not influence the perceptions of risk of non-users of electronic commerce. Finally, it was also found that the perceived ease of use influences perceived usefulness of the three groups. Given this scenario, it was concluded that it is extremely important that organizations that work with online sales know the factors that influence consumers purchasing intentions in order to gain space in their market
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Dissertação (mestrado)—Universidade de Brasília, Faculdade de Agronomia e Medicina Veterinária, Programa de Pós-Graduação em Agronegócios, 2016.
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Este estudo tem como objectivo analisar quais os factores que determinam a estrutura de capitais do sector bancário Português. Com o intuito de atingir o objectivo e assumindo a existência de uma estrutura óptima de capitais, recorrer-se-á ao modelo de regressão linear múltipla para verificar a aderência do processo de decisão às teorias acerca da estrutura de capitais, bem como quais dos factores analisados a afectarão significativamente. Os resultados obtidos sugerem que a rendibilidade, a dimensão, o risco e a tangibilidade são os principais determinantes da estrutura de capitais do sector bancário português. ABSTRACT: The main aim for this study is to verify which determinants influence the Portuguese bank's capital structure. ln order to achieve the above mentioned aim and assuming an optimal capital structure, we will apply a multiple linear regression model with the purpose of proving the capital structure theories existence and to observe which determinants influence it. The obtained results mention that profitability, size, risk and tangibility are the principal determinants of Portuguese bank's capital structure.
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Atualmente, encontramo-nos numa Era em que a internet se está a transformar numa ferramenta cada vez mais essencial no nosso dia-a-dia. A internet, mais especificamente, as redes sociais apareceram para que o consumidor esteja em permanente conexão com o mundo, à distância de um clique. Nesta investigação, o YouTube foi a rede social escolhida para o estudo e o objetivo principal é perceber quais as características que um canal no YouTube deve ter para que os consumidores tenham intenção de o revisitar. Na metodologia adaptou-se um modelo que avalia a qualidade de websites, o modelo WebQual. Foi elaborado um questionário online, sendo as perguntas adaptadas para um canal de YouTube. Para analisar as hipóteses do estudo, foi feita uma regressão linear múltipla. Foi então possível concluir que os constructos Utilidade, Facilidade de Uso, Entretenimento e Relação Complementar, influenciam a Intenção de Revisitar logo, pode-se dizer que o canal do YouTube estudado apresenta qualidade aos olhos dos consumidores.
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Este estudo pretende determinar a influência das características do empresário, das características do investidor e das características da empresa sobre o montante inicialmente investido pelos BA. Para esse efeito, recorreu-se a uma amostra extraída da base de dados da Kauffman Foundation, cujos dados dizem respeito a BA dos E.U.A.. Analisaram-se as estatísticas descritivas e as hipóteses foram testadas através de seis modelos de regressão linear múltipla. Os resultados obtidos mostram que seis dos nove fatores identificados dizem respeito ao empresário e à equipa de gestão; ABSTRACT: This study aims to determine the influence of entrepreneur characteristics, investor characteristics and the characteristics of the company on the amount initially invested by BA. For this purpose, we used a sample extracted from Kauffman Foundation database, whose data refer to BA from the United States of America. We performed descriptive statistics and hypotheses were tested through six models of multiple linear regression. The results show that six of the nine factors identified are related to the entrepreneur and management team.
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Nos dias de hoje, os smartphones são cada vez mais vulgares no quotidiano das pessoas e com isto as empresas têm uma grande oportunidade para chegar aos seus consumidores e possíveis consumidores. Mas esta oportunidade, para alguns consumidores, gera um problema: invasão do seu espaço pessoal. O presente estudo tem como objetivo perceber como é que o consumidor valoriza a estratégia do SMS Marketing e qual a sua atitude perante a mesma, ou seja, uma vez que deu permissão para o recebimento deste tipo de SMS’s, interessa perceber se o consumidor dá importância a esta estratégia e como age quando as recebe. A metodologia utilizada é do tipo quantitativa, instrumentada através de questionários online a um tipo de amostragem por conveniência. Para analisar as hipóteses de estudo, foi realizada uma regressão linear múltipla. Os principais resultados indicam que apenas a dimensão Entretenimento (uma das características da publicidade por SMS) exerce influência nas intenções comportamentais dos consumidores. As estatísticas descritivas mostram que a dimensão Irritação é a que tem uma média mais elevada e o Entretenimento a média mais baixa o que indica a opinião dos consumidores em relação a esta estratégia.
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Dissertação de Mestrado em Gestão Empresarial. Faculdade de Economia, Univ. do Algarve, 2004
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Conocer los factores intervinientes en el rendimiento académico de los estudiantes es de vital importancia para mejorar el proceso de enseñanza-aprendizaje y la calidad universitaria. Esta investigación busca identificar los posibles factores que intervienen en el rendimiento académico de los estudiantes universitarios del grado en Arquitectura Técnica de la Universidad de Alicante. El estudio pretende determinar el poder explicativo y predictivo de nueve variables para pronosticar el rendimiento académico de los estudiantes mediante regresión lineal múltiple. Se ha identificado que seis de las variables estudiadas son estadísticamente significativas y que dos de ellas tienen una gran influencia sobre el rendimiento académico.
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Introduction: Adiponectin, an adipocyte derived peptide, has anti-inflammatory and antiatherogenic effects, and improves insulin sensitivity. However, little is known about dietary predictors and their interactions with lifestyle on adiponectin concentrations, in apparently healthy young adults. Objective: To evaluate the associations between plasma concentrations of adiponectin with dietary components and lifestyle in apparently healthy young adults. Methods: Anthropometric and body composition, systolic and diastolic blood pressure, diet and lifestyle data of 157 healthy young adults, aged 18 and 35, were collected and analyzed. Blood samples were collected after fasting for 12 hours to determine adiponectin concentrations. Dietary and anthropometric indexes were calculated and analyzed. Results: Adiponectin concentrations were significantly higher for women compared to men; and there was an indirect and significant correlation between adiponectin concentrations with BMI. There was a significant association between adiponectin concentrations with the healthy eating index, calories, lipids, proteins, fibers, riboflavin, and phosphorus, among others; and a tendency with carbohydrates and niacin. In multiple linear regression analysis, fiber and riboflavin (r² = 0.0928; p = 0.0013) and carbohydrates and phosphorus were associated with the concentrations of adiponectin. The association with carbohydrates and phosphorus suffered interaction with gender (r²= 0.2400; p < 0.0001), as well as the association with phosphorus also suffered interaction with physical activity (r²= 0.1275; p = 0.0003). Conclusion: Plasma concentrations of adiponectin, in healthy young adults, seem to be modulated by components of diet depending on gender and physical activity.
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Purpose: To investigate the spectrum-effect relationships between high performance liquid chromatography (HPLC) fingerprints and duodenum contractility of charred areca nut (CAN) on rats. Methods: An HPLC method was used to establish the fingerprint of charred areca nut (CAN). The promoting effect on contractility of intestinal smooth was carried out to evaluate the duodenum contractility of CAN in vitro. In addition, the spectrum-effect relationships between HPLC fingerprints and bioactivities of CAN were investigated using multiple linear regression analysis (backward method). Results: Fourteen common peaks were detected and peak 3 (5-Hydroxymethyl-2-furfural, 5-HMF) was selected as the reference peak to calculate the relative retention time of 13 other common peaks. In addition, the equation of spectrum-effect relationships {Y = 3.818 - 1.126X1 + 0.817X2 - 0.045X4 - 0.504X5 + 0.728X6 - 0.056X8 + 1.122X9 - 0.247X13 - 0.978X14 (p < 0.05, R2 = 1)} was established in the present study by the multiple linear regression analysis (backward method). According to the equation, the absolute value of the coefficient before X1, X2, X4, X5, X6, X8, X9, X13, X14 was the coefficient between the component and the parameter. Conclusion: The model presented in this study successfully unraveled the spectrum-effect relationship of CAN, which provides a promising strategy for screening effective constituents of areca nut.
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Dissertação (mestrado)—Universidade de Brasília, Faculdade de Medicina, Programa de Pós-Graduação em Ciências Médicas, 2016.