Local influence in estimating equations

Local influence diagnostics based on estimating equations as the role of a gradient vector derived from any fit function are developed for repeated measures regression analysis. Our proposal generalizes tools used in other studies (Cook, 1986: Cadigan and Farrell, 2002), considering herein local influence diagnostics for a statistical model where estimation involves an estimating equation in which all observations are not necessarily independent of each other. Moreover, the measures of local influence are illustrated with some simulated data sets to assess influential observations. Applications using real data are presented. (C) 2010 Elsevier B.V. All rights reserved.

Local influence for Student-t partially linear models

In this paper we extend partial linear models with normal errors to Student-t errors Penalized likelihood equations are applied to derive the maximum likelihood estimates which appear to be robust against outlying observations in the sense of the Mahalanobis distance In order to study the sensitivity of the penalized estimates under some usual perturbation schemes in the model or data the local influence curvatures are derived and some diagnostic graphics are proposed A motivating example preliminary analyzed under normal errors is reanalyzed under Student-t errors The local influence approach is used to compare the sensitivity of the model estimates (C) 2010 Elsevier B V All rights reserved

Size and power properties of some tests in the Birnbaum-Saunders regression model

The Birnbaum-Saunders distribution has been used quite effectively to model times to failure for materials subject to fatigue and for modeling lifetime data. In this paper we obtain asymptotic expansions, up to order n(-1/2) and under a sequence of Pitman alternatives, for the non-null distribution functions of the likelihood ratio, Wald, score and gradient test statistics in the Birnbaum-Saunders regression model. The asymptotic distributions of all four statistics are obtained for testing a subset of regression parameters and for testing the shape parameter. Monte Carlo simulation is presented in order to compare the finite-sample performance of these tests. We also present two empirical applications. (C) 2010 Elsevier B.V. All rights reserved.

Leverage analysis for linear mixed models

We consider a generalized leverage matrix useful for the identification of influential units and observations in linear mixed models and show how a decomposition of this matrix may be employed to identify high leverage points for both the marginal fitted values and the random effect component of the conditional fitted values. We illustrate the different uses of the two components of the decomposition with a simulated example as well as with a real data set.

Small-Sample Corrections for Score Tests in Birnbaum-Saunders Regressions

In this article, we deal with the issue of performing accurate small-sample inference in the Birnbaum-Saunders regression model, which can be useful for modeling lifetime or reliability data. We derive a Bartlett-type correction for the score test and numerically compare the corrected test with the usual score test and some other competitors.

Improved likelihood inference in Birnbaum-Saunders regressions

The Birnbaum-Saunders regression model is commonly used in reliability studies. We address the issue of performing inference in this class of models when the number of observations is small. Our simulation results suggest that the likelihood ratio test tends to be liberal when the sample size is small. We obtain a correction factor which reduces the size distortion of the test. Also, we consider a parametric bootstrap scheme to obtain improved critical values and improved p-values for the likelihood ratio test. The numerical results show that the modified tests are more reliable in finite samples than the usual likelihood ratio test. We also present an empirical application. (C) 2009 Elsevier B.V. All rights reserved.

An R implementation for generalized Birnbaum-Saunders distributions

The Birnbaum-Saunders (BS) model is a positively skewed statistical distribution that has received great attention in recent decades. A generalized version of this model was derived based on symmetrical distributions in the real line named the generalized BS (GBS) distribution. The R package named gbs was developed to analyze data from GBS models. This package contains probabilistic and reliability indicators and random number generators from GBS distributions. Parameter estimates for censored and uncensored data can also be obtained by means of likelihood methods from the gbs package. Goodness-of-fit and diagnostic methods were also implemented in this package in order to check the suitability of the GBS models. in this article, the capabilities and features of the gbs package are illustrated by using simulated and real data sets. Shape and reliability analyses for GBS models are presented. A simulation study for evaluating the quality and sensitivity of the estimation method developed in the package is provided and discussed. (C) 2008 Elsevier B.V. All rights reserved.

DIAGNOSTIC TECHNIQUES OF LOCAL INFLUENCE IN SPATIAL ANALYSIS OF SOYBEAN YIELD

Modeling of spatial dependence structure, concerning geoestatistics approach, is an indispensable tool for fixing parameters that define this structure, applied on interpolation of values in places that are not sampled, by kriging techniques. However, the estimation of parameters can be greatly affected by the presence of atypical observations on sampled data. Thus, this trial aimed at using diagnostics techniques of local influence in spatial linear Gaussians models, applied at geoestatistics in order to evaluate sensitivity of maximum likelihood estimators and restrict maximum likelihood to small perturbations in these data. So, studies with simulated and experimental data were performed. Those results, obtained from the study of real data, allowed us to conclude that the presence of atypical values among the sampled data can have a strong influence on thematic maps, changing, therefore, the spatial dependence. The application of diagnostics techniques of local influence should be part of any geoestatistic analysis, ensuring that the information from thematic maps has better quality and can be used with greater security by farmers.

Birnbaum-Saunders nonlinear regression models

We introduce, for the first time, a new class of Birnbaum-Saunders nonlinear regression models potentially useful in lifetime data analysis. The class generalizes the regression model described by Rieck and Nedelman [Rieck, J.R., Nedelman, J.R., 1991. A log-linear model for the Birnbaum-Saunders distribution. Technometrics 33, 51-60]. We discuss maximum-likelihood estimation for the parameters of the model, and derive closed-form expressions for the second-order biases of these estimates. Our formulae are easily computed as ordinary linear regressions and are then used to define bias corrected maximum-likelihood estimates. Some simulation results show that the bias correction scheme yields nearly unbiased estimates without increasing the mean squared errors. Two empirical applications are analysed and discussed. Crown Copyright (C) 2009 Published by Elsevier B.V. All rights reserved.

Kravsammanställning samt utvärdering avbildvisningsprogramför diagnostik inom telepatologi : En fallstudiemed SIV-metoden som tillvägagångssätt

De flesta har i sin närhet någon som drabbats av cancer och sjukdomsfallen har ökat genom åren. Den yrkesgrupp som ställer diagnos av denna sjukdom är patologer. Bristen på patologer är idagsläget stor och det finns därför ett behov av att finna effektiva lösningar för att möta denna brist och en ökande mängd patienter. För att digitalisera vävnadsproven som diagnostiseras, scannas dessa in med en glasscanner. Dessa digitala bildfiler kan sedan visas i ett bildvisningsprogram och delas digitalt mellan patologer på distans. Detta begrepp kallas för telepatologi. Studien utgår utifrån följande frågeställningar: Vilka krav är väsentliga och bör ingå i en utvärdering för bildvisningsprogram avsedda för diagnostik inom telepatologi? Vilket bildvisningsprogram är mest lämpat att implementeras i ett webbaserat system baserat på dessa väsentliga krav? Syftet med studien är att undersöka vilka krav som är väsentliga och bör ingå i en utvärdering av bildvisningsprogram avsedda för diagnostik inom telepatologi, samt att utföra en utvärdering av ett urval bildvisningsprogramvaror med hjälp av dessa krav. En fallstudie genomfördes med datainsamlingsmetoderna: intervjuer med två personer från studiens samarbetspartner CGM, Frågeformulär där Sveriges patologer var respondenter samt dokumentstudier för att samla in information gällande bildvisningsprogrammen. Studien tillämpar utvalda delar ur Anders G. Nilssons SIV-metod som tillvägagångsätt för att samla in krav samt för att göra ett urval av bildvisningsprogram som sedan utvärderas gentemot dessa krav. Resultaten av datainsamlingarna analyserades och ledde till ett kravdokument med väsentliga krav.Tre så kallade utslagsgivande faktorer bland dessa krav var att bildvisningsprogrammet måste vara webbaserat utan installation på klient, funktioner för in- och ut-zoomning samt panorering måste finnas. Utvärderingen av utvalda bildvisningsprogram visade slutligen att OpenSlide var mest lämpad att implementeras i ett webbaserat system.

A Diagnostic Assessment Of Evolutionary Multiobjective Optimization For Water Resources Systems

This study contributes a rigorous diagnostic assessment of state-of-the-art multiobjective evolutionary algorithms (MOEAs) and highlights key advances that the water resources field can exploit to better discover the critical tradeoffs constraining our systems. This study provides the most comprehensive diagnostic assessment of MOEAs for water resources to date, exploiting more than 100,000 MOEA runs and trillions of design evaluations. The diagnostic assessment measures the effectiveness, efficiency, reliability, and controllability of ten benchmark MOEAs for a representative suite of water resources applications addressing rainfall-runoff calibration, long-term groundwater monitoring (LTM), and risk-based water supply portfolio planning. The suite of problems encompasses a range of challenging problem properties including (1) many-objective formulations with 4 or more objectives, (2) multi-modality (or false optima), (3) nonlinearity, (4) discreteness, (5) severe constraints, (6) stochastic objectives, and (7) non-separability (also called epistasis). The applications are representative of the dominant problem classes that have shaped the history of MOEAs in water resources and that will be dominant foci in the future. Recommendations are provided for which modern MOEAs should serve as tools and benchmarks in the future water resources literature.

Juizados Especiais Criminias da Comarca da Capital do Estado do RIo de janeiro: Desafios organizacionais

The Judicial Authority has more and more prominence for the principal place on the public discussion. His role performed as political institution and agency in charged of the jurisdiction installment has been object of discussion. Frequently diagnostics are made about a crisis that include the Judicial System. At the same way are made diverse changes, searching transform from formalities until the ritual of fill a job of Judge. We¿re certainly, by this point of view, far from the period that the judicial questions were corresponded to jurisconsult. The discussion has increased, calling to order not only jurisconsult but also members of Congress, press and of the civil organisms. Thus international organisms, despite their economic issues, entered at the discussion being watchful to the emergency reforms to be taken by the Judicial Authority. However, although the changes end the relative agreement of the emerging crisis, the Judicial System continue to be unknown. Still now with the beginning of the Juizados Especiais Criminais, the organizational form originated in 1995. The main core of the discussion about Juizados Especiais Criminais is centralized in isolated cases instead of a global analysis, resulting of the join between data and observations about historic series. The final object of this dissertation is centered on the analysis of the activities of the organizational variables of the Juizados Especiais Criminais da Comarca da Capital do Estado do Rio de Janeiro in its first years of functioning.

El sistema de capacitacion de los recursos humanos de la Secretaria Nacional de Desarollo Administrativo - SENDA - um estudio descriptivo y exploratório

Com uma abordagem sistêmica se realizou-se uma análises da capacitação dos Recursos Humanos da Secretaria Nacional de Desarrollo Administrativo do Equador - SENDA-. É apresentada uma descrição da instituição analisada considerando sua origem, fmalidade, objetivos, estrura e resultados obtidos no âmbito da administração pública equatoriana. À luz de uma abordagem de tipo sistêmico da capacitação dos recursos humanos, significou obter um diagnóstico mais completo e propor uma política de administração eficiente do recurso mais importante das organizações, o ser humano.

Duas teorias econômicas: "consumo" e "retórica": subsídios para o estudo do campo científico da economia no Brasil

Então o panorama no primeiro ano era muito ruim. Tinha o Goffredo (da Silva Teles) que não era esse Goffredo de hoje. Era o Goffredo, vamos dizer, muito influenciado pelo romantismo jurídico, muito conservador. É um bom professor. Eu fui ficando numa "sinuca de bico" porque eu não podia largar a Faculdade. O que ia dizer para o meu pai? Um negócio complicadíssimo. Eu fui levando a faculdade, até que chegou o 20. semestre, eu e o (Luiz) Belluzzo - que fez a Faculdade comigo também - encontramos um amigo nosso que fazia filosofia, que é o Luiz Antônio de Oliveira Lima (professor da FGV-SP). E aí eu conversei: "- Lima, eu não aguento mais essa porcaria dessa faculdade. Quero fazer outra coisa. Aí, ele me disse: " Mas, por que você não vai fazer ciências sociais?" Nem sabia da existência desse curso. "Me explica esse negócio de ciências sociais." E fomos conversando ...então eu e o Belluzzo resolvemos prestar o vestibular para Ciências Sociais Esse sim era um curso estupendo, onde eu aprendi a raciocinar

Conselhos municipais como canal de participaçãp pública: desafios para populações rurais na Amazônia: um estudo de caso sobre Juruti-PA.

Parte do processo de descentralização iniciado no Brasil no fim da década de 1980, o movimento por uma maior permeabilidade do Estado resultou na definição de Conselhos Gestores de Políticas como peças centrais para as políticas sociais em todo o país. No entanto, a heterogeneidade brasileira de proporções continentais solicita a adequação e o ajuste de políticas públicas e instituições para responderem àsdiversas realidades locais. Este trabalho foi realizado a partir de um estudo de caso exploratório que busca responder sobre o alcance dos Conselhos como arena para discussão, encaminhamento de demandas e solução de problemas da população que habita o espaço considerado “rural” de Juruti, município amazônico repleto de especificidades e desafios comuns à região. Assim, apesar de observarmos a existência de grupos, associações e espaços similares nas comunidades para discutir necessidades e endereçar as demandas por meio da atuação engajada de lideranças locais de diversos perfis, o que se percebe é que muitos desconhecem caminhos já institucionalizados (como os Conselhos Municipais) para encaminhar suas demandas. Com um movimento alheio aos espaços legalmente constituídos, as comunidades perdem a oportunidade de participar mais ativamente da formação de agenda do município, além de ficarem de fora dos mecanismos de controle social e acesso a recursos públicos. A realização de suas demandas se transforma em moeda de troca em vez de direitos reivindicados satisfeitos, se transforma em conquistas que perdem o papel simbólico no fortalecimento organizativo das comunidades.Em uma realidade rural amazônica como Juruti, parece fundamental discutir o chamado “trabalho de base”, o que implica em considerar variáveis de extrema relevância de custo e tempo de deslocamento, além da necessária regionalização dos interesses e demandas. Percebe-se imprescindível também a rediscussão sobre os parâmetros para a definição do “rural” no país, de forma a incluir os diversos Brasis e viabilizar diagnósticos que possibilitem que particularidades como as amazônicas se reflitam em políticas públicas, em modelos de gestão municipal e em espaços participativos adequados, que dialoguem com o local.