A hybrid case adaptation approach for case-based reasoning

Case-Based Reasoning is a methodology for problem solving based on past experiences. This methodology tries to solve a new problem by retrieving and adapting previously known solutions of similar problems. However, retrieved solutions, in general, require adaptations in order to be applied to new contexts. One of the major challenges in Case-Based Reasoning is the development of an efficient methodology for case adaptation. The most widely used form of adaptation employs hand coded adaptation rules, which demands a significant knowledge acquisition and engineering effort. An alternative to overcome the difficulties associated with the acquisition of knowledge for case adaptation has been the use of hybrid approaches and automatic learning algorithms for the acquisition of the knowledge used for the adaptation. We investigate the use of hybrid approaches for case adaptation employing Machine Learning algorithms. The approaches investigated how to automatically learn adaptation knowledge from a case base and apply it to adapt retrieved solutions. In order to verify the potential of the proposed approaches, they are experimentally compared with individual Machine Learning techniques. The results obtained indicate the potential of these approaches as an efficient approach for acquiring case adaptation knowledge. They show that the combination of Instance-Based Learning and Inductive Learning paradigms and the use of a data set of adaptation patterns yield adaptations of the retrieved solutions with high predictive accuracy.

A transformational language for mutant description

Mutation testing has been used to assess the quality of test case suites by analyzing the ability in distinguishing the artifact under testing from a set of alternative artifacts, the so-called mutants. The mutants are generated from the artifact under testing by applying a set of mutant operators, which produce artifacts with simple syntactical differences. The mutant operators are usually based on typical errors that occur during the software development and can be related to a fault model. In this paper, we propose a language-named MuDeL (MUtant DEfinition Language)-for the definition of mutant operators, aiming not only at automating the mutant generation, but also at providing precision and formality to the operator definition. The proposed language is based on concepts from transformational and logical programming paradigms, as well as from context-free grammar theory. Denotational semantics formal framework is employed to define the semantics of the MuDeL language. We also describe a system-named mudelgen-developed to support the use of this language. An executable representation of the denotational semantics of the language is used to check the correctness of the implementation of mudelgen. At the very end, a mutant generator module is produced, which can be incorporated into a specific mutant tool/environment. (C) 2008 Elsevier Ltd. All rights reserved.

Soft computing in biometrics : a pragmatic appraisal

The ever increasing spurt in digital crimes such as image manipulation, image tampering, signature forgery, image forgery, illegal transaction, etc. have hard pressed the demand to combat these forms of criminal activities. In this direction, biometrics - the computer-based validation of a persons' identity is becoming more and more essential particularly for high security systems. The essence of biometrics is the measurement of person’s physiological or behavioral characteristics, it enables authentication of a person’s identity. Biometric-based authentication is also becoming increasingly important in computer-based applications because the amount of sensitive data stored in such systems is growing. The new demands of biometric systems are robustness, high recognition rates, capability to handle imprecision, uncertainties of non-statistical kind and magnanimous flexibility. It is exactly here that, the role of soft computing techniques comes to play. The main aim of this write-up is to present a pragmatic view on applications of soft computing techniques in biometrics and to analyze its impact. It is found that soft computing has already made inroads in terms of individual methods or in combination. Applications of varieties of neural networks top the list followed by fuzzy logic and evolutionary algorithms. In a nutshell, the soft computing paradigms are used for biometric tasks such as feature extraction, dimensionality reduction, pattern identification, pattern mapping and the like.

A Resource Centric Approach For Advancing Collaboration Through Hydrologic Data And Model Sharing

HydroShare is an online, collaborative system being developed for open sharing of hydrologic data and models. The goal of HydroShare is to enable scientists to easily discover and access hydrologic data and models, retrieve them to their desktop or perform analyses in a distributed computing environment that may include grid, cloud or high performance computing model instances as necessary. Scientists may also publish outcomes (data, results or models) into HydroShare, using the system as a collaboration platform for sharing data, models and analyses. HydroShare is expanding the data sharing capability of the CUAHSI Hydrologic Information System by broadening the classes of data accommodated, creating new capability to share models and model components, and taking advantage of emerging social media functionality to enhance information about and collaboration around hydrologic data and models. One of the fundamental concepts in HydroShare is that of a Resource. All content is represented using a Resource Data Model that separates system and science metadata and has elements common to all resources as well as elements specific to the types of resources HydroShare will support. These will include different data types used in the hydrology community and models and workflows that require metadata on execution functionality. The HydroShare web interface and social media functions are being developed using the Drupal content management system. A geospatial visualization and analysis component enables searching, visualizing, and analyzing geographic datasets. The integrated Rule-Oriented Data System (iRODS) is being used to manage federated data content and perform rule-based background actions on data and model resources, including parsing to generate metadata catalog information and the execution of models and workflows. This presentation will introduce the HydroShare functionality developed to date, describe key elements of the Resource Data Model and outline the roadmap for future development.

Extension And Testing Of A 2D Hydrodynamic Model For Direct Rainfall Runoff Simulation

While the simulation of flood risks originating from the overtopping of river banks is well covered within continuously evaluated programs to improve flood protection measures, flash flooding is not. Flash floods are triggered by short, local thunderstorm cells with high precipitation intensities. Small catchments have short response times and flow paths and convective thunder cells may result in potential flooding of endangered settlements. Assessing local flooding and pathways of flood requires a detailed hydraulic simulation of the surface runoff. Hydrological models usually do not incorporate surface runoff at this detailedness but rather empirical equations are applied for runoff detention. In return 2D hydrodynamic models usually do not allow distributed rainfall as input nor are any types of soil/surface interaction implemented as in hydrological models. Considering several cases of local flash flooding during the last years the issue emerged for practical reasons but as well as research topics to closing the model gap between distributed rainfall and distributed runoff formation. Therefore, a 2D hydrodynamic model, depth-averaged flow equations using the finite volume discretization, was extended to accept direct rainfall enabling to simulate the associated runoff formation. The model itself is used as numerical engine, rainfall is introduced via the modification of waterlevels at fixed time intervals. The paper not only deals with the general application of the software, but intends to test the numerical stability and reliability of simulation results. The performed tests are made using different artificial as well as measured rainfall series as input. Key parameters of the simulation such as losses, roughness or time intervals for water level manipulations are tested regarding their impact on the stability.

Software Tools For Large Scale Interactive Hydrodynamic Modeling

Running hydrodynamic models interactively allows both visual exploration and change of model state during simulation. One of the main characteristics of an interactive model is that it should provide immediate feedback to the user, for example respond to changes in model state or view settings. For this reason, such features are usually only available for models with a relatively small number of computational cells, which are used mainly for demonstration and educational purposes. It would be useful if interactive modeling would also work for models typically used in consultancy projects involving large scale simulations. This results in a number of technical challenges related to the combination of the model itself and the visualisation tools (scalability, implementation of an appropriate API for control and access to the internal state). While model parallelisation is increasingly addressed by the environmental modeling community, little effort has been spent on developing a high-performance interactive environment. What can we learn from other high-end visualisation domains such as 3D animation, gaming, virtual globes (Autodesk 3ds Max, Second Life, Google Earth) that also focus on efficient interaction with 3D environments? In these domains high efficiency is usually achieved by the use of computer graphics algorithms such as surface simplification depending on current view, distance to objects, and efficient caching of the aggregated representation of object meshes. We investigate how these algorithms can be re-used in the context of interactive hydrodynamic modeling without significant changes to the model code and allowing model operation on both multi-core CPU personal computers and high-performance computer clusters.

Using adaptive automata in a multi-paradigm programming environment

In this paper the architecture of an experimental multiparadigmatic programming environment is sketched, showing how its parts combine together with application modules in order to perform the integration of program modules written in different programming languages and paradigms. Adaptive automata are special self-modifying formal state machines used as a design and implementation tool in the representation of complex systems. Adaptive automata have been proven to have the same formal power as Turing Machines. Therefore, at least in theory, arbitrarily complex systems may be modeled with adaptive automata. The present work briefly introduces such formal tool and presents case studies showing how to use them in two very different situations: the first one, in the name management module of a multi-paradigmatic and multi-language programming environment, and the second one, in an application program implementing an adaptive automaton that accepts a context-sensitive language.

O poder judiciário e o movimento da qualidade total : aspectos determinantes na implantação do pgqj em um estudo exploratório

Este trabalho analisa fatores que viabilizaram a implantação do Plano de Gestão pela Qualidade do Judiciário em algumas Unidades do Poder Judiciário do RS. Com base na teoria geral da administração, especialmente na teoria clássica, na burocracia e na teoria comportamental, em autores de obras sobre organizações que aprendem e em obras de W. Edwards Deming sobre a nova economia no governo, desenvolve-se essa pesquisa. O estudo analisa a implantação do Plano de Gestão, os resultados dos projetos-piloto e programa de adesão, como os atores do processo perceberam as mudanças ocorridas e como é definida a situação por aqueles que estão à margem dos acontecimentos por diferentes motivos, por meio da análise de documentos do acervo da organização, de dados coletados nas entrevistas com integrantes de Unidades com e sem implantação do gerenciamento da rotina, preconizado pelo modelo da Qualidade Total. Estabelece-se, assim, o quadro de aspectos determinantes na implantação do PGQJ, quais sejam: a estrutura da tarefa, as relações interpessoais e a liderança, o processo decisório e o comprometimento com a organização. Os resultados obtidos delineiam a percepção dos atores quanto ao processo de mudança e suas expectativas quanto à capacidade da organização de absorver novos modelos de gestão, acarretando, em determinados momentos, uma completa quebra de paradigmas. Demonstram, ainda, a distância existente entre a proposição do Plano de Gestão, quanto ao comportamento administrativo, ao desenvolvimento dos recursos humanos, ao envolvimento com o trabalho, e o que efetivamente se verifica nas Unidades da organização. Por fim, discute-se alternativa para a implantação de modelo de gestão baseado na Qualidade Total e na aprendizagem organizacional, sugerindo-se estudos mais aprofundados desses aspectos determinantes, com o objetivo de melhorar o desempenho do projeto em andamento.

História empresarial como área de pesquisa

Este relatório de pesquisa faz um balanço teórico do estado da arte da disciplina História Empresarial (Business History). Disciplina nova mesmo no mundo dos países desenvolvidos, no Brasil ela está engatinhando e exige uma reflexão sobre os principais paradigmas desenvolvidos nos Estados Unidos e na Europa . Descrevemos suscintamente esses paradigmas e os primeiros passos da disciplina no Brasil.

A contribuição dos conceitos da gestão da mudança para as relações entre civis e militares no campo político orçamentário

O objetivo deste estudo é entender como se dão as relações entre civis e militares no campo político-orçamentário e identificar as possíveis contribuições dos conceitos da gestão da mudança para essas relações. Utilizando-se paradigmas diferentes em busca de um todo mais completo, é construído o referencial teórico sobre assuntos necessários a compreensão de como se dão essas relações no atual campo político-orçamentário brasileiro. A democracia e o equilíbrio entre as características que marca as relações democráticas; o orçamento como um campo em que se buscam obter interesses, de acordo com normas específicas e relações de poder entre indivíduos e grupos; as relações entre civis e militares, não como uma relação dicotômica, mas como uma imbricada relação entre redes de interesse. O discurso é entendido como a principal ferramenta de mudança social nesse campo e procura-se analisar como utilizá-lo. A gestão da mudança é discutida como prática discursiva que gera mudanças tanto no interior da organização como fora dela, sendo capaz de gerar verdade para a sociedade e conquistar e manter a legitimidade, fonte dos meios de sobrevivência da organização. Por fim, busca-se analisar a gestão da mudança, primeiro em organizações que obtiveram sucesso ao aplicá-las e, em seguida, faz-se uma análise de iniciativas da gestão da mudança aplicadas à Marinha e do seu potencial em produzir as mudanças necessárias no campo político-orçamentário. São levantadas conclusões que oferecem um roteiro de medidas para utilizar a gestão da mudança no aperfeiçoamento das relações democráticas entre civis e militares no campo político-orçamentário brasileiro.

Competitividade no setor público: as ações mercadológicas desenvolvidas pelo banco do Brasil no lançamento de uma família de fundos de investimentos estão garantindo vantagens competitivas?

Este trabalho apresenta as conclusões de um estudo de caso realizado no momento da desregulamentaçao dos fundos de investimento brasileiros, em 1995, num típico contexto de mudança de paradigmas. Para chegarmos esse ponto tivemos que realizar dois trabalhos auxiliares preliminares: primeiro esquadrinhamos de forma inédita Indústria de Fundos brasileira, utilizando Modelo de Forças Competitivas da Indústria, idealizado por Michael Porter. Simultanea mente identificamos os fatores críticos de sucesso para empresas, elaborando um quadro sinóptico que consolida uma gama complexa de informações sobre assunto. luz desse referencial teórico, pesquisamos as ações desenvolvidas pelo Banco do Brasil ao lançar uma nova família de fundos de investimento concluímos sobre sucesso que Banco obteve. despeito da temporalidade do trabalho, apresentamos perspectivas futuras tanto para Banco do Brasil quanto para Indústria de Fundos no Brasil.

Automação industrial e cultura técnica: o caso do petróleo brasileiro S/A - PETROBRÁS

A PETROBRAS, conhecedora das mudanças ocorridas no ambiente de negócios durante a década de 90, esforça-se em aproveitar as oportunidades surgidas ou aquelas que ainda estão por aparecer no setor petroleiro. Tal esforço traduziu-se na formulação do Plano Estratégico do Sistema PETROBRAS 199212001. Este plano define objetivos e estratégias decenais. Inserida no Plano Estratégico, está a questão da automação da companhia, considerada de suma importância para o seu desempenho no setor. Dentre os 14 Projetos Estratégicos do Plano temos o Projeto Estratégico de Automação (PEA), e para a implementação de seus objetivos é fundamental o desempenho dos funcionários neste Projeto. O desempenho do quadro funcional irá influenciar decisivamente o caminho a ser percorrido pela empresa rumo à modernidade, em um ambiente de negócios altamente renovado pela tecnologia de base microeletrônica. Uma das variáveis , que permitirá ou não a efetividade da PETROBRAS está relacionada à sua Cultura Técnica, ou seja, ao conjuntod,e conhecimentos que os agentes técnicos da Companhia .,.~ I-r '\ .. utilizam no processo de tomada de decisão e que depende dos paradigmas tecnológicos internacionais, das normas internas da empresa e das características societais brasileiras. Investigar criticamente a situação do PEA, por meio da identificação da Cultura Técnica predominante, é o foco do trabalho ora proposto para apreciação. Este não é um tema que diz respeito somente aos engenheiros e técnicos diretamente envolvidos com o PEA, mas a todos aqueles que fazem a empresa, como também a todos os estudiosos do tema.

Auditoria operacional aplicada a sistemas municipais de saúde: um estudo a partir da experiência do Tribunal de Contas do Estado do Rio de Janeiro

This research aimed at evaluating the efficiency of a specific model of operational auditing, created to audit municipal health systems, which are part of the Sistema Único de Saúde in the State of Rio de Janeiro, the AOSMS. Thus, it attempted to find out whether they represent a valid method of auditing the performance of SUS in the State of Rio de Janeiro based on the isolated or combined utilization of efficiency and efficacy criteria, and to finalize, how the AOSMS may contribute to the improvement of the municipal management of SUS. The study is based on two references axes, as follows: criteria and paradigms of operational auditing according to what International Organization of Supreme Audit Institutions (INTOSAI) understands about this methodology and the evaluation method of health services proposed by Avedis Donabedian, based on the triad structure, process and result. The work consisted initially in verifying compatibility and evaluating potential of the parameters that constitute the AOSMS with the adopted references, in the light of the basic principles that inform the Brazilian Sistema Único de Saúde and afterwards in the submission of these parameters to the analytic categories created in this study with the intent of checking its adequacy and pertinacity to analyze public health systems. In order to reach its objective the research used the case study strategy of the TCE-RJ experience of holding operational audit in 39 municipal health systems in the State of Rio de Janeiro developed between 2000 and 2007. The result confirmed the hypothesis of the study and revealed how the AOSMS, considered as a valid methodology for its finality, may contribute for the improvement of the municipal management of SUS, reaffirming the potential of operational auditing to proceed with the evaluation of the performance of the Sistema Único de Saúde in the angle of external control, considering however that its application in Brazil, because of the external control model constitutionally adopted, must pass through due sociological reduction2.

Aprendizagem organizacional: estudo do ambiente na primeira instância do poder judiciário do Estado do Rio de Janeiro

This present study aims the human being¿s change aptness in the Judicial Power of The State of Rio de Janeiro, considering the Judiciary¿s historical, organizational and institutional characteristics. The introduced study is guided by the objective that social relations within some institutions have educational features and how these relations can generate knowledge. The analysis relates the maintenance or the rupture of the paradigms that the institution stimulates to be adopted by the human beings when they need to face reality.