Data Mining no Varejo: estudo de caso para loja de materiais de construção

Este trabalho apresenta um estudo de caso de mineração de dados no varejo. O negócio em questão é a comercialização de móveis e materiais de construção. A mineração foi realizada sobre informações geradas das transações de vendas por um período de 8 meses. Informações cadastrais de clientes também foram usadas e cruzadas com informações de venda, visando obter resultados que possam ser convertidos em ações que, por conseqüência, gerem lucro para a empresa. Toda a modelagem, preparação e transformação dos dados, foi feita visando facilitar a aplicação das técnicas de mineração que as ferramentas de mineração de dados proporcionam para a descoberta de conhecimento. O processo foi detalhado para uma melhor compreensão dos resultados obtidos. A metodologia CRISP usada no trabalho também é discutida, levando-se em conta as dificuldades e facilidades que se apresentaram durante as fases do processo de obtenção dos resultados. Também são analisados os pontos positivos e negativos das ferramentas de mineração utilizadas, o IBM Intelligent Miner e o WEKA - Waikato Environment for Knowledge Analysis, bem como de todos os outros softwares necessários para a realização do trabalho. Ao final, os resultados obtidos são apresentados e discutidos, sendo também apresentada a opinião dos proprietários da empresa sobre tais resultados e qual valor cada um deles poderá agregar ao negócio.

An overview of some historical brazilian macroeconomic series and some open questions

This paper presents an overview of the Brazilian macroeconomy by analyzing the evolution of some specific time series. The presentation is made through a sequence of graphs. Several remarkable historical points and open questions come up in the data. These include, among others, the drop in output growth as of 1980, the clear shift from investments to government current expenditures which started in the beginning of the 80s, the notable way how money, prices and exchange rate correlate in an environment of permanently high inflation, the historical coexistence of high rates of growth and high rates of inflation, as well as the drastic increase of the velocity of circulation of money between the 70s and the mid-90s. It is also shown that, although net external liabilities have increased substantially in current dollars after the Real Plan, its ratio with respect to exports in 2004 is practically the same as the one existing in 1986; and that residents in Brazil, in average, owed two more months of their final income (GNP) to abroad between 1995-2004 than they did between 1990 and 1994. Variance decompositions show that money has been important to explain prices, but not output (GDP).

Modelo de gerenciamento de versões para evolução de Data Warehouses

Sistemas de tomada de decisão baseados em Data Warehouse (DW) estão sendo cada dia mais utilizados por grandes empresas e organizações. O modelo multidimensional de organização dos dados utilizado por estes sistemas, juntamente com as técnicas de processamento analítico on-line (OLAP), permitem análises complexas sobre o histórico dos negócios através de uma simples e intuitiva interface de consulta. Apesar dos DWs armazenarem dados históricos por natureza, as estruturas de organização e classificação destes dados, chamadas de dimensões, não possuem a rigor uma representação temporal, refletindo somente a estrutura corrente. Para um sistema destinado à análise de dados, a falta do histórico das dimensões impossibilita consultas sobre o ambiente real de contextualização dos dados passados. Além disso, as alterações dos esquemas multidimensionais precisam ser assistidas e gerenciadas por um modelo de evolução, de forma a garantir a consistência e integridade do modelo multidimensional sem a perda de informações relevantes. Neste trabalho são apresentadas dezessete operações de alteração de esquema e sete operações de alteração de instâncias para modelos multidimensionais de DW. Um modelo de versões, baseado na associação de intervalos de validade aos esquemas e instâncias, é proposto para o gerenciamento dessas operações. Todo o histórico de definições e de dados do DW é mantido por esse modelo, permitindo análises completas dos dados passados e da evolução do DW. Além de suportar consultas históricas sobre as definições e as instâncias do DW, o modelo também permite a manutenção de mais de um esquema ativo simultaneamente. Isto é, dois ou mais esquemas podem continuar a ter seus dados atualizados periodicamente, permitindo assim que as aplicações possam consultar dados recentes utilizando diferentes versões de esquema.

An overview of some historical Brazilian macroeconomic series and some open questions

This paper presents an overview of the Brazilian macroeconomy by analyzing the evolution of some specific time series. The presentation is made through a sequence of graphs. Several remarkable historical points and open questions come up in the data. These include, among others, the drop in output growth as of 1980, the clear shift from investments to government current expenditures which started in the beginning of the 80s, the notable way how money, prices and exchange rate correlate in an environment of permanently high inHation, the historical coexistence of high rates of growth and high rates of inHation, as well as the drastic increase of the velocity of circulation of money between the 70s and the mid-90s. It is also shown that, although net external liabilities have increased substantially in current dollars after the Real Plan, its ratio with respect to exports in 2004 is practically the same as the one existing in 1986; and that residents in Brazil, in average, owed two more months of their final income (GNP) to abroad between 1995-2004 than they did between 1990 and 1994. Variance decompositions show that money has been important to explain prices, but not output (GDP).

Export-led recoveries in small open industrialized economies

This paper studies the role of Vertical Specialization-based trade and foreign damand push as elements capable of explaining export-led recoveries in small open industrialized economies. The empirical evidence on export-led recoveries is reviewed. Data supporting the growing importance of vertical specialization for international trade are presented. I compare the performance of two versions of a small open economy model, calibrated to mimic Canadian Business Cycles. The …rst one is based upon Schmitt-Grohe(1998). The second incorporates Vertical- Specialization-based trade. I show that an arti…cial economy featuring Vertical-Specializationbased trade in conjunction with an exogenous AR(2) process for foreign output displays improved impulse responses to a foreign output shock and is able to mimic the contribution of Canadian exports to output growth during economic recoveries.

Photosynthesis induction in Eucalyptus urograndis seedlings and cuttings measured by Open Photoacoustics

In this work we study the photosynthetic induction in Eucalyptus urograndis leaves using the Open Photoacoustic Cell Technique. In vivo and in situ measurements were performed in leaves of four months-old E. urograndis seedlings and C041 cuttings previously dark-adapted for at least 10 h. Experimental results for the gas exchange component of the photoacoustic (PA) signal are interpreted considering that a gas uptake component would have a phase angle nearly opposite to that of the oxygen evolution component. Analysis of the photosynthetic induction data shows that seedlings present a net oxygen evolution before cuttings, but cuttings reach a higher steady-state photosynthetic activity.

HTRIdb: an open-access database for experimentally verified human transcriptional regulation interactions

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

On the use of open or closed traps in the capture of drosophilids

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

The tachyon potential in open Neveu-Schwarz string field theory

A classical action for open superstring field theory has been proposed which does not suffer from contact term problems. After generalizing this action to include the non-GSO projected states of the Neveu-Schwarz string, the pure tachyon contribution to the tachyon potential is explicitly computed. The potential has a minimum of V = 1/32g(2) which is 60% of the predicted exact minimum of V = 1/2 pi(2)g(2) from D-brane arguments.

Estimating coancestry within open-pollinated progenies of a dioecious species: the case study of Myracrodruon urundeuva

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Determination of minimum fluidization velocity for gas-solid beds by experimental data and numerical simulations

The purpose of this work is to predict the minimum fluidization velocity Umf in a gas-solid fluidized bed. The study was carried out with an experimental apparatus for sand particles with diameters between 310μm and 590μm, and density of 2,590kg/m3. The experimental results were compared with numerical simulations developed in MFIX (Multiphase Flow with Interphase eXchange) open source code [1], for three different sizes of particles: 310mum, 450μm and 590μm. A homogeneous mixture with the three kinds of particles was also studied. The influence of the particle diameter was presented and discussed. The Ergun equation was also used to describe the minimum fluidization velocity. The experimental data presented a good agreement with Ergun equation and numerical simulations. Copyright © 2011 by ASME.

Mobile application as a tool for urban traffic data collection and generation to advanced traveler information systems using Wi-Fi networks available in urban centers

This paper presents an Advanced Traveler Information System (ATIS) developed on Android platform, which is open source and free. The developed application has as its main objective the free use of a Vehicle-to- Infrastructure (V2I) communication through the wireless network access points available in urban centers. In addition to providing the necessary information for an Intelligent Transportation System (ITS) to a central server, the application also receives the traffic data close to the vehicle. Once obtained this traffic information, the application displays them to the driver in a clear and efficient way, allowing the user to make decisions about his route in real time. The application was tested in a real environment and the results are presented in the article. In conclusion we present the benefits of this application. © 2012 IEEE.