SmartClean: an incremental data cleaning tool

This paper presents the SmartClean tool. The purpose of this tool is to detect and correct the data quality problems (DQPs). Compared with existing tools, SmartClean has the following main advantage: the user does not need to specify the execution sequence of the data cleaning operations. For that, an execution sequence was developed. The problems are manipulated (i.e., detected and corrected) following that sequence. The sequence also supports the incremental execution of the operations. In this paper, the underlying architecture of the tool is presented and its components are described in detail. The tool's validity and, consequently, of the architecture is demonstrated through the presentation of a case study. Although SmartClean has cleaning capabilities in all other levels, in this paper are only described those related with the attribute value level.

Administração de anti-infecciosos orais por sonda de nutrição entérica

Com o crescente recurso à nutrição entérica surgem novos desafios, designadamente pela utilização crescente do mesmo dispositivo de acesso na administração da terapêutica farmacológica (Magnuson, Clifford, Hoskins & Bernard, 2005). Desta situação resulta uma necessidade por parte dos profissionais de saúde de conhecer o potencial de complicações e limitações associadas e este método (Williams, 2008), agravada por estudos que têm vindo a revelar técnicas inapropriadas na administração de formulações orais por sonda de nutrição (Belknap, Seiferd & Petermann, 1997) (Hanssens, Woods, Alsulaiti, Adheir, Al-Meer & Obaidan, 2006) (Seifert & Jonhston, 2005). Entre essas complicações encontramos as interacções fármaco-nutriente, que podem conduzir ao compromisso do estado nutricional do doente ou dos objectivos terapêuticos (August, et al., 2002), podendo resultar em obstrução da sonda, alteração da libertação ou biodisponibilidade do fármaco ou nutriente ou alteração da função gastrointestinal (Robin, Boulatta, Brantley, Corkins, Guenter, & et al, 2009). Considerando os riscos associados ao inadequado cumprimento da terapêutica com anti-infecciosos, o presente trabalho pretende conhecer a viabilidade de administração por sonda dos anti-infecciosos disponíveis para prescrição no Centro Hospitalar de São João, EPE (CHSJ,EPE).

Derivative-free nonlinear optimization filter simplex

The filter method is a technique for solving nonlinear programming problems. The filter algorithm has two phases in each iteration. The first one reduces a measure of infeasibility, while in the second the objective function value is reduced. In real optimization problems, usually the objective function is not differentiable or its derivatives are unknown. In these cases it becomes essential to use optimization methods where the calculation of the derivatives or the verification of their existence is not necessary: direct search methods or derivative-free methods are examples of such techniques. In this work we present a new direct search method, based on simplex methods, for general constrained optimization that combines the features of simplex and filter methods. This method neither computes nor approximates derivatives, penalty constants or Lagrange multipliers.