New Insights on Nontechnical Losses Characterization Through Evolutionary-Based Feature Selection

Although nontechnical losses automatic identification has been massively studied, the problem of selecting the most representative features in order to boost the identification accuracy and to characterize possible illegal consumers has not attracted much attention in this context. In this paper, we focus on this problem by reviewing three evolutionary-based techniques for feature selection, and we also introduce one of them in this context. The results demonstrated that selecting the most representative features can improve a lot of the classification accuracy of possible frauds in datasets composed by industrial and commercial profiles.

Minimally invasive esthetic therapy: a case report describing the advantages of a multidisciplinary approach

The decision-making process for the treatment of esthetic areas is based on the achievement of a healthy, harmonious, and pleasant smile. These conditions are directly associated with a solid knowledge of tooth anatomy and proportions, as well as the smile line, soft tissue morphology, and osseous architecture. To achieve these objectives, a multidisciplinary approach may be necessary to create long-term harmony between the final restoration and the adjacent teeth, and the health of the surrounding soft and hard tissues. This case report describes the application of a minimally invasive therapy on a 33-year-old woman seeking esthetic treatment. Minimally invasive periodontal plastic surgery associated with porcelain laminate veneers yielded satisfactory esthetics and minimal trauma to dental and periodontal tissues. Such a combined approach may be considered a viable option for the improvement of "white" and "red" esthetics.

Pluralidade das ordens jurídicas: uma nova perspectiva na relação entre o Direito Internacional e o Direito Constitucional

O presente artigo visa analisar o novo fenômeno da pluralidade das ordens jurídicas, enfocando os aspectos de convergência e divergência entre o Direito Internacional e o Direito Nacional. Por fim, o artigo defende a possibilidade de harmonia entre as ordens jurídicas plurais, com base uma nova perspectiva na relação entre o Direito Internacional e o Direito Interno.