Abordagem de construção de arquitetura homogênea para comitês via meta-aprendizagem

In the world we are constantly performing everyday actions. Two of these actions are frequent and of great importance: classify (sort by classes) and take decision. When we encounter problems with a relatively high degree of complexity, we tend to seek other opinions, usually from people who have some knowledge or even to the extent possible, are experts in the problem domain in question in order to help us in the decision-making process. Both the classification process as the process of decision making, we are guided by consideration of the characteristics involved in the specific problem. The characterization of a set of objects is part of the decision making process in general. In Machine Learning this classification happens through a learning algorithm and the characterization is applied to databases. The classification algorithms can be employed individually or by machine committees. The choice of the best methods to be used in the construction of a committee is a very arduous task. In this work, it will be investigated meta-learning techniques in selecting the best configuration parameters of homogeneous committees for applications in various classification problems. These parameters are: the base classifier, the architecture and the size of this architecture. We investigated nine types of inductors candidates for based classifier, two methods of generation of architecture and nine medium-sized groups for architecture. Dimensionality reduction techniques have been applied to metabases looking for improvement. Five classifiers methods are investigated as meta-learners in the process of choosing the best parameters of a homogeneous committee.

Novas formas de governança pública: um estudo do arranjo articulado para Implementação da política pública nacional de aprendizagem profissional

The configuration assumed by the institutional governance arrangement established in the cities of Fortaleza and Natal, and its influence on the implementation of the National Public Policy of Professional Learning that promotes the formation and integration into the labor market of teens and young people aged 14 to 24 years old and people with disabilities is the aim of this thesis. The interactive governance approach, proposed by Kooiman (2003.2008) was the mainstay of the epistemological construction of the investigative process, also supported by contributions from Draibe (2001) concerning the stages of implementation of public policies. In methodological terms, the approach used was qualitative, being performed descriptive bibliographical and documentary research, applying semi-structured interviews with 44 subjects. Data were based on Bardin (2011), having been pre-established two categories of analysis: governance and implementation. The results pointed, among other things, to greater diversity and dynamics of the arrangement in Fortaleza, highlighting the much larger number of accessions of Nonprofit Entities (ESFLs) to politics, more frequent interactions between stakeholders from different organizational levels of governance, better alignment between guiding governance images and spaces designed to encourage interactions among actors and also greater local government involvement. In both cities studied, on the other hand, the study indicated that the failure of institutional capacities adversely affect the interactions stimulation and the exercise of meta-governance. The thesis concluded that the shape and intensity of the interactions between the actors involved in the implementation of the National Public Policy of Professional Learning and the way images are shared results in greater understanding and dissemination of the policy and create a favorable environment for cooperation and dialogue needed to collective work and favors the modeling of a governance structure able to handle the demands and characteristics of organizations and their participants in order to accommodate the divergent interests, make room for the creation of innovations and convergence of actions to achieve the objectives of the policy. Thus, the results of the Professional Learning Policy in the cities of Natal and Fortaleza, in terms of levels of entering the labor market, can be understood from the differences found in the governance structure of the institutional arrangement used for its implementation.