Intelligent Citizenship Identity Through Family Pedigree Using Graph-Signature Based Random-Forest Model

There has been a global upsurge of interest in the topic of citizenship identity over the past decades, specifically in the world dominated by profound insecurity, inequalities, proliferation of identities, and rise of identity politics,engendered by capitalism. However finding effective solution to these problems has been rendered difficult. To alleviate these problems, this paper presents an analytical Machine learning model that suitably combined the graph signature with random forest techniques. This study presents the design and realization of a novel Intelligent Citizenship Identity through family pedigree using Graph Signature based random forest (GSB-RF) model. The study also showcases the development of a novel graph signature technique referred to as Canonical Code Signature(CCS) method. The CCS method is used at the pre-processing stage of the identification process to build signature for any given tuple. Performance comparisim between the present system and the baseline techniques which includes: the K-Nearest Neighbour and the traditional Random Forest shows that the present system outperformed the baseline method studied. The proposed system shows capability to perform continuous re-identification of Citizens based on their family pedigree with ability to select best sample with low computational complexity, high identification accuracy and speed. Our experimental result shows that the precision rate and identification quality of our system in most cases are equal to or greater than 70%. Therefore, the proposed Citizenship Identification machine is capable of providing usable, consistent, efficient, faster and accurate identification, to the users, security agents, government agents and institutions on-line, real-time and at any-time.Keywords- Canonical code,Citizenship Identity, Family pedigree,Graph-Signature,Machine learning, Random-forest

O debate teológico sobre as conferências episcopais após a promulgação do Código de Direito Canônico de 1983

O A. apresenta o debate teológico sobre as Conferências Episcopais no tempo compreendido entre a promulgação do atual Código de Direito Canônico (1983) e nossos dias. Opta por uma apresentação diacrônica do debate, buscando destacar os momentos mais significativos do mesmo ao longo destes anos. Procura, para maior clareza, destacar entre as diversas questões presentes neste debate teológico três principais: a) a fundamentação teológica das Conferências Episcopais; b) a possibilidade de estas exercerem um múnus magisterial: c) a pertinência de aplicar-se à Igreja o princípio de subsidiariedade.Abstract: The Author presents the theological debate on the Episcopal Conferences in the time contained within the pontulgation of the present Canonical Code of Law (1983) and our days. Here opts for a diacronical presentation of the debate, trying to bring out the most significant moments of it as these years have gone for greater clarity, he tries to pay greater attention to three principal ones among the many questions present in this theological debate: a) the theological foundation of the Episcopal Conferences; b) the possibility that these exercise a teaching office; c) the pertinence of applying the principal of being subsidiary to the Church.