Combining topic modelling and citation network analysis to study case law from the European Court of Human Rights on the right to respect for private and family life

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Abstract As legal case law databases such as HUDOC continue to grow rapidly, it has become essential for legal researchers to find efficient methods to handle such large-scale data sets. Such case law databases usually consist of the textual content of cases together with the citations between them. This paper focuses on case law from the European Court of Human Rights on Article 8 of the European Convention of Human Rights, the right to respect private and family life, home and correspondence. In this study, we demonstrate and compare the potential of topic modelling and citation network to find and organize case law on Article 8 based on their general themes and citation patterns, respectively. Additionally, we explore whether combining these two techniques leads to better results compared to the application of only one of the methods. We evaluate the effectiveness of the combined method on a unique manually collected and annotated dataset of Article 8 case law on evictions. The results of our experiments show that our combined (text and citation-based) approach provides the best results in finding and grouping case law, providing scholars with an effective way to extract and analyse relevant cases on a specific issue.

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Guaranteed by the Constitution of Ukraine and Article 8 of the Convention for the Protection of Human Rights and Fundamental Freedoms of 1950, the right to respect for private and family life for those sentenced to life imprisonment, in terms of its implementation and scope, differs from this right for free individuals. But it is undeniable that those sentenced to life imprisonment are not deprived of this right in full. This is consistently emphasized in its practice by the European Court of Human Rights. In addition to private and family life being a natural need of every individual, its realization, particularly in forms such as maintaining and supporting connections with the outside world, is a means of re-socialization for individuals undergoing punishment in the form of life imprisonment. The benchmark for the development of Ukrainian legislation and law enforcement practice is the practice of the European Court of Human Rights. Therefore, the legal positions of the European Court of Human Rights regarding the right to respect for private and family life for those sentenced to life imprisonment should be studied and generalized. The precondition for the further development of any scientific direction is the comprehension of what has already been done by previous researchers. The conducted research has shown that Ukrainian scientific literature has addressed the legal positions of the European Court of Human Rights regarding various aspects of the right to respect for the private and family life of prisoners, broadly understood (including those in custody, sentenced to a certain term of imprisonment, and those sentenced to life imprisonment): 1) the conclusion that the restriction of the right to respect for private and family life for persons deprived of liberty, provided it is lawful, is not incompatible with the Convention; 2) the conditions/criteria for the legality of such restriction, implemented by national authorities; 3) the systematic identification of the main types of violations of the right to respect for family life recorded in the decisions of the European Court of Human Rights regarding convicted persons and persons in custody; 4) special protection of correspondence between an inmate and their lawyer; 5) differentiation of the spheres of application of Article 8 with other articles of the Convention, primarily Article 3; 6) determination of the main trend in the practice of the European Court of Human Rights «in the penitentiary sphere and in the criminal justice system as a whole,» which consists of constantly raising the standards of human rights by the Court; 7) ignoring the need for an individual approach in applying restrictions on the rights of persons deprived of liberty. The analysis of the existing body of scientific literature shows that existing studies are mainly based on the analysis of the European Court of Human Rights practice regarding foreign states and, with one exception, do not distinguish the legal status of those sentenced to life imprisonment among other deprived individuals. Since the publication of the analyzed monographs, 9–10 years have passed. During this time, the European Court of Human Rights has developed a significant body of practice regarding Ukraine, taking into account the Ukrainian context. Therefore, the analysis of the European Court of Human Rights decisions specifically regarding Ukraine should be a priority. Additionally, they should be analyzed in full. Such an analysis will allow, in conjunction with demonstrating the Convention’s standards regarding the right of those sentenced to life imprisonment to respect for their private and family life, to show the systematic and partial problems in this area identified by the European Court of Human Rights in its practice regarding Ukraine.

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Chapter Four. Protecting Individuals From Minorities And Vulnerable Groups In The European Court Of Human Rights: Litigation And Jurisprudence In France
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The history of Human rights in the French legal order started well before the creation of the European Convention of Human Rights(ECHR). This chapter is divided into three main parts. First, it offers background information on the status of the ECHR in the French legal order, the judicial control mechanisms aimed at protecting human rights and the binding force of the Strasbourg Court's case law. It then discusses key issues concerning minorities and vulnerable groups in France, which have given birth to an important body of case law in Strasbourg regarding the protection of foreigners, religious minorities, equality and non-discrimination, as well as the protection of 'non-majoritarian' views (part II). Subsequently, this paper focuses on litigation trends in the European Court of Human Rights in these different fields (part III) and gives an account of Strasbourg's jurisprudence. Keywords: ECHR; France; Human rights; Strasbourg

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