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Anomaly Detection on Univariate Sensing Time Series Data for Smart Aquaculture Using Deep Learning 基于深度学习的智能水产养殖单变量感知时间序列数据异常检测
SEEU Review Pub Date : 2023-06-01 DOI: 10.2478/seeur-2023-0030
Aleksandar Petkovski, Visar Shehu
{"title":"Anomaly Detection on Univariate Sensing Time Series Data for Smart Aquaculture Using Deep Learning","authors":"Aleksandar Petkovski, Visar Shehu","doi":"10.2478/seeur-2023-0030","DOIUrl":"https://doi.org/10.2478/seeur-2023-0030","url":null,"abstract":"Abstract Aquaculture plays a significant role in both economic development and food production. Maintaining an ecological environment with good water quality is essential to ensure the production efficiency and quality of aquaculture. Effective management of water quality can prevent abnormal conditions and contribute significantly to food security. Detecting anomalies in the aquaculture environment is crucial to ensure that the environment is maintained correctly to meet healthy and proper requirements for fish farming. This article focuses on the use of deep learning techniques to detect anomalies in water quality data in the aquaculture environment. Four deep learning anomaly detection techniques, including Autoencoder, Variational Autoencoder, Long-Short Term Memory Autoencoder, and Spectral-Residual Convolutional Neural Network, were analysed using multiple real-world sensor datasets collected from IoT aquaculture systems. Extensive experiments were conducted for temperature, dissolved oxygen, and pH parameters, and the evaluation analysis revealed that the Long-Short Term Memory Autoencoder anomaly detection method showed promising results in detecting anomalies for the temperature and oxygen datasets, while the Spectral-Residual Convolutional Neural Network demonstrated the best performance on the pH datasets.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129402326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Domestic Violence Legislation Reforms in the Republic of North Macedonia 北马其顿共和国家庭暴力立法改革
SEEU Review Pub Date : 2023-06-01 DOI: 10.2478/seeur-2023-0029
Vedije Ratkoceri
{"title":"Domestic Violence Legislation Reforms in the Republic of North Macedonia","authors":"Vedije Ratkoceri","doi":"10.2478/seeur-2023-0029","DOIUrl":"https://doi.org/10.2478/seeur-2023-0029","url":null,"abstract":"Abstract The phenomenon of domestic violence is as old as humanity itself, but legal protection against violence both internationally and nationally begins to be provided very late. In the Republic of North Macedonia, until 2004, there was no legal protection of victims of domestic violence, nor was adequate sanctioning of perpetrators. Only since 2004, with the amendments and additions to the Criminal Code in the criminal sphere, and the Law on the Family in the civil sphere, the phenomenon of domestic violence began to receive due legal attention, with the application of provisions for the sanctioning of perpetrators and temporary measures protection for victims. The adoption of the Istanbul Convention (The Council of Europe Convention on Preventing and Combating Violence against Women and Domestic Violence) and its ratification in 2018 undoubtedly contributed to the Republic of North Macedonia undertaking a series of reforms in the field of domestic violence. So initially, in 2021, the new Law on domestic violence was adopted in harmony with the principles of the Istanbul Convention, whereas in 2023 the Law on the amendment of the Criminal Code was adopted. This law focused on changes in criminal offenses related to domestic violence and gender-based violation, as well as the incorporation of new criminal offenses in this regard. These legislative reforms, especially the amendments approved in February 2023 which are of particular importance in the prevention and fight against domestic violence and violence against women in the Republic of North Macedonia are the focus of this research. Here we have analyzed and commented the approved changes to the Criminal Code of RNM.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134417185","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Teachers’ Beliefs About Multilingualism at Universities in North Macedonia 北马其顿大学教师对使用多种语言的看法
SEEU Review Pub Date : 2023-06-01 DOI: 10.2478/seeur-2023-0018
Brikena Xhaferi, Uskana Smajlaj, Jeta Hamzai
{"title":"Teachers’ Beliefs About Multilingualism at Universities in North Macedonia","authors":"Brikena Xhaferi, Uskana Smajlaj, Jeta Hamzai","doi":"10.2478/seeur-2023-0018","DOIUrl":"https://doi.org/10.2478/seeur-2023-0018","url":null,"abstract":"Abstract The purpose of this study was to explore teachers’ beliefs about multilingualism at universities in North Macedonia. Multilingualism as a concept is related to an individual’s ability to speak three or more languages. Given the educational and cultural globalization, multilingualism is crucial in many countries in the world. North Macedonia is an excellent example of multilingualism where different cultures live together and learn the languages of each other. At Universities across the country, teachers face different challenges while teaching multilingual classes. Linguistic competence in many local languages allows students to learn foreign languages easily and thus raises students’ global awareness and deepens knowledge about their future teaching career. The study analysed data collected from thirty EFL teachers from four different universities, Southeast European University, University of Tetova, Mother Teresa University and International Balkan University in North Macedonia. The research instrument used was the teacher survey which contained five domains: Teachers’ perspective on multilingualism; Students’ language learning knowledge; Language teacher collaboration; Learning materials, and other topics related to L2 learning and teaching. The study results revealed that teachers view multilingualism as a positive asset for the students, and they expressed that they have developed an approach which helps multilinguals to achieve their learning goals. One area which needs improvement is teacher collaboration, as they tend to collaborate regarding materials and textbooks, however, not willing to share their experience on teaching methods/strategies and challenges faced.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"101 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131428088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Survey on Authorship Analysis Tasks and Techniques 作者身份分析任务与技术综述
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0100
Arta Misini, A. Kadriu, Ercan Canhasi
{"title":"A Survey on Authorship Analysis Tasks and Techniques","authors":"Arta Misini, A. Kadriu, Ercan Canhasi","doi":"10.2478/seeur-2022-0100","DOIUrl":"https://doi.org/10.2478/seeur-2022-0100","url":null,"abstract":"Abstract Authorship Analysis (AA) is a natural language processing field that examines the previous works of writers to identify the author of a text based on its features. Studies in authorship analysis include authorship identification, authorship profiling, and authorship verification. Due to its relevance, to many applications in this field attention has been paid. It is widely used in the attribution of historical literature. Other applications include legal linguistics, criminal law, forensic investigations, and computer forensics. This paper aims to provide an overview of the work done and the techniques applied in the authorship analysis domain. The examination of recent developments in this field is the principal focus. Many different criteria can be used to define a writer’s style. This paper investigates stylometric features in different author-related tasks, including lexical, syntactic, semantic, structural, and content-specific ones. A lot of classification methods have been applied to authorship analysis tasks. We examine many research studies that use different machine learning and deep learning techniques. As a means of pointing the direction for future studies, we present the most relevant methods recently proposed. The reviewed studies include documents of different types and different languages. In summary, due to the fact that each natural language has its own set of features, there is no standard technique generically applicable for solving the AA problem.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129470839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Scholar Perspectives on Inclusive Education and Teacher’s Role in Inclusive Classes with Specific Focus on Children with Disabilities 学者视角下的全纳教育与教师在全纳课堂中的角色——以残疾儿童为重点
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0098
Vjollca Belegu-Caka
{"title":"Scholar Perspectives on Inclusive Education and Teacher’s Role in Inclusive Classes with Specific Focus on Children with Disabilities","authors":"Vjollca Belegu-Caka","doi":"10.2478/seeur-2022-0098","DOIUrl":"https://doi.org/10.2478/seeur-2022-0098","url":null,"abstract":"Abstract This paper provides various perspectives of scholars on inclusive education throughout its history and the role of an inclusive teacher in inclusive education schools with specific focus on children with disabilities that attend regular classes with their non-disabled peers. The paper is based on the literature review of various research papers and studies that were published by prominent and specialized scholars, institutions and relevant organizations in the field of inclusive education, with a focus on disabled children and their rights to have equal chances for education in regular schools with their peers. The paper further reflects teachers experience and perception on the inclusive education process and the challenges they face in this regard. Finally, the paper provides various views on what is expected by an inclusive teacher and what type of support and assistance they need to get from other educators and teachers specialized in education of children with disabilities in order to meet children’s needs in the context. The paper also describes the importance of inclusive teacher’s collaboration with the school management, children’s parents and caregivers and other relevant specialists in order to understand the specific background of child’s type of disability with the aim of adapting his teaching methodology, tools and materials as per child’s specific needs for an individualized education planning if needed.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126401363","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Discourse Analysis of Strategies Pursued by the Party of Labor of Albania to Eliminate its Enemies in the Early Years of Communism in Albania 阿尔巴尼亚共产主义初期阿尔巴尼亚劳动党消灭敌人策略的话语分析
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0015
Alban Reli, Anjeza Xhaferaj
{"title":"A Discourse Analysis of Strategies Pursued by the Party of Labor of Albania to Eliminate its Enemies in the Early Years of Communism in Albania","authors":"Alban Reli, Anjeza Xhaferaj","doi":"10.2478/seeur-2022-0015","DOIUrl":"https://doi.org/10.2478/seeur-2022-0015","url":null,"abstract":"Abstract The aim of the paper is to explore the discourse strategies of the Party of Labor of Albania to eliminate its enemies in the early years of establishing communism in the country. The contention is that PLA and its leaders made possible the elimination of thousands of people by normalizing the process. The enemies of the party were declared enemies of the people and as such, they had to disappear in one way or another, so that the integrity of the body politics could be preserved. The class enemy was considered a parasite that should be eliminated in the name of social prophylaxis. By using discourse analyses the paper will investigate the discursive strategies followed by the communist party and its leader when addressing the class enemy. Speeches of Enver Hoxha in Party Congresses, Plenums, and gatherings with people will be analyzed. Only by normalizing the process of elimination of everyone who was depicted as an enemy, did the communist party make possible the elimination of thousands of people. Normalization is understood as the standardization of the procedure so that everyone knew in advance what would happen if someone had to be declared an enemy of the people. The paper will analyze the vocabulary used to portray the class enemy and his/her destiny in specific cases. The study has analyzed the speeches given to justify the elimination of Patër Anton Harapi, Lef Nosi, Maliq Bej Bushat, dom Lazër Shantoja, dom Ndre Zadeja, and the sabotage group of the Maliqi swamp. The analysis covers the period immediately after the end of the IIWW when communists seized the power.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"81 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115205552","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Comparative Corpus-Based Study on the Political Discourse of the U.S. Presidents: Obama and Trump 基于语料库的美国总统奥巴马与特朗普政治话语比较研究
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0067
Enes Ismeti, Arta Toçi
{"title":"A Comparative Corpus-Based Study on the Political Discourse of the U.S. Presidents: Obama and Trump","authors":"Enes Ismeti, Arta Toçi","doi":"10.2478/seeur-2022-0067","DOIUrl":"https://doi.org/10.2478/seeur-2022-0067","url":null,"abstract":"Abstract The aim of this research is to analyze the political discourse and the language they used in public addresses provided by two former presidents of the United States, specifically, President Barak Obama and President Donald Trump. This research reflects on the material that has been collected for several months which aimed to contribute on the analysis of the corpus, distinctions and similarities, as well as their attitudes towards the public opinion. The objectives of this study are mainly empirical and theoretical. Considering the empirical objectives, this study seeks to explore, identify and categorize the most used words in a political speech according to the categories, form, function and meaning, whereas, the theoretical objectives of this study are to provide a description of the language that is used in major events from well-known politicians when aiming to capture people’s attention. Their rhetorical habits were examined, in every delivery of Mr. Obama’s political speech; his speeches were carefully and well-articulated throughout his 8 year political service in the oval office, portraying him as a kind person. On the other hand, Mr. Trump’s, as a non-politician, more as a businessman, political speeches throughout his campaign and 4 years in the office were very often seen as aggressive, unforeseen, and nonetheless straight to the point. This study covers the linguistic level analysis as well as semantic and pragmatic levels. Initially, the selected corpora were analyzed using the Ant Conc software regarding frequency of usage and then move into detailed analysis.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128446450","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of Students’ Leadership Potential and Skills in Foreign Language Learning 在外语学习中培养学生的领导潜能和领导技能
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0087
Neda Radosavlevikj
{"title":"Development of Students’ Leadership Potential and Skills in Foreign Language Learning","authors":"Neda Radosavlevikj","doi":"10.2478/seeur-2022-0087","DOIUrl":"https://doi.org/10.2478/seeur-2022-0087","url":null,"abstract":"Abstract This paper examines the way students developed their leadership potential by delivering an oral presentation and a project in an ‘English for Social Sciences’ course. By using a communicative approach, students were motivated to develop their leadership skills, which stimulated their learning and understanding at deeper levels. The survey was conducted with 14 students at undergraduate level, in their second year ESP Social Sciences 1 course; the students attend the Public Administration, International Communications, and Political Sciences departments of South East European University. The results showed that students attending this course showed the potential of developing leadership skills, and expressed positive attitudes and proficiency when delivering an oral presentation and project according to their preference in their field of study. Students were challenged and motivated to develop leadership skills, such as integrity and strength of character, that will prepare them for becoming potential leaders.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131765033","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Distinguishing Murder from Suicide: Prevalence and General Investigative Features 区分谋杀与自杀:流行程度和一般调查特征
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0084
Alban Kryezi, Avdi Kryezi
{"title":"Distinguishing Murder from Suicide: Prevalence and General Investigative Features","authors":"Alban Kryezi, Avdi Kryezi","doi":"10.2478/seeur-2022-0084","DOIUrl":"https://doi.org/10.2478/seeur-2022-0084","url":null,"abstract":"Abstract The right to life includes the absolute freedom of the individual to live without being endangered or threatened, in conditions of freedom and promotion of interpersonal values. The purpose of the paper is to provide a general overview of the right to life, including the consequences of denying this right, as well as the main forms or distinguishing investigative characteristics in determining whether it is a case of murder or suicide. To provide the required data, a statistical method was used, through which the frequency of murder and suicide during the years 2019-2022 was presented. The comparative method was used to compare the findings on the change in number in relation to the prevalence of murders and suicides. The interview method was used to collect data on the prevalence of murders and suicides at the local level, as well as to determine the distinctive investigative features of these cases. The results of the research indicate that murder, aggravated murder and suicide have been decreased during the period 2019-2022, respectively the first six months of 2022. The results also indicate that investigators may face some difficulties such as the lack of cooperation of witnesses, the unintentional and intentional destruction of evidence, the movement of the victim’s body by changing its position, or even in some cases the lack of professionalism of the investigator. Based on the results, the investigators can distinguish whether it is a case of murder or suicide based on the position of the victim, the type of caused wound, bodily secretions, the past of the victim and the presence of a weapon at the scene. Investigators do not often face doubts as to whether the case is murder or suicide due to sufficient evidence. The research indicates that in some cases the investigators can also face those situations when the murder is staged with manipulative methods to look like suicide.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134638135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Forced Migrations and the International Law 强迫移徙与国际法
SEEU Review Pub Date : 2022-12-01 DOI: 10.2478/seeur-2022-0028
Ridvan Emini, M. Tahiri
{"title":"Forced Migrations and the International Law","authors":"Ridvan Emini, M. Tahiri","doi":"10.2478/seeur-2022-0028","DOIUrl":"https://doi.org/10.2478/seeur-2022-0028","url":null,"abstract":"Abstract Forced population migration is not a modern phenomenon. It is often an integral part of totalitarian policies and has been used repeatedly to ensure the survival of political regimes or achieve specific political ambitions. Violent migration is present practically throughout history when considering the time scope and everywhere, practically in all continents of the world, with a specter of variations depending on the context imposed by the political circumstances, we can encounter it under different names. These variations have also reflections in the terminology used, among others, they are also indicators that speak of the different methods applied in order to achieve particular policies. Individuals, families, or even whole peoples are forced to migrate violently, abandon their homes and leave behind them all their lives, including the material goods created up to that moment. Seen from a normal retrospective, forced migration represents the culmination of a regime’s goals to dominate the territory without hindrance from any possible resistance. This fact has brought so many tragedies to humanity, and even worse, it has often ended with “legitimization” by international treaties or has even been the product of inter-state agreements. Forced population migration has clearly brought to the surface the evil purpose and has revealed territorial ambitions.","PeriodicalId":332987,"journal":{"name":"SEEU Review","volume":"25 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123500948","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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