The subject of the research refers to the aspect of digital forensics and computer crime and the latter is one of the reasons for the evolution of crime in general. Based on the growing trend of technology development and the increase in the number of digital crimes, a special emphasis is given to the statistical aspect of computer crime as well as measures to reduce the impact of computer crime, including the ethical and legal aspects in the Republic of North (...) Macedonia (RNM). To conduct this research, statistical data on computer crime in RNM from 2011 to 2020 were used, based on historical data of analysis, as well as comparison, correlation, and the ANOVA-test. The highest number of crimes were registered in 2020 and a special feature is that a positive linear trend can be observed during the last decade. “Damage and unauthorized access to a computer system” took the first place in computer crimes according to the Criminal Procedure Law. (shrink)

An important element of Natural Language Processing is parts of speech tagging. With fine-grained word-class annotations, the word forms in a text can be enhanced and can also be used in downstream processes, such as dependency parsing. The improved search options that tagged data offers also greatly benefit linguists and lexicographers. Natural language processing research is becoming increasingly popular and important as unsupervised learning methods are developed. There are some aspects of the Albanian language that make the creation of a (...) part-of-speech tag set challenging. This research provides a discussion of those issues linguistic phenomena and presents a proposal for a part-of-speech tag set that can adequately represent them. The corpus contains more than 250,000 tokens, each annotated with a medium-sized tag set. The Albanian language’s syntagmatic aspects are adequately represented. Additionally, in this paper are morphologically and part-of-speech tagged corpora for the Albanian language, as well as lemmatize and neural morphological tagger trained on these corpora. Based on the held-out evaluation set, the model achieves 93.65% accuracy on part-of-speech tagging, The morphological tagging rate was 85.31 % and the lemmatization rate was 88.95%. Furthermore, the TF-IDF technique weighs terms and with the scores are highlighted words that have additional information for the Albanian corpus. (shrink)

Currently, the Internet has become a part of the everyday life of human beings. The way of communication between people has changed and social networks are dominating in the lives of everyone. One of the most used social networks is Facebook, but besides that it is used for communication and entertainment, Facebook can also be used for learning. Therefore, the main issue of this paper is the use of Facebook for educational approaches by students and teachers. Case studies are the (...) challenges of integration of Facebook in High Education in the municipality of Kumanovo in the Republic of North Macedonia in 2016. Special emphasis is devoted in usage of Facebook in schools as the main questions were whether students use Facebook to ask for help for assignments or any material, and do teachers use Facebook to post assignments and to communicate with students. To understand this, there are conducted two questionnaires, one to students and one to teachers and interviews with school principals, and finally responses of people who participated have been analyzed. The result is that by joining Facebook in education, students are more motivated to learn, Facebook helps students to learn by sharing knowledge with each other and by using Facebook at school, teachers will find it easier to inform students. (shrink)