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  1. No Access

    Chapter and Conference Paper

    Understanding Worldwide Natural Gas Trade Flow for 2017 to 2022: A Network-Based Approach

    Natural gas is a critical commodity in the global economy, and its trade dynamics and price movements are of significant interest, particularly during times of major economic disruptions. In this research, we ...

    Jovana Marojevikj, Ana Todorovska in ICT Innovations 2023. Learning: Humans, Th… (2024)

  2. No Access

    Chapter and Conference Paper

    Interdependencies Between Cryptocurrency Markets, Precious Metals and Energy Resources

    In a rapidly changing world where no market or economy is secure, interconnectivity is becoming a key feature of almost all social and economic systems. As a brand-new digital asset, cryptocurrencies are quick...

    Ivan Rusevski, Ana Todorovska in Computer Science and Education in Computer… (2023)

  3. No Access

    Chapter and Conference Paper

    Exploring ASR Models in Low-Resource Languages: Use-Case the Macedonian Language

    We explore the use of Wav2Vec 2.0, NeMo, and ESPNet models trained on a dataset in Macedonian language for the development of Automatic Speech Recognition (ASR) models for low-resource languages. The study aim...

    Konstantin Bogdanoski, Kostadin Mishev in Deep Learning Theory and Applications (2023)

  4. No Access

    Chapter and Conference Paper

    MACEDONIZER - The Macedonian Transformer Language Model

    Contextualized language models are becoming omnipresent in the field of Natural Language Processing (NLP). Their learning representation capabilities show dominant results in almost all downstream NLP tasks. T...

    Jovana Dobreva, Tashko Pavlov in ICT Innovations 2022. Resha** the Future… (2022)

  5. No Access

    Chapter and Conference Paper

    Using Centrality Measures to Extract Knowledge from Cryptocurrencies’ Interdependencies Networks

    Is the rising price of Bitcoin affected by Ethereum’s fall? Are cryptocurrencies interconnected and are shifts in prices a consequence of said influence, or maybe social media plays a more significant role? To...

    Hristijan Peshov, Ana Todorovska in ICT Innovations 2022. Resha** the Future… (2022)

  6. No Access

    Chapter and Conference Paper

    Challenges and Opportunities in ESG Investments

    Environmental, Social, and Governance (ESG) criteria gain increasing attention by governments and corporations to assess how advanced countries and companies are with sustainability. The adoption of the ESG in...

    Irena Vodenska, Risto Trajanov in Computer Science and Education in Computer… (2022)

  7. No Access

    Chapter and Conference Paper

    DD-RDL: Drug-Disease Relation Discovery and Labeling

    Drug repurposing, which is concerned with the study of the effectiveness of existing drugs on new diseases, has been growing in importance in the last few years. One of the core methodologies for drug repurpos...

    Jovana Dobreva, Milos Jovanovik in ICT Innovations 2021. Digital Transformati… (2022)

  8. No Access

    Chapter and Conference Paper

    Temporal Authorization Graphs: Pros, Cons and Limits

    As more private data is entering the web, defining authorization about its access is crucial for privacy protection. This paper proposes a policy language that leverages SPARQL expressiveness and popularity fo...

    Riste Stojanov, Ognen Popovski in Smart Objects and Technologies for Social … (2021)

  9. No Access

    Chapter and Conference Paper

    Case Study: Predicting Students Objectivity in Self-evaluation Responses Using Bert Single-Label and Multi-Label Fine-Tuned Deep-Learning Models

    Students’ feedback data regarding teachers, courses, teaching tools, and methods represent valuable information for the education system. The obtained data can contribute in enhancing and improving the educati...

    Vlatko Nikolovski, Dimitar Kitanovski in ICT Innovations 2020. Machine Learning and… (2020)

  10. No Access

    Chapter and Conference Paper

    Improving NER Performance by Applying Text Summarization on Pharmaceutical Articles

    Analyzing long text articles in the pharmaceutical domain, for the purpose of knowledge extraction and recognizing entities of interest, is a tedious task. In our previous research efforts, we were able to dev...

    Jovana Dobreva, Nasi Jofche, Milos Jovanovik in ICT Innovations 2020. Machine Learning and… (2020)

  11. No Access

    Chapter and Conference Paper

    FoodViz: Visualization of Food Entities Linked Across Different Standards

    Many research questions from different domains involve combining different data sets in order to explore a research hypothesis. One of the main problems that arises here is that different data sets are structu...

    Riste Stojanov, Gorjan Popovski, Nasi Jofce in Machine Learning, Optimization, and Data S… (2020)

  12. No Access

    Chapter and Conference Paper

    Performance Evaluation of Word and Sentence Embeddings for Finance Headlines Sentiment Analysis

    Nowadays, tremendous number of financial online articles are published every day. Numerous natural language processing (NLP) algorithms and methodologies have arose, not only for correct, but also for fast fi...

    Kostadin Mishev, Ana Gjorgjevikj in ICT Innovations 2019. Big Data Processing … (2019)

  13. No Access

    Chapter and Conference Paper

    Enhancing Text-Based Relatedness Measures with Semantic Web Data

    Entity relatedness measures quantify the amount of association between two entities, such as people, places or events, and are fundamental part of many Natural Language Processing and Information Retrieval app...

    Ana Gjorgjevikj, Riste Stojanov, Dimitar Trajanov in ICT Innovations 2016 (2018)

  14. Article

    Open Access

    Consolidating drug data on a global scale using Linked Data

    Drug product data is available on the Web in a distributed fashion. The reasons lie within the regulatory domains, which exist on a national level. As a consequence, the drug data available on the Web are inde...

    Milos Jovanovik, Dimitar Trajanov in Journal of Biomedical Semantics (2017)

  15. No Access

    Book and Conference Proceedings

    ICT Innovations 2017

    Data-Driven Innovation. 9th International Conference, ICT Innovations 2017, Skopje, Macedonia, September 18-23, 2017, Proceedings

    Dimitar Trajanov, Verica Bakeva in Communications in Computer and Information Science (2017)

  16. No Access

    Chapter and Conference Paper

    Courses Content Classification Based on Wikipedia and CIP Taxonomy

    The amount of online courses and educational content available on the Internet is growing rapidly, leaving students with large and diverse number of choices for their areas of interest. The educational content...

    Atanas Dimitrovski, Ana Gjorgjevikj, Dimitar Trajanov in ICT Innovations 2017 (2017)

  17. Article

    Open Access

    Inferring Cuisine - Drug Interactions Using the Linked Data Approach

    Food - drug interactions are well studied, however much less is known about cuisine - drug interactions. Non-native cuisines are becoming increasingly more popular as they are available in (almost) all regions...

    Milos Jovanovik, Aleksandra Bogojeska, Dimitar Trajanov in Scientific Reports (2015)

  18. No Access

    Chapter and Conference Paper

    Linked Open Data for Medical Institutions and Drug Availability Lists in Macedonia

    One of the most active fields of research in the past decade has been data representation, storage and retrieval. With the vast amount of data available on the Web, this field has initiated the development of ...

    Milos Jovanovik, Bojan Najdenov in New Trends in Database and Information Sys… (2015)

  19. No Access

    Chapter and Conference Paper

    Open Financial Data from the Macedonian Stock Exchange

    The concept of Open Data, which represents the idea that public data should be published in a machine-readable format, starts to take a significant role in modern society. Public data from various fields are b...

    Bojan Najdenov, Hristijan Pejchinoski, Kristina Cieva in ICT Innovations 2014 (2015)

  20. No Access

    Chapter and Conference Paper

    Live Objects - Collaborative Window in the Corporate Documents

    In this paper, a document collaboration platform for enterprise environments is presented. It incorporates the collaboration, security, auditing and reuse features into the document editor, as a tool that has ...

    Riste Stojanov, Marjan Georgiev in New Trends in Database and Information Sys… (2015)

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