A Software System for Disinformation Detection based on Natural Language Processing in Big Data Streams
Вантажиться...
Дата
2024
Автори
Федорко, Андрій Петрович
Науковий керівник
Назва журналу
Номер ISSN
Назва тому
Видавець
КПІ ім. Ігоря Сікорського
Анотація
This bachelor's degree project delves into the innovative realm of Natural
Language Processing (NLP) and Big Data, focusing on the development of a
sophisticated software system designed to detect disinformation within large data
streams. The thesis presents a comprehensive exploration of the underlying algorithms
and technologies that constitute the backbone of the system, emphasizing the
significance of NLP in the context of Big Data analysis. A key feature of the thesis is
the practical application of the developed system, which demonstrates its ability to
identify global minima of multidimensional functions, showcasing the versatility and
complexity of the software product. The system's efficacy is further validated through
extensive research on the efficiency of the algorithms based on adjustable parameters,
leading to a modification of one of the algorithms to enhance its performance.
Опис
Ключові слова
countering disinformation, information integrity protection, multimodal natural language processing, psychological inoculation, pre-bunking strategies, debunk, big data, data stream analysis, automated objectivity assessment, cognitive resistance building, information neutralizing software, misinformation mitigation, linguistic framing analysis, emotional bias neutralization, digital literacy enhancement, proactive information defense, objective rephrasing, freedom of thought, deceptive argumentation detection, sentiment analysis optimization, bias narrative identification, evidence-based communication, дезінформація, мультимодальна обробка природної мови, великі потоки даних, ідентифікація, омана, обман, пропаганда, психологія
Бібліографічний опис
Федорко, А. П. Software System for Disinformation Detection based on Natural Language Processing in Big Data Streams : дипломний проєкт ... бакалавра : 123 Компʼютерна інженерія / Федорко Андрій Петрович. – Київ, 2024. – 82 с.