Marina Bagić Babac

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Očisti sve

izv. prof. dr. sc. Marina Bagić Babac

Izvanredni profesor, Zavod za primijenjeno računarstvo

Lokacija:

D-374-1

Telefon:

6129-864

Telefon kućni:

364

E-mail:

E-mail

Izabrane publikacije
Životopis
Nastava
Područja istraživanja
Izabrani projekti

Selected scientific publications:

Romić, Davor; Reljić, Marko; Romić, Marija; Bagić Babac, Marina et al. (2023), Temporal variations of chemical proprieties of waterbodies within coastal polders: Forecast modeling for optimizing water management decisions // Agriculture, Vol. 13, 1162, https://doi.org/10.3390/agriculture13061162
Bagić Babac, Marina (2023), Emotion analysis of user reactions to online news // Information Discovery and Delivery, Vol. 51 No. 2, pp. 179-193. https://www.emerald.com/insight/content/doi/10.1108/IDD-04-2022-0027/full/html
Bagić Babac, Marina (2024), Emotional showdown on social media: analyzing user reactions to the 2016 US presidential campaign // Global Knowledge, Memory and Communication https://doi.org/10.1108/GKMC-02-2023-0060
Šandor, Daniel; Bagić Babac, Marina (2023), Sarcasm detection in online comments using machine learning // Information Discovery and Delivery, https://www.emerald.com/insight/content/doi/10.1108/IDD-01-2023-0002/full/html
Puh, Karlo; Bagić Babac, Marina (2023), Predicting stock market using natural language processing // American Journal of Business, https://www.emerald.com/insight/content/doi/10.1108/AJB-08-2022-0124/full/html, Vol. 38 No. 2, pp. 41-61.
Puh, Karlo; Bagić Babac, Marina (2023), Predicting sentiment and rating of tourist reviews using machine learning // Journal of Hospitality and Tourism Insights, Vol. 6 No. 3, pp. 1188-1204. https://doi.org/10.1108/JHTI-02-2022-0078
Bagić Babac, Marina; Podobnik, Vedran (2023), World-class sporting events as arenas of emotional eruptions on social media, // Soccer & Society, https://www.tandfonline.com/doi/full/10.1080/14660970.2023.2229743
Ivezić, Dora; Bagić Babac, Marina (2023), Trends and Challenges of Text-to-Image Generation: Sustainability Perspective // Croatian Regional Development Journal, Vol. 3, No. 1, https://hrcak.srce.hr/file/448285
Šimić, Andrej; Bagić Babac, Marina (2023), Artificial Intelligence in Classifying and Creating Art: a Survey // International Journal of Student Project Reporting (to appear)
Borotić, Gordana; Granoša, Lara; Kovačević, Jurica; Bagić Babac, Marina (2023), Effective Spam Detection with Machine Learning // Croatian Regional Development Journal, Vol. 3, No. 2, https://doi.org/10.2478/crdj-2023-0007
Lipovac Ivona; Bagić Babac, Marina (2024), Developing a Data Pipeline Solution for Big Data Processing // International Journal of Data Mining, Modelling and Management, Vol. 16, No.1, https://doi.org/10.1504/IJDMMM.2024.136221
Marijić, Antonijo and Bagić Babac, Marina (2023), Predicting song genre with deep learning // Global Knowledge, Memory and Communication, https://doi.org/10.1108/GKMC-08-2022-0187
Brzić, Barbara; Botički, Ivica; Bagić Babac, Marina (2023), Detecting Deception Using Natural Language Processing and Machine Learning in Datasets on COVID-19 and Climate Change // Algorithms, Vol. 16, No. 221. https://doi.org/10.3390/a16050221
Čemeljić, Hrvoje, Bagić Babac, Marina (2023), Preventing Security Incidents on Social Networks: An Analysis of Harmful Content Dissemination Through Applications // Police and Security, Vol. 32, No. 3, pp. 239 ‒ 270. https://doi.org/10.59245/ps.32.3.1
Bezić, Dominik; Bagić Babac, Marina (2023), Regression Analysis of the Most Frequent Medical Diagnoses in a Mediterranean Country // Computational Intelligence for Medical Internet of Things (MIoT) Applications, Elsevier, pp. 143-173, doi:10.1016/B978-0-323-99421-7.00002-7
Čuljak, Leonardo; Bagić Babac, Marina (2023), Sentiment Analysis of How Differently Male and Female Streamers Chat on Twitch.tv // South Eastern European journal of communication, Vol. 5, No. 1, pp. 29-39.
Šandor, Daniel; Bagić Babac, Marina (2023), Designing Scalable Event-Driven Systems with Message-Oriented Architecture // Distributed Intelligent Circuits and Systems, World Scienitfic (to appear)
Domitran, Sandro; Bagić Babac, Marina (2023), Design, Manufacturing and Testing of a Tailsitter UAV Capable of Hovering // International Journal of Sustainable Aviation, Vol. 9, No. 3, pp. 240-261. https://doi.org/10.1504/IJSA.2023.132116
Poch Alonso, Roger; Bagić Babac, Marina (2022), Machine learning approach to predicting a basketball game outcome // International Journal of Data Science, Vol. 7, No. 1, pp. 60-77.
Musso, Ignacio Martín-Borregón, Bagić Babac, Marina (2022), Opinion mining of online product reviews using a lexicon-based algorithm // International Journal of Data Analysis Techniques and Strategies, Vol. 14, No. 4, pp. 283-301.
Cvitanović, Ivana; Bagić Babac, Marina (2022), Deep Learning with Self-Attention Mechanism for Fake News Detection // Combating Fake News with Computational Intelligence Techniques / Lahby M. ; Pathan AS.K. ; Maleh Y. ; Yafooz W.M.S. (eds.). Switzerland: Springer, pp. 205-229 doi:10.1007/978-3-030-90087-8_10
Blagaić, Sven, Bagić Babac, Marina (2022), Application for Data Migration with Complete Data Integrity // International Journal of System of Systems Engineering, Vol. 12, No. 4, pp. 405-432.
Kostelej, Martin; Bagić Babac, Marina (2022), Text Analysis of the Harry Potter Book Series // South Eastern European journal of communication, Vol. 4, No. 1, pp. 17-30.
Baričević, Karla; Bagić Babac, Marina (2022), Exploratory Analysis of the Effectiveness of Measures against the COVID-19 Disease, International Journal of Student Project Reporting, Vol. 1, No. 2; pp. 188-202.
Zerec, Ivan; Bagić Babac, Marina (2022), Izrada učinkovitog web rješenja za upravljanje slikama i njihovim verzijama // Croatian Regional Development Journal, Vol. 3 No. 2, pp. 18-43.
Kampić, Mihael; Bagić Babac, Marina (2021), Sentiment Analysis of President Trump’s Tweets: From Winning the Election to the Fight against COVID-19 // Communication management review, Vol. 6, No. 2, pp. 90-111. doi:10.22522/cmr20210272
Lipovac, Ivona; Bagić Babac, Marina (2021), Content Analysis of Job Advertisements for Identifying Employability Skills // Interdisciplinary description of complex systems, Vol. 19, No. 4, pp. 509-523 doi:10.7906/indecs.19.4.5
Avdić, Dino; Bagić Babac, Marina (2021), Application of Affective Lexicons in Sports Text Mining: a Case Study of FIFA World Cup 2018 // South Eastern European journal of communication, Vol. 3, No. 2, pp. 23-33.
Domitran, Sandro; Bagić Babac, Marina (2021), The Use of Deep Reinforcement Learning for Flying a Drone // Journal of Information Science and Engineering, Vol. 37, No. 5, pp.1165-1176 doi:10.6688/JISE.202109_37(5).0012
Domitran, Sandro; Bagić Babac, Marina (2021), A Machine Learning Approach to Flight Control of a VTOL Tailsitter UAV // The 44th International ICT Convention – MIPRO 2021 / Skala, K. (ed.). Zagreb: Croatian Society for Information, Communication and Electronic Technology – MIPRO, pp. 1996-2001
Bagić Babac, Marina; Mornar, Vedran (2020), Resetting the Initial Conditions for Calculating Epidemic Spread: COVID-19 Outbreak in Italy // IEEE access, Vol. 8, 148021-148030 doi:10.1109/ACCESS.2020.3015923
Grgić, Demijan; Karaula, Mislav; Bagic Babac, Marina; Podobnik, Vedran (2020), Predicting Dependency of Approval Rating Change from Twitter Activity and Sentiment Analysis // Agents and Multi-Agent Systems: Technologies and Applications 2020 / Jezic G ; Chen-Burger J ; Kusek M ; Sperka R ; Howlett R ; Jain L (ur.). Singapore: Springer, pp. 103-112 doi:10.1007/978-981-15-5764-4_10
Bagić Babac, Marina; Podobnik, Vedran (2018), What social media activities reveal about election results? The use of Facebook during the 2015 general election campaign in Croatia // Information Technology & People, Vol. 31, No. 2, pp. 327-347. doi:10.1108/ITP-08-2016-0200
Grčić, Klara; Bagić Babac, Marina; Podobnik, Vedran (2017), Generating Politician Profiles based on Content Analysis of Social Network Datasets // Journal of universal computer science, Vol. 23, No. 3, pp. 236-255.
Bagić Babac, Marina; Podobnik, Vedran (2016), A sentiment analysis of who participates, how and why, at social media sport websites: How differently men and women write about football // Online information Review, Vol. 40, No. 6, pp. 814-833. doi:10.1108/OIR-02-2016-0050
Bagić Babac, Marina; Jevtić, Dragan (2014), AgentTest : A specification language for agent-based system testing // Neurocomputing, Vol. 146, pp. 230-248 doi:10.1016/j.neucom.2014.04.060

Popular articles:

Hengl, Tomislav; Consoli, Davide; Bagić Babac, Marina; Brocca, Luca; Herold, Martin (2023), AI technology: what it is and what it’s not, and how it can (potentially) help us solve the climate crisis, Medium - MLearning.ai

Životopis

Marina Bagić Babac je izvanredna profesorica na Zavodu za primijenjeno računarstvo. Diplomirala je na Zavodu za telekomunikacije Fakulteta elektrotehnike i računarstva s naglaskom na znanstveno istraživački rad. Na Fakultetu političkih znanosti diplomirala je novinarstvo (smjerovi Tisak i Odnosi s javnošću) te stekla zvanje diplomiranog novinara.

Znanstveni magisterij završila je s temom "Formalni model specifikacije pokretnih telekomunikacijskih agenata", a doktorsku disertaciju s temom "Verification of dynamic epistemic properties in multi-agent systems" na Fakultetu elektrotehnike i računarstva. Tijekom poslijediplomskog studija usavršavala se na Fakulteti za elektrotehniko, računalništvo in informatiko, Univerza v Mariboru te na Fakulteti za računalništvo in informatiko, Univerza v Ljubljani.

Aktivno provodi znanstvena istraživanja u polju društvenog računarstva na nekoliko međunarodnih projekata, gdje proučava ljudsko ponašanje iz podataka sa društvenih medija te modelira algoritme primjenjive u raznim domenama strojnog učenja i obrade prirodnog jezika. Recenzentica je i članica uredništva u nekoliko znanstvenih časopisa i konferencija.

Nastava

Kompetencije

Systems, man, and cybernetics
Natural languages Natural language processing Sentiment analysis Emotion recognition Affective computing
Computational and artificial intelligence
Machine learning Statistical learning Predictive models
Computers and information processing
Crowdsourcing Social computing Network theory (graphs) Data acquisition User-generated content Data analysis Data collection Data integration Data preprocessing Text processing Crowdsourcing Social computing Data mining Text analysis Text mining
Mathematics
Machine learning algorithms Statistical analysis

Izabrani projekti

1/1/2023 - 31/12/2026, AI4SoilHealth: Accelerating collection and use of soil health information using AI technology to support the Soil Deal for Europe and EU Soil Observatory, Horizon Europe

10/2020 - 10/2024, "Distributed Knowledge Graphs (DKG)", European Cooperation in Science and Technology

10/2020 - 10/2024, "Language In The Human-Machine Era", European Cooperation in Science and Technology

1/2020 – 1/2023, "Napredni sustav motrenja agroekosustava u riziku od zaslanjivanja i onečišćenja", Europski fond za regionalni razvoj

11/05/2016 - 10/11/2020, "European Cooperation for Statistics of Network Data Science", European Cooperation in Science and Technology

1/7/2014 – 30/6/2017, "Upravljanje povjerenjem i koordinacija interakcija u pametnim mrežama ljudi, strojeva i organizacija", Hrvatska zaklada za znanost - HRZZ

izv. prof. dr. sc. Marina Bagić Babac

Životopis

Nastava

Sveučilišni preddiplomski

Sveučilišni diplomski

Poslijediplomski doktorski

Kompetencije

Izabrani projekti