[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-122124-en":3,"doc-seo-122124-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},122124,1099514068035,"Ezra","https://ap-avatar.wpscdn.com/davatar_276721f389ce27ea32af1340a28f341c",8,"Research & Report","Machine Learning-Based Comparison of EEG Signals During Associative Equivalence Learning with Visual Stimuli of Varying Complexity - PhD Thesis","PhD thesis examining how associative equivalence learning is represented in brain activity and how visual stimulus complexity modulates neural processing. The work centers on machine-learning based analysis and comparative evaluation of EEG signals recorded during visual associative learning tasks. A major emphasis is on automated preprocessing and quantitative signal analysis to characterize cortical activity patterns across conditions with differing levels of stimulus complexity, supported by a related body of peer-reviewed publications.","Machine Learning-Based Comparison ofEEG Signals During Associative Equivalence Learning with Visual Stimuli of Varying Complexity  \nÁdám Kiss  \nPhD Thesis  \nSzeged  \nUniversity of Szeged  \nAlbert Szent-Györgyi Medical School Doctoral School of Theoretical Medicine  \nMachine Learning-Based Comparison ofEEG Signals During Associative Equivalence Learning with Visual Stimuli of Varying Complexity  \nPhD Thesis  \nÁdám Kiss  \nSupervisors:  \nDr. habil. Attila Nagy, MS, PhD – associate professor Dr. András Kelemen, MS, PhD – college associate professor  \nSzeged  \nList of publications related to the subject of the thesis  \n1. Á . Kiss, K. Tót, N. Harcsa-Pintér, et al.,“Machine learning analysis of cortical activity in visual associative learning tasks with differing stimulus complexity,” Physiology International, 2025, ISSN: 2498-602X. [Online]. Available: [https://m2.mtmt.hu/](https://m2.mtmt.hu/)[ ](https://m2.mtmt.hu/)api/publication/35759496  \n2. Á . Kiss, O. M. Huszár, B. Bodosi, et al.,“Automated preprocessing of 64 channel electroenchephalograms recorded by biosemi instruments,” MethodsX, vol. 11, p. 102 378, Dec. 2023, ISSN: 2215-0161 . DOI: 10 . 1016/j .mex .2023 . 102378. [Online] . Available: [http://dx.doi.org/10.1016/j.mex.2023.102378](http://dx.doi.org/10.1016/j.mex.2023.102378)  \nList of other publications  \n1. K. Tót, G. Braunitzer, N. Harcsa-Pintér, et al.,“Enhanced audiovisual associative pair learning in migraine without aura in adult patients: An unexpected finding,” Cephalalgia, vol. 44, 2024, ISSN: 0333-1024 . DOI: 10.1177/03331024241258722 . [Online] . Available: [https://m2.mtmt.hu/api/publication/35157377](https://m2.mtmt.hu/api/publication/35157377)  \n[2](2). K. Tót, G. Eördegh, N. Harcsa-Pintér, et al.,“Simplified visual stimuli impair retrieval and transfer in audiovisual equivalence learning tasks,” Brain and Behavior, vol. 15, 2025, ISSN: 2162-3279 . DOI: 10.1002/brb3.70339 . [Online] . Available: [https://m2.mtmt.hu/api/publication/35775518](https://m2.mtmt.hu/api/publication/35775518)  \n3. V. Sasi, M. J. Páti, F. Kiss, et al.,“A coronária bifurkáció oldalág pd/pa csökkenés igazolása közvetlen stentelést követen és a pot oldalág pd/pa emel hatásának validálása“jailed pressurewire” segítségével = validation of side branch compromise after stent implantation and proximal optimisation validation with jailed pressurewire in the side branch of a coronary bifurcation,” Cardiologia Hungarica, vol. 54, pp. C411–C411, 2024, ISSN: 0133-5596. [Online]. Available: [https://m2.mtmt.hu/api/publication/](https://m2.mtmt.hu/api/publication/)[ ](https://m2.mtmt.hu/api/publication/)34867493  \n4. D. Nyujtó, Á . Kiss, B. Bodosi, et al.,“Visually evoked local field potential changes in the caudate nucleus are remarkably more frequent in awake, behaving cats than in anaesthetized animals,” Physiology International, vol. 111, no. 1, pp. 47–62, Mar. 2024, ISSN: 2677-0164 . DOI: 10 . 1556/2060 . 2023 . 00240. [Online] . Available: [http://dx.doi.org/10.1556/2060.2023.00240](http://dx.doi.org/10.1556/2060.2023.00240)  \n5. G. Braunitzer, K. Tót, G. Eördegh, et al.,“Suboptimal multisensory processing in pediatric migraine without aura: A comparative, cross-sectional study,” Scientific Reports, vol. 13, no. 1, Nov. 2023, ISSN: 2045-2322 . DOI: 10.1038/s41598-023-46088-x. [Online] . Available: [http://dx.doi.org/10.1038/s41598-023-46088-](http://dx.doi.org/10.1038/s41598-023-46088-)x  \n6. Á . Kiss, L. Antal, T. Südi, et al.,“Az mrc-100 m˝uholdon repül kettes számú szte-s modul mérései [experiments on the second payload of szte on the mrc-100 satellite],” in Móra Akadémia Szakkollégiumi tanulmánykötet. 2023, pp. 37–43. [Online]. Available: [https://m2.mtmt.hu/api/publication/34038141](https://m2.mtmt.hu/api/publication/34038141)  \n7. Á . Kiss and A. Kelemen,“Attiny13a mikrovezérl használata c++ szintaktikák oktatásában,” in Infodidact 2022, 2023, pp. 91–99. [Online] . Available: [https://m2.mtmt](https://m2.mtmt) . hu/api/publication/3","cbCaiep506kBrk80","https://ap.wps.com/l/cbCaiep506kBrk80","pdf",5599094,1,66,"English","en",105,"# Related Publications\n## Publications on machine learning and EEG analysis\n## Other publications\n# Conference Posters and Presentations","[{\"question\":\"What topic does the thesis focus on?\",\"answer\":\"The thesis focuses on comparing EEG signals during associative equivalence learning under visual stimuli of varying complexity, using machine-learning based analysis.\"},{\"question\":\"How is stimulus complexity handled in the research?\",\"answer\":\"Visual stimulus complexity is treated as a key experimental factor, and neural performance and patterns are compared across different complexity conditions.\"},{\"question\":\"What methodological element is emphasized across the related work?\",\"answer\":\"Automated preprocessing and quantitative analysis of multi-channel EEG data are emphasized to enable reliable comparison of cortical activity patterns.\"}]","Machine Learning-Based Comparison of EEG Signals During Associative Equivalence Learning with Visual Stimuli of Varying Complexity - 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