Project information
Development of data processing techniques to support search, analysis and visualization of large datasets using artificial intelligence
- Project Identification
- MUNI/A/1339/2022
- Project Period
- 1/2023 - 12/2023
- Investor / Pogramme / Project type
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Masaryk University
- Specific research - support for student projects
- MU Faculty or unit
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Faculty of Informatics
- doc. RNDr. Vlastislav Dohnal, Ph.D.
- Mgr. Irena Adámková
- doc. RNDr. Tomáš Brázdil, Ph.D.
- RNDr. Vojtěch Brůža
- Mgr. Matej Gallo
- Mgr. Martin Geletka
- Hien Thi Ha
- RNDr. Ondřej Herman
- doc. RNDr. Aleš Horák, Ph.D.
- RNDr. Miriama Jánošová
- doc. RNDr. Barbora Kozlíková, Ph.D.
- Priv.-Doz. Dipl.-Ing. Dr. Simone Kriglstein
- RNDr. David Kuťák
- Ing. Matěj Lang
- RNDr. Marek Medveď, Ph.D.
- Michal Měchura, M.Phil., Ph.D.
- RNDr. Filip Opálený
- doc. Mgr. Radek Pelánek, Ph.D.
- RNDr. Jakub Peschel
- Hana Pokojná, MSc
- doc. RNDr. Lubomír Popelínský, Ph.D.
- Mgr. David Porteš
- doc. Mgr. Pavel Rychlý, Ph.D.
- Mgr. Zuzana Schwarzová
- RNDr. Terézia Slanináková
- doc. RNDr. Petr Sojka, Ph.D.
- prof. PhDr. David Šmahel, Ph.D.
- Mgr. Michal Štefánik
- Mgr. Matúš Talčík
- RNDr. Pavol Ulbrich, Ph.D.
- prof. Ing. Pavel Zezula, CSc.
A fundamental problem for many applications ranging from information retrieval, data analysis, visualization, and comprehension is the need to process large and often unstructured data. The main topic of the project is data processing for efficient retrieval, storage, analysis, and visualization using various machine learning and artificial intelligence techniques and designing original approaches. The design of this project builds on and further develops the results of previous specific research projects from 2010-2022. It is a project that contributes in a comprehensive way to the development of doctoral studies with a focus on synergies with other research and development projects (especially in relation to the use of research towards applications and the development of the CERIT center and possible collaboration with industrial partners of the department's laboratories), as well as to the development of research and development activities of master's students and to support the provision of student participation in international scientific conferences. The project covers research activities led by the staff of the FI Department of Machine Learning and Data Processing and part of the Department of Visual Informatics.
Sustainable Development Goals
Masaryk University is committed to the UN Sustainable Development Goals, which aim to improve the conditions and quality of life on our planet by 2030.
Publications
Total number of publications: 36
2023
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Soft Alignment Objectives for Robust Adaptation of Language Generation
Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), year: 2023
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State of the Art of Molecular Visualization in Immersive Virtual Environments
Computer Graphics Forum, year: 2023, volume: 42, edition: 6, DOI
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Understanding Health Records in West Slavic Languages: Available Resources, Case Study in Oncology
Healthcare Transformation with Informatics and Artificial Intelligence, year: 2023
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Using Audience Avatars to Increase Sense of Presence in Live-Streams
International Conference on Computer-Human Interaction Research and Applications, year: 2023
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xOpat: eXplainable Open Pathology Analysis Tool
COMPUTER GRAPHICS FORUM, year: 2023, volume: 42, edition: 3, DOI
2022
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Unsupervised extraction, labelling and clustering of segments from clinical notes
Proceedings of IEEE International Conference on Bioinformatics and Biomedicine (BIBM), year: 2022