Project information
Aplikovaný výzkum v oblastech vyhledávání, analýz a vizualizací rozsáhlých dat, zpracování přirozeného jazyka a aplikované umělé inteligence
- Project Identification
- MUNI/A/1195/2021
- Project Period
- 1/2022 - 12/2022
- 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.
- doc. RNDr. Tomáš Brázdil, Ph.D.
- RNDr. Vojtěch Brůža
- RNDr. Jaroslav Čechák, Ph.D.
- Mgr. Michaela Denisová
- doc. RNDr. Vlastislav Dohnal, Ph.D.
- RNDr. Tomáš Effenberger, Ph.D.
- Mgr. Matej Gallo
- Hien Thi Ha
- RNDr. Ondřej Herman
- doc. RNDr. Aleš Horák, Ph.D.
- RNDr. Miriama Jánošová
- Iris Kico, Ph.D.
- doc. RNDr. Barbora Kozlíková, Ph.D.
- RNDr. David Kuťák
- Ing. Matěj Lang
- Mgr. Dávid Lupták
- Michal Měchura, M.Phil., Ph.D.
- RNDr. Filip Opálený
- doc. Mgr. Radek Pelánek, Ph.D.
- RNDr. Jakub Peschel
- Hana Pokojná, MSc
- doc. Mgr. Pavel Rychlý, Ph.D.
- doc. RNDr. Petr Sojka, Ph.D.
- RNDr. Ondřej Sotolář
- RNDr. Vít Starý Novotný, Ph.D.
- prof. PhDr. David Šmahel, Ph.D.
- Mgr. Michal Štefánik
- Mgr. Matúš Talčík
- RNDr. Pavol Ulbrich
- prof. Ing. Pavel Zezula, CSc.
Big data processing is nowadays a fundamental problem in many applications ranging from text retrieval, data analysis, visualization, and understanding. The backbone of this work is the processing of big data for efficient retrieval, storage, analysis, and visualization using various machine learning and artificial intelligence techniques and designing original approaches. This proposal thus builds on and further develops the results of specific research projects from 2010-2021. 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: 20
2022
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Learned Indexing in Proteins: Substituting Complex Distance Calculations with Embedding and Clustering Techniques
Similarity Search and Applications, 15th International Conference, SISAP 2022, Bologna, Italy, October 5–7, 2022, Proceedings, year: 2022
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LoopGrafter: a web tool for transplanting dynamical loops for protein engineering
Nucleic acids research, year: 2022, volume: 50, edition: W1, DOI
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Methods for Estimating and Improving Robustness of Language Models.
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Student Research Workshop, year: 2022
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Teaching in multicontextual envirnoment
INTED2022 Proceedings, year: 2022
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Text, Speech and Dialogue: 25th International Conference TSD 2022, Brno, Czech Republic, September 6-9, 2022
Year: 2022, type:
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Towards Efficient Human Action Retrieval based on Triplet-Loss Metric Learning
33rd International Conference on Database and Expert Systems Applications (DEXA), year: 2022
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Towards General Document Understanding through Question Answering
Recent Advances in Slavonic Natural Language Processing (RASLAN 2022), year: 2022
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When FastText Pays Attention: Efficient Estimation of Word Representations using Constrained Positional Weighting
Journal of Universal Computer Science, year: 2022, volume: 28, edition: 2, DOI
2021
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Challenges Faced by Teaching Assistants in Computer Science Education Across Europe
Proceedings of the 2021 ACM Conference on Innovation and Technology in Computer Science Education (ITiCSE ’21), year: 2021
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Who is Selling to Whom – Feature Evaluation for Multi-block Classification in Invoice Information Extraction
SPECOM 2021: 23rd International Conference on Speech and Computer, year: 2021