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, Ph.D.
- 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
2024
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Reconfiguring the service system for resilience: lessons learned in the higher education context
JOURNAL OF BUSINESS & INDUSTRIAL MARKETING, year: 2024, volume: 2023, DOI
2023
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Shedding light on the black box of a neural network used to detect prostate cancer in whole slide images by occlusion-based explainability
NEW BIOTECHNOLOGY, year: 2023, volume: 78, edition: December, DOI
2022
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Automated annotations of epithelial cells and stroma in hematoxylin–eosin-stained whole-slide images using cytokeratin re-staining
The Journal of Pathology: Clinical Research, year: 2022, volume: 8, edition: 2, DOI
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Code Quality Defects Across Introductory Programming Topics
Proceedings of the 53rd ACM Technical Symposium on Computer Science Education V. 1, year: 2022
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Comparing RNN and Transformer Context Representations in the Czech Answer Selection Task
Proceedings of the 14th International Conference on Agents and Artificial Intelligence (ICAART), year: 2022
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Diverse Semantics Representation is King
Proceedings of the Working Notes of CLEF 2022 - Conference and Labs of the Evaluation Forum, year: 2022
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Evaluation of Smart City Models: A Conceptual and Structural View.
Proceedings of the 11th International Conference on Smart Cities and Green ICT Systems - SMARTGREENS, year: 2022
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Information Extraction from Business Documents
Recent Advances in Slavonic Natural Language Processing (RASLAN 2022), year: 2022
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Information Extraction from Scanned Invoice Images using Text Analysis and Layout Features
Signal Processing: Image Communication, year: 2022, volume: 102, edition: 1, DOI
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Learned Indexing in Proteins: Extended Work on Substituting Complex Distance Calculations with Embedding and Clustering Techniques
Year: 2022