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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MEDICAL ART AND THE PANDEMIC FROM IDENTIFYING THE ‘BIG BAD’ TO ADVANCEMENTS IN MEDICAL EDUCATION
MEDIA, ARTS AND DESIGN (MAD) ANTHOLOGY II: MAD Pandemic: Stories of Change and Continuity during the COVID-19 Crisis, year: 2023
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People and Places of Historical Europe: Bootstrapping Annotation Pipeline and a New Corpus of Named Entities in Late Medieval Texts
Findings of the Association for Computational Linguistics: ACL 2023, year: 2023
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Press H to Help: The Impact of Prosocial Video Games on Prosocial Behaviors by Exposure Time
In Foundations of Digital Games 2023 (FDG 2023), year: 2023
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Provenance of specimen and data – A prerequisite for AI development in computational pathology
NEW BIOTECHNOLOGY, year: 2023, volume: 78, edition: DEC, DOI
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Reproducible experiments with Learned Metric Index Framework
Information systems, year: 2023, volume: 118, edition: 1, DOI
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Resources and Few-shot Learners for In-context Learning in Slavic Languages
Proceedings of the 9th Workshop on Slavic Natural Language Processing 2023 (SlavicNLP 2023), year: 2023
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Seeing the unseen: Comparison study of representation approaches for biochemical processes in education
PLoS ONE, year: 2023, volume: 18, edition: 11, DOI
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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
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SISAP 2023 Indexing Challenge – Learned Metric Index
Similarity Search and Applications. SISAP 2023. Lecture Notes in Computer Science, vol 14289, year: 2023
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sMolBoxes: Dataflow Model for Molecular Dynamics Exploration
IEEE Transactions on Visualization and Computer Graphics, year: 2023, volume: 29, edition: 1, DOI