Akademijos st. 4, room 615
Vilnius, Lithuania
Head of the Group
prof. habil. dr. Gintautas Dzemyda
Research fields
- Artificial neural networks;
- Big data;
- Bioinformatics;
- Data mining;
- Deep learning;
- Global optimization methods;
- Multi-objective optimization;
- Image analysis, feature detection, image reconstruction, medical image processing;
- Internet data mining;
- Fractal dimensionality;
- Local optimization methods;
- Machine learning;
- Medical data analysis and decision support;
- Multiple criteria decision support;
- Operations research;
- Optimal control applications;
- Parallel computing;
- Simulation models in epidemiology, education, economics, and energy with uncertainty;
- Statistical simulation;
- Stochastic programming;
- Swarm intelligence;
- Visualization of multidimensional data;
- Web service development.
Science and Education
2017-2019 Optimal decisions in the problems of data mining, visualization, and image processing
Head: Prof. Habil. Dr. Gintautas Dzemyda, Prof. Dr. Olga Kurasova
Description: The aim of the project is to develop the integrated data mining, visualization, and image processing methods and tools and to apply them to solve the problems in economics, health care, medicine and chemical engineering.
Main results:
- A new web-based solution for defining and modelling data mining processes has been proposed.
- An algorithm for automated 2D segmentation of prostate in magnetic resonance imaging has been developed.
- A preference-based multi-objective evolutionary algorithm with stochastic local search has been developed.
- In the analysis of transversal plane images, obtained by computer tomography scans, a method of the feature-based registration has been developed, where the model of the rib-bounded contour serves as the basis of the similarity criterion of image slices.
- Methods of multiobjective optimization have been applied to optimal design of tecgnological processes in chemical engineering.
Phd Students
Name, Surname | Supervisor | Field of study |
Theme | Time of study |
Dalia Breskuvienė | Prof. Habil. Dr. Gintautas Dzemyda | T 007 | Optimization of the Training Set of Classifier for Better Classification Accuracy |
2021-2025 |
Viktoras Bulavas | Prof. Habil. Dr. Gintautas Dzemyda, Consultant Prof. Dr. Virginijus Marcinkevičius |
N 009 | Applying Machine Learning Methods for Early Detection of Cyber Security Incidents |
2017-2025 |
Rokas Gipiškis | Prof. Dr. Olga Kurasova | N 009 | Convolutional Neural Networks for the Segmentation of Human Brain Images |
2020-2024 |
Modestas Motiejauskas | Prof. Habil. Dr. Gintautas Dzemyda | N 009 | The Problems of Human Emotion Recognition in Facial Pictures Using CNN |
2021-2025 |
Algimantas Skuodis | Prof. Dr. Olga Kurasova | N 009 | Real-Time Multi-Person Body Pose Tracking Using Machine Learning Methods |
2022-2026 |
Aušra Šubonienė | Prof. Dr. Olga Kurasova | N 009 | Pancreatic cancer segmentation using semi-supervised machine learning methods |
2023-2027 |
Žydrūnas Vaišnoras | Prof. Dr. Olga Kurasova | N 009 | Developing Machine Learning Methods to Detect Intrusions in Computer Networks |
2019-2025 |
Projects
- Lithuanian education system status and its influencing factors modeling (No. MIP-024/2015,Research Council of Lithuania) Dr. A. Jakaitienė. 2015-2017.
- Creation of Production Planning Algorithm (No. 20161005-01/APS- 580000-1991, 2016-2017, UAB Netcode)
- COST action Big Data Era in Sky and Earth Observation TD1403 Member of Managing Committee Prof. Dr. Olga Kurasova. 2014-2018, http://www.cost.eu/COST_Actions/TDP/Actions/TD1403
- COST action High-Performance Modelling and Simulation for Big Data Applications (cHiPSet) IC1406 Member of Managing Committee Dr. Viktor Medvedev 2014-2018, http://www.cost.eu/COST_Actions/ict/IC1406
- COST action A new Network of European BioImage Analysts to advance life science imaging (NEUBIAS) CA15124 Member of Managing Committee Dr. Povilas Treigys 2016-2020, http://www.cost.eu/COST_Actions/ca/CA15124
- COST action Open Multiscale Systems Medicine CA15120 Member of Managing Committee dr. Jolita Bernatavičienė 2016-2020, http://www.cost.eu/COST_Actions/ca/CA15120
History
The group was founded in 2017 by reorganizing the structure of the Institute of Mathematics and Informatics of Vilnius University.