Proposed topics of doctoral dissertations:
In the field of technical informatics and telecommunications
DEEP LEARNING
| No | Topic | Supervisor | Institute |
| 1 | Effective Classifiers of biomedical signals derived from the information theory |
prof. dr hab. Janusz Szczepański dr inż. Agnieszka Pręgowska |
IPPT PAN |
| 2 |
Transmission efficiency and reliability in neural networks inspired by brain architectures. Information Theory approach |
prof. dr hab. Janusz Szczepański dr inż. Agnieszka Pręgowska |
IPPT PAN |
| 3 |
Secure and reliable deep neural networks |
dr hab. inż. Paweł Morawiecki
|
IPI PAN |
BIOINFORMATICS AND RELATED ISSUES
| No | Topic | Supervisor | Institute |
| 4 | Targeting biological time scales in molecular simulation for the study of protein complexes: The stability of SARS-CoV-2 |
prof. Tomasz Lipniacki, dr Adolfo Poma |
IPPT PAN |
| 5 |
Computational intelligence methods for change point detection in medical processes |
dr Katarzyna Kaczmarek-Majer, prof. dr hab. inż. Olgierd Hryniewicz |
IBS PAN |
| 6 |
Deciphering biochemical signallng by means of information theory |
dr hab. Michał Komorowski |
IPPT PAN |
ULTRASONOGRAPHY
| No | Topic | Supervisor | Institute |
| 7 | 3D ultrasound imaging technology for the next generation portable scanners |
dr hab. Jurij Tasinkiewicz, dr Marcin Lewandowski |
IPPT PAN |
| 8 |
Advanced processing of Full-Matrix Capture datasets in ultrasound non-destructive testing |
prof. dr hab. inż. Zbigniew Kowalewski, dr Marcin Lewandowski |
IPPT PAN |
| 9 |
Ultrasound differential method to evaluate the non-linear tissues parameters |
prof. dr hab. Andrzej Nowicki |
IPPT PAN |
| 10 |
Development and optimization of effective algorithms for visualization of ultrasonic signals |
prof. dr hab. Jerzy Litniewski, dr Norbert Żołek |
IPPT PAN |
| 11 |
Development of methods for assessing tissue cancer changes based on ultrasound signals |
prof. dr hab. Jerzy Litniewski, dr Norbert Żołek |
IPPT PAN |
MACHINE LEARNING
| No | Topic | Supervisor | Institute |
| 12 | 3D ultrasound imaging technology for the next generation portable scanners |
prof. dr hab. Jan Mielniczuk, dr Paweł Teisseyre |
IPI PAN |
| 13 |
Towards Semantic Measures of Information Content - Integrating LinkGraph with Seminstructured Textual Information |
prof. dr hab. Mieczysław Kłopotek |
IPI PAN |
| 14 |
Interaction Information and its usage in Genome Wide Interaction Studies |
prof. dr hab. Jan Mielniczuk |
IPI PAN |
| 15 |
Modeling and analysis of information flow in on-line virtual info-sphere with elements of web mining, text mining, big data, sentiment analysis and deep learning |
dr Marcin Sydow |
IPI PAN |
| 16 |
Learning to rank for uplift modeling and heterogeneous treatment effect estimation |
dr hab. inż. Szymon Jaroszewicz |
IPI PAN |
| 17 |
Verification of Socio-Technical Models of Multi-Agent Systems and E-Voting Protocols |
dr hab. Wojciech Jamroga, prof. dr hab. inż. Wojciech Penczek |
IPI PAN |
| 18 |
Next Generation Internet of Things |
dr hab. Maria Ganzha, dr hab. Marcin Paprzycki, dr Katarzyna Wasielewska-Michniewska, dr Wiesław Pawłowski |
IBS PAN |
| 19 |
Semantic technologies and machine learning in development of intelligent systems |
dr hab. Maria Ganzha, dr hab. Marcin Paprzycki, dr Katarzyna Wasielewska-Michniewska, dr Wiesław Pawłowski |
IBS PAN |
| 20 |
Visual Knowledge Representation |
dr hab. Maria Ganzha, dr hab. Marcin Paprzycki, dr inż. Tatiana Jaworska |
IBS PAN |
| 21 |
Semantic Similarity in Content-Base Image Retrieval (CBIR) |
dr hab. Maria Ganzha, dr hab. Marcin Paprzycki, dr inż. Tatiana Jaworska |
IBS PAN |
| 22 |
Image Semantic Segmentation Based on Deep Neural Networks |
dr hab. Maria Ganzha, dr hab. Marcin Paprzycki, dr inż. Tatiana Jaworska |
IBS PAN |
| 23 |
Modern machine learning methods in medical imaging |
dr hab. Joanna Kołodziej, dr inż. Konrad Ciecierski |
NASK-PIB |
| 24 |
Machine learning methods for identification of effective drug combinations in immuno-oncology |
dr hab. Michał Komorowski |
IPPT PAN |
FINANCIAL MATHEMATICS
| No | Topic | Supervisor | Institute |
| 25 | Pricing financial derivatives on the Bitcoin market |
dr hab. Piotr Nowak |
IBS PAN |
| 26 |
Strong law of large numbers for intuitionistic fuzzy random variables |
dr hab. Piotr Nowak |
IBS PAN |
OPTIMIZATION, STATISTICAL DATA ANALYSIS
| No | Topic | Supervisor | Institute |
| 27 | Pricing financial derivatives on the Bitcoin market |
prof. dr hab. inż. Zbigniew Nahorski, dr Mateusz Iskrzyński |
IBS PAN |
| 28 |
Mining multifaceted information on the performance of metaheuristics with use of parametrized benchmarks |
prof. dr hab. inż. Olgierd Hryniewicz, dr Karol Opara |
IBS PAN |
| 29 |
Autonomous assortment management and recommendation algorithms for the large-scale retail purposes using advanced natural language processing techniques and transferable demand models |
dr hab. inż. Szymon Łukasik, dr inż. Anna Wróblewska |
IBS PAN |
MATERIAL TESTING
| No | Topic | Supervisor | Institute |
| 30 | The use of indentation test to estimate fatigue damage of structural elements under cyclic multiaxial loads |
dr hab. Stanisław Kucharski |
IPPT PAN |
| 31 |
Interaction of plastic deformation mechanisms in single crystals at micro and meso-scale |
dr hab. Stanisław Kucharski |
IPPT PAN |
MEDICAL SCIENCES AND BIOMEDICAL ENGINEERING
BIOMEDICAL OPTICS
| No | Topic | Supervisor | Institute |
| 1 | Assessment of brain physiological parameters using invasive near infrared spectroscopy technique |
prof. dr hab. inż. Adam Liebert, dr inż. Piotr Sawosz |
IBIB PAN |
| 2 |
Arterial spin labeling, diffuse correlation spectroscopy, time resolved near infrared spectroscopy - study on methodology of the brain cortex perfusion assessment |
prof. dr hab. inż. Adam Liebert, prof. dr hab. inż. Piotr Bogorodzki, dr Michał Kacprzak |
IBIB PAN |
| 3 |
Superimposing multi-frequency measurements into a distribution of time of flight of photons |
prof. dr hab. inż. Adam Liebert, dr inż. Stanislaw Wojtkiewicz |
IBIB PAN |
| 4 |
prof. dr hab. inż. Adam Liebert, dr inż. Stanislaw Wojtkiewicz |
IBIB PAN | |
| 5 |
Encapsulated ICG-enhanced spectral time-resolved near-infrared spectroscopy for brain |
prof. dr hab. inż. Adam Liebert, dr inż. Anna Gerega |
IBIB PAN |
MODELING AND THERAPEUTIC APPLICATIONS OF BIOMEDICAL/PHYSIOLOGICAL PHENOMENA
| No | Topic | Supervisor | Institute |
| 3 | The role of interstitium and its properties in the tissue transport processes: modeling, prediction and optimization of selected therapies |
prof. dr hab. Jacek Waniewski, dr Joanna Stachowska-Piętka |
IBIB PAN |
| 4 |
Optimization of vasopressor dose in severe traumatic brain injuries using pulse-wave propagation modeling |
dr hab. Jan Poleszczuk |
IBIB PAN |
| 5 |
Systems biology models of propagation and eradication viral infections |
prof. dr hab. Tomasz Lipniacki, dr Joanna Jaruszewicz-Błońska |
IPPT PAN |
| 6 |
Synchronized registration of instantaneous values of chosen physiological parameters during therapeutic thoracentesis, and their mathematical and physiological analysis |
dr hab. inż. Tomasz Gólczewski, dr inż. Krzysztof Zieliński |
IBIB PAN |
| 7 |
Nanoscaffolds for biosystems supporting biological processes for biomedical purposes |
prof. dr hab. inż. Ludomira Granicka, dr Anna Grzeczkowicz |
IBIB PAN |
CELLS AND MOLECULAR PROCESSES ANALYSIS
| No | Topic | Supervisor | Institute |
| 8 | 3-D delineation of cell’s nuclei in WSI Z-stack sequences for computer aided pathology |
dr hab. Anna Korzyńska |
IBIB PAN |
| 9 |
Transcriptomic assessment and live cell imaging analysis of human cerebral organoids to reveal common and unique patterns of developmental trajectories upon stimulation of mitochondrial biogenesis |
prof. dr hab. Leonora Bużańska |
IMDiK PAN |
| 10 |
Mechanisms of cooperation and competition between the leading oncogenes in human cancers - mutant TP53, KRAS, hyperactive CMYC and the proteasome |
dr hab. Dawid Walerych |
IMDiK PAN |
| 11 |
Supporting the detection of precancerous lesions in cytological smears using image recognition methods based on deep neural networks learning |
dr hab. Anna Korzyńska |
IBIB PAN |
| 12 |
Study on the interaction of thiopurines with DNA using nanostructured bio-platforms |
dr hab. Kamila Sadowska, dr inż. Marcin Urbanowicz |
IBIB PAN |
| 13 |
Impact of oncogenic mutations on information transmission in the MAPK signaling pathway |
prof. dr hab. Tomasz Lipniacki, dr Marek Kochańczyk |
IPPT PAN |
| 14 |
Impact of NK cells on the dynamics of propagation and eradication of RSV and IAV infections |
prof. dr hab. Tomasz Lipniacki, dr Maciej Czerkier |
IPPT PAN |
BIOFLUIDS ANALYSIS
| No | Topic | Supervisor | Institute |
| 15 | Analysis of metabolic profiles of biofluids in selected diseases |
dr hab. Beata Toczyłowska, dr Igor Zukov, dr n. med. Anna Słowikowska |
IBIB PAN |
| 16 |
Semi-automatic NMR spectra analysis of biofluids and tissue extracts for metabolomics |
dr hab. Beata Toczyłowska |
IBIB PAN |
DEVELOPMENT METHODS FOR BIOINFORMATICS
| No | Topic | Supervisor | Institute |
| 17 | Bioinformatics methods in analysis of medical databases |
dr hab. inż. Małgorzata Dębowska, dr inż. Mauro Pietribiasi |
IBIB PAN |
| 18 | Automatic calculation of wound surface area using artificial intelligence (AI) methods and convolutional neural networks (CNN) |
dr hab. Piotr Foltynski |
IBIB PAN |
| 19 | Development of an incentive system to support patients with diabetic foot ulcerations |
dr hab. Piotr Foltynski |
IBIB PAN |