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

‘Imaging with the speed of light’ - a CCD camera working in the multi-frequency domain providing picosecond temporal resolution.picosecond temporal resolution.picosecond temporal resolution.

prof. dr hab. inż. Adam Liebert,

dr inż. Stanislaw Wojtkiewicz

IBIB PAN
5

Encapsulated ICG-enhanced spectral time-resolved near-infrared spectroscopy for brain
hemodynamic studies

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