Proposed topics of doctoral dissertations:

 

TECHNICAL INFORMATICS AND TELECOMUNICATIONS

 

 

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
4

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 hab. Marcin Sydow

IPI PAN
5

Image Semantic Segmentation Based on Deep Neural Networks

dr hab. Maria Ganzha,

dr hab. Marcin Paprzycki,

dr inż. Tatiana Jaworska

IBS PAN
5

Learning with imperfect teacher with application to GAN-based classification of partially labelled images

prof. dr hab. inż. Andrzej Pacut

     NASK-PIB

 

 

BIOINFORMATICS AND RELATED ISSUES 

 
 No  Topic  Supervisor  Institute
6 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 
7

Computational intelligence methods for change point detection in medical processes 

dr Katarzyna Kaczmarek-Majer,

prof. dr hab. inż. Olgierd Hryniewicz

 IBS PAN
8

Deciphering biochemical signallng by means of information theory

dr hab. Michał Komorowski 

IPPT PAN
8

Deciphering of biochemical signaling with systems biology and bioinformatics approaches

dr hab. Michał Komorowski 

IPPT PAN

 


ULTRASONOGRAPHY 

 
 No  Topic  Supervisor  Institute
9 3D ultrasound imaging technology for the next generation portable scanners

dr hab. Jurij Tasinkiewicz,

dr Marcin Lewandowski

IPPT PAN 
10

Advanced processing of Full-Matrix Capture datasets in ultrasound non-destructive testing

prof. dr hab. inż. Zbigniew Kowalewski,

dr Marcin Lewandowski

IPPT PAN
11

Ultrasound differential method to evaluate the non-linear tissues parameters

prof. dr hab. Andrzej Nowicki

IPPT PAN
12

Development and optimization of effective algorithms for visualization of ultrasonic signals

prof. dr hab. Jerzy Litniewski,

dr Norbert Żołek

IPPT PAN
13

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
14 Cost-sensitive machine learning methods

prof. dr hab. Jan Mielniczuk,

dr Paweł Teisseyre 

IPI PAN
15

Towards Semantic Measures of Information Content - Integrating LinkGraph with Seminstructured Textual Information

prof. dr hab. Mieczysław Kłopotek

IPI PAN
16

Interaction Information and its usage in Genome Wide Interaction Studies

prof. dr hab. Jan Mielniczuk

IPI PAN
17

Learning to rank for uplift modeling and heterogeneous treatment effect estimation

dr hab. inż. Szymon Jaroszewicz 

IPI PAN
18

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
19

Next Generation Internet of Things

dr hab. Maria Ganzha,

dr hab. Marcin Paprzycki,

dr Katarzyna Wasielewska-Michniewska,

dr Wiesław Pawłowski

IBS PAN
20

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
21

Visual Knowledge Representation

dr inż. Tatiana Jaworska

IBS PAN
22

Semantic Similarity in Content-Base Image Retrieval (CBIR)

dr inż. Tatiana Jaworska

 IBS PAN
23

Machine learning methods for identification of effective drug combinations in immuno-oncology 

dr hab. Michał Komorowski

IPPT PAN
24

Modern machine learning methods in medical imaging

dr hab. Joanna Kołodziej,

dr inż. Konrad Ciecierski

NASK-PIB

 

 


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 The structure of aquatic food webs – statistical analysis of a broad set of
weighted empirical networks.

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
30

Mixed-Integer Linear and Nonlinear Programming Methods for Energy Aware Traffic Control in Clouds and Internet of Things Systems

dr hab. inż. Andrzej Karbowski

NASK-PIB

 

 


MATERIAL TESTING

 
 No  Topic  Supervisor  Institute
31 The use of indentation test to estimate fatigue damage of structural elements under cyclic multiaxial loads

dr hab. Stanisław Kucharski

IPPT PAN
32

Interaction of plastic deformation mechanisms in single crystals at micro and meso-scale

dr hab. Stanisław Kucharski

IPPT PAN

 

 

COMPUTATIONAL MECHANICS, NUMERICAL METHODS

 
 No  Topic  Supervisor  Institute
33 Dynamic analysis of fragmentation of multi-phase composites

dr hab. inż. Eligiusz Postek

IPPT PAN
34 Stress evaluation in growing tissue

dr hab. inż. Eligiusz Postek

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
6 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
7

Optimization of vasopressor dose in severe traumatic brain injuries using pulse-wave propagation modeling

dr hab. Jan Poleszczuk

IBIB PAN
8

Systems biology models of propagation and eradication viral infections

prof. dr hab. Tomasz Lipniacki,

dr Joanna Jaruszewicz-Błońska

IPPT PAN
9

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
10

Nanoscaffolds for biosystems supporting biological processes for biomedical purposes

prof. dr hab. inż. Ludomira Granicka,

dr Anna Grzeczkowicz

IBIB PAN
11 Automatic calculation of wound surface area using artificial intelligence (AI) methods and convolutional neural networks (CNN)

dr hab. Piotr Foltynski

IBIB PAN
12 Development of an incentive system to support patients with diabetic foot ulcerations

dr hab. Piotr Foltynski

IBIB PAN
13

Cytotoxicity of melanin nanoparticles as a tool for melanoma detection and therapy

prof. Michal Giersig

IPPT PAN
14

Development of a differential mechanical ventilation system for shared ventilation in a case of shortage of devices for lungs function support

prof. dr hab. inż. Marek Darowski

dr. Krzysztof Zieliński

IBIB PAN

 

CELLS AND MOLECULAR PROCESSES ANALYSIS

 
 No  Topic  Supervisor  Institute
15 3-D delineation of cell’s nuclei in WSI Z-stack sequences for computer aided pathology

dr hab. Anna Korzyńska

IBIB PAN
16

Deciphering the effect of PGC1a on mitochondrial biogenesis and neural differentiation during early development of human cerebral organoids

prof. dr hab. Leonora Bużańska

IMDiK PAN

 

 

 BIOFLUIDS ANALYSIS

 
 No  Topic  Supervisor  Institute
17 Analysis of metabolic profiles of biofluids in selected diseases

dr hab. Beata Toczyłowska,

dr Igor Zukov,

dr n. med. Anna Słowikowska

IBIB PAN
18

Semi-automatic NMR spectra analysis of biofluids and tissue extracts for metabolomics

dr hab. Beata Toczyłowska

IBIB PAN

 

 

POLYMERS IN REGENERATIVE MEDICINE

 
 No  Topic  Supervisor  Institute
19

Injectable composite hydrogels in the regeneration of cartilage

prof. dr hab. Paweł Sajkiewicz,

dr Dorota-Kołbuk Konieczny

IPPT PAN
20

Injectable polymer hydrogels for the post-infarction myocardium regeneration

prof. dr hab. Paweł Sajkiewicz

IPPT PAN

  

 

DEVELOPMENT METHODS FOR BIOINFORMATICS

 
 No  Topic  Supervisor  Institute
21 Bioinformatics methods in analysis of medical databases

dr hab. inż. Małgorzata Dębowska,

dr inż. Mauro Pietribiasi

IBIB PAN