Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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Fuzzy classifiers for uncertain, incomplete and unbalanced data to predict the threatened preterm labour

2017/27/B/ST6/01989

Keywords:

biomedical signals analysis data classification fuzzy modelling fuzzy clustering epsilon-insensitivity,

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems
  • ST6_12: Scientific computing, simulation and modelling tools

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Sieć Badawcza ŁUKASIEWICZ - Instytut Techniki i Aparatury Medycznej ITAM

woj.

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Jacek Łęski 

Number of co-investigators in the project: 4

Call: OPUS 14 - announced on 2017-09-15

Amount awarded: 517 200 PLN

Project start date (Y-m-d): 2018-07-23

Project end date (Y-m-d): 2021-07-22

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Equipment purchased [PL]

  1. Mobilna stacja robocza przeznaczona do opracowania bazy danych z zarejestrowanych sygnałów. (12 000 PLN)
  2. Zestaw komputerowy wraz z oprogramowaniem naukowym z przeznaczeniem jako podstawowe narzędzie badawcze. (60 000 PLN)

Information in the final report

  • Publication in academic press/journals (9)
  • Book publications / chapters in book publications (6)
  1. Fuzzy Ordered c-Means Clustering and Least Angle Regression for Fuzzy Rule-Based Classifier: Study for Imbalanced Data
    Authors:
    Jacek Łęski, Robert Czabański, Michał Jeżewski, Janusz Jeżewski
    Academic press:
    IEEE Transactions on Fuzzy Systems (rok: 2020, tom: Vol. 28, no 11, strony: 2799-2813), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TFUZZ.2019.2939989 - link to the publication
  2. Fuzzy classifier based on clustering with pairs of epsylon-hyperballs and its application to support fetal state assessment
    Authors:
    Michał Jeżewski, Robert Czabański, Jacek Łęski, Janusz Jeżewski
    Academic press:
    Expert Systems with Applications (rok: 2019, tom: 118, strony: 109-126), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2018.09.030 - link to the publication
  3. Fuzzy clustering of fuzzy data based on robust loss functions and ordered weighted averaging
    Authors:
    Pierpaolo D'Urso, Jacek Łęski
    Academic press:
    Fuzzy Sets and Systems (rok: 2020, tom: Vol. 389, strony: 45319), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.fss.2019.03.017 - link to the publication
  4. Clustering based multiple state–space projections
    Authors:
    Marian P. Kotas, Adam Dyrek, Michal Piela, Jacek M. Łęski
    Academic press:
    Signal Processing (rok: 2021, tom: 178, strony: 107762), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.sigpro.2020.107762 - link to the publication
  5. Detection of Atrial Fibrillation Episodes in Long-Term Heart Rhythm Signals Using a Support Vector Machine
    Authors:
    Robert Czabanski, Krzysztof Horoba, Janusz Wrobel, Adam Matonia, Radek Martinek, Tomasz Kupka, Michal Jezewski, Radana Kahankova, Janusz Jezewski, Jacek Leski
    Academic press:
    Sensors (rok: 2020, tom: 1,36458333333333, strony: nie dotyczy), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s20030765 - link to the publication
  6. Fetal electrocardiograms, direct and abdominal with reference heartbeat annotations
    Authors:
    Adam Matonia, Janusz Jezewski, Tomasz Kupka, Michał Jezewski, Krzysztof Horoba, Janusz Wrobel, Robert Czabanski, Radana Kahankova
    Academic press:
    Scientific Data (rok: 2020, tom: 0,430555555555556, strony: 45305), Wydawca: Springer Nature
    Status:
    Published
    DOI:
    10.1038/s41597-020-0538-z - link to the publication
  7. On e-insensitive distance based simplification of fuzzy rules for fetal distress assessment
    Authors:
    Michal Jezewski, Robert Czabanski, Jacek M. Leski, Adam Matonia, Radana Kahankova
    Academic press:
    Expert Systems with Applications (rok: 2021, tom: 179, strony: 115052, 19 stron), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2021.115052 - link to the publication
  8. Coping with limitations of fetal monitoring instrumentation to improve heart rhythm variability assessment
    Authors:
    Tomasz Kupka, Adam Matonia, Michal Jezewski, Krzysztof Horoba, Janusz Wrobel, Janusz Jezewski
    Academic press:
    Biocybernetics and Biomedical Engineering (rok: 2020, tom: 40, strony: 388-403), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.bbe.2019.12.005 - link to the publication
  9. New Method for Beat-to-Beat Fetal Heart Rate Measurement Using Doppler Ultrasound Signal
    Authors:
    Tomasz Kupka, Adam Matonia, Michal Jezewski, Janusz Jezewski, Krzysztof Horoba, Janusz Wrobel, Robert Czabanski, Radek Martinek
    Academic press:
    Sensors (rok: 2020, tom: 20, strony: 4079), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s20154079 - link to the publication
  1. Combining e-similar Fuzzy Rules for Efficient Classification of Cardiotocographic Signals
    Authors:
    Michal Jezewski, Robert Czabanski, Jacek M. Leski, Adam Matonia, Radek Martinek
    Book:
    IEEE Proceedings of the 27th International Conference "Mixed Design of Integrated Circuits and Systems" (rok: 2020, tom: 27, strony: 213-217), Wydawca: IEEE
    Status:
    Published
  2. Fuzzy Clustering with epsilon-Hyperballs Based Simplification of Fuzzy Rules to Support the Assessment of Fetal State
    Authors:
    Robert Czabanski, Michal Jezewski, Jacek M. Leski, Tomasz Kupka, Radek Martinek
    Book:
    Proceedings of the 20th IEEE International Conference on BioInformatics And BioEngineering BIBE'2020, Virtual Conference (rok: 2020, tom: 20, strony: 358-364), Wydawca: IEEE
    Status:
    Published
  3. Recognition of Atrial Fibrilation Episodes in Heart Rate Variability Signals using a Machine Learning Approach
    Authors:
    Krzysztof Horoba, Robert Czabański, Janusz Wróbel, Adam Matonia, Radek Martinek, Tomasz Kupka, Radana Kahankova, Jacek Łęski, Sławomir Graczyk
    Book:
    Proceedings of the 26th International Conference on Mixed Design of Integrated Circuits and Systems – MIXDES'2019 (rok: 2019, tom: CFP19MIX-CDR, strony: 419-424), Wydawca: IEEE
    Status:
    Published
  4. New Possibilities for Fetal Monitoring using Unobtrusive Abdominal Electrocardiography
    Authors:
    Adam Matonia, Tomasz Kupka, Krzysztof Horoba, Janusz Jeżewski, Radek Martinek, Janusz Wróbel, Radana Kahankova, Robert Czabański, Sławomir Graczyk
    Book:
    Proceedings of the 26th International Conference on Mixed Design of Integrated Circuits and Systems – MIXDES'2019 (rok: 2019, tom: CFP19MIX-CDR, strony: 413-418), Wydawca: IEEE
    Status:
    Published
  5. Reconstruction of True Fetal Heart Rate Signals Obtained via Ultrasound Bedside Monitor in Relation to Fetal Electrocardiography
    Authors:
    Tomasz Kupka, Adam Matonia, Krzysztof Horoba, Janusz Wróbel
    Book:
    Proceedings of the Conference on Innovations in Biomedical Engineering IiBE'2019, Advances in Intelligent Systems and Computing 1223 (rok: 2020, tom: 1223, strony: 351-360), Wydawca: Springer Nature Switzerland AG
    Status:
    Published
  6. Rozmyte reguły warunkowe i metody inteligencji obliczeniowej we wspomaganiu diagnozy medycznej
    Authors:
    Michał Jeżewski, Sebastian Porębski, Robert Czabański, Ewa Straszecka, Jacek Łęski
    Book:
    Rozd. 5.5 w Monografii "Inżynieria Biomedyczna Podstawy i zastosowania", red. Władysław Torbicz, "Tom 7 Informatyka w medycynie", red.: Marek Kurzyński, Leon Bobrowski, Antoni Nowakowski, Jacek Rumiński (rok: 2019, tom: 7, strony: 389-408), Wydawca: Akademicka Oficyna Wydawnicza EXIT
    Status:
    Published

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