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

2017/27/B/ST6/01989

Keywords

Descriptors

  • ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowanie w przetwarzaniu sygnałów
  • ST6_7: Sztuczna inteligencja, systemy inteligentne i wieloagentowe
  • ST6_12: Obliczenia naukowe, narzędzia modelowania i symulacji

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

Voivodeship: śląskie

Other projects carried out by the institution »

Principal investigator (from the host institution)

prof. Jacek Marek 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
2018-07-23
Project end date
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.. Cost: 12 000 PLN
  2. Zestaw komputerowy wraz z oprogramowaniem naukowym z przeznaczeniem jako podstawowe narzędzie badawcze.. Cost: 60 000 PLN

Information in the final report

Publication in academic press/journals (9)

  1. 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 (year: 2020, volume: 40, pages: 388-403), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.bbe.2019.12.005 – link to the publication

  2. 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 (year: 2020, volume: 1,36458333333333, pages: nie dotyczy), Publisher: MDPI
    Status:
    Published
    DOI:
    10.3390/s20030765 – link to the publication

  3. 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 (year: 2020, volume: Vol. 28, no 11, pages: 2799-2813), Publisher: IEEE
    Status:
    Published
    DOI:
    10.1109/TFUZZ.2019.2939989 – link to the publication

  4. 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 (year: 2019, volume: 118, pages: 109-126), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2018.09.030 – link to the publication

  5. 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 (year: 2021, volume: 179, pages: 115052, 19 stron), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2021.115052 – link to the publication

  6. 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 (year: 2020, volume: Vol. 389, pages: 46050), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.fss.2019.03.017 – link to the publication

  7. 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 (year: 2020, volume: 0,430555555555556, pages: 46036), Publisher: Springer Nature
    Status:
    Published
    DOI:
    10.1038/s41597-020-0538-z – link to the publication

  8. Clustering based multiple state–space projections

    Authors:
    Marian P. Kotas, Adam Dyrek, Michal Piela, Jacek M. Łęski
    Academic press:
    Signal Processing (year: 2021, volume: 178, pages: 107762), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.sigpro.2020.107762 – 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 (year: 2020, volume: 20, pages: 4079), Publisher: MDPI
    Status:
    Published
    DOI:
    10.3390/s20154079 – link to the publication

Book publications / chapters in book publications (6)

  1. 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 (year: 2019, volume: CFP19MIX-CDR, pages: 419-424), Publisher: IEEE
    Status:
    Published

  2. 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 (year: 2019, volume: CFP19MIX-CDR, pages: 413-418), Publisher: IEEE
    Status:
    Published

  3. 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 (year: 2020, volume: 1223, pages: 351-360), Publisher: Springer Nature Switzerland AG
    Status:
    Published

  4. 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 (year: 2020, volume: 20, pages: 358-364), Publisher: IEEE
    Status:
    Published

  5. 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 (year: 2020, volume: 27, pages: 213-217), Publisher: IEEE
    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 (year: 2019, volume: 7, pages: 389-408), Publisher: Akademicka Oficyna Wydawnicza EXIT
    Status:
    Published

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Graphic design and implementation: Jakub Piotrowski