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Discovery of process models and their changes from data supported by domain knowledge and application of developed methods for prediction of significant coronary artery stenosis, as well as complication of coronary artery angiography

2013/09/B/ST6/01568

Keywords

Descriptors

  • ST6_7: Sztuczna inteligencja, systemy inteligentne i wieloagentowe
  • ST6_11: Uczenie maszynowe, statystyczne przetwarzanie danych i zastosowanie w przetwarzaniu sygnałów

Panel

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

Host institution

Uniwersytet Rzeszowski, Wydział Matematyczno-Przyrodniczy

Voivodeship: podkarpackie

Other projects carried out by the institution »

Principal investigator (from the host institution)

dr hab. Jan Bazan

Number of co-investigators in the project: 7

Call

OPUS 5 – announced on 2013-03-15

Amount awarded
430 560 PLN
Project start date
2014-02-17
Project end date
2018-02-16
Project duration
48 months (the same as in the proposal)
Project status
Project settled

Equipment purchased [PL]

  1. Serwer dedykowany do przechowywania danych medycznych wraz z niezbędnym osprzętem i oprogramowaniem (Microsoft Windows Server, LCD, nagrywarka Blue-Ray, UPS, RAID). Cost: 26 500 PLN
  2. Stacja robocza dedykowana do analizy danych medycznych wraz z niezbędnym osprzętem i oprogramowaniem (Microsoft Windows, Microsoft Office, nagrywarka Blue-Ray, profesjonalny monitor LCD, min 24', FULL HD). Cost: 40 000 PLN
  3. System do analizy EKG metodą Holtera wraz ze stanowiskiem diagnostyki medycznej (LCD, drukarka laserowa). Cost: 27 500 PLN
  4. Zewnętrzny 2.5-calowy dysk twardy o pojemności co najmniej 1 TB. Cost: 1 400 PLN

Information in the final report

Publication in academic press/journals (5)

  1. Composition of interval-valued fuzzy relations using aggregation functions

    Authors:
    M. Elkano, J. A. Sanz, M. Galar, B. Pękala , U. Bentkowska
    Academic press:
    Information Sciences (year: 2016, volume: 369, pages: 690-703), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ins.2016.07.048 – link to the publication

  2. Dyskretyzacja z nadzorem tablic danych przy użyciu wielordzeniowego procesora karty graficznej (GPU)

    Authors:
    Maciura, Ł.
    Academic press:
    PRZEGLĄD ELEKTROTECHNICZNY (year: 2014, volume: 5, pages: 114-117), Publisher: SIGMA-NOT
    Status:
    Published
    DOI:
    10.12915/pe.2014.05.026 – link to the publication

  3. A classifier based on a decision tree with verifying cuts

    Authors:
    J.G. Bazan, S. Bazan-Socha, S. Burgewa-Czuma, L. Dydo, W. Rzasa
    Academic press:
    Fundamenta Informaticae (year: 2016, volume: 143, pages: 1--18), Publisher: IOS Press
    Status:
    Published
    DOI:
    10.3233/FI-2016-1300 – link to the publication

  4. Classifiers for Behavioral Patterns Identification Induced from Huge Temporal Data

    Authors:
    Bazan, J., G., Szpyrka, M., Szczur, A., Dydo, L., Wojtowicz, H.
    Academic press:
    Fundamenta Informaticae (year: 2016, volume: 143, pages: 19-34), Publisher: IOS Press
    Status:
    Published
    DOI:
    10.3233/FI-2016-1301 – link to the publication

  5. The Method for Describing Changes in the Perception of Stenosis in Blood Vessels Caused by an Additional Drug

    Authors:
    Buregwa-Czuma, S., Bazan, J., Zareba, L., Bazan-Socha, S., Rewerska, B., Pardel, P., W., Dydo, L.
    Academic press:
    Fundamenta Informaticae (year: 2016, volume: 147, pages: 193-207), Publisher: IOS Press
    Status:
    Published
    DOI:
    10.3233/FI-2016-1404 – link to the publication

Articles in post-conference publications (13)

  1. An Approach for Resolving Conflicts in Automatic Medical Objects Classification

    Authors:
    Przemyslaw Wiktor Pardel, Jan G. Bazan, Jacek Zarychta, Stanislawa Bazan-Socha
    Conference:
    The Workshop on Concurrency, Specification and Programming (CS&P 2015), Rzeszów, Poland (year: 2015, pages: 73-84), Publisher: Uniwersytet Rzeszowski
    Date:
    conference September 28-30, 2015
    Status:
    Published

  2. The Method for Describing Changes in the Perception of Stenosis in Blood Vessels Caused by an Additional Drug

    Authors:
    Buregwa-Czuma, S., Bazan, J., G., Zareba, L., Bazan-Socha, S., Pardel, P., W., Sokolowska, B., Dydo, L.
    Conference:
    The Workshop on Concurrency, Specification and Programming (CS&P 2015), Rzeszów, Poland (year: 2015, pages: 115-125), Publisher: Uniwersytet Rzeszowski
    Date:
    conference September 28-30, 2015
    Status:
    Published

  3. Extracting of temporal patterns from data for hierarchical classifiers construction

    Authors:
    Szpyrka, M., Szczur, A., Bazan, J., G., Dydo, L.
    Conference:
    The 2nd international conference on cybernetics (CYBCONF 2015) (year: 2015, pages: 330-335), Publisher: IEEE
    Date:
    conference 24–26 June 2015
    Status:
    Published

  4. Multi-class classification problems for the k-NN algorithm in the case of missing values

    Authors:
    Bentkowska, U., Bazan, J., G., Mrukowicz, M., Zaręba, L., Molenda, P.
    Conference:
    2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (year: 2020, pages: 46030), Publisher: IEEE
    Date:
    conference 19-24 July 2020, Glasgow, United Kingdom
    Status:
    Published

  5. A Classifier Based on a Decision Tree with Temporal Cuts

    Authors:
    Bazan, J., G., Szczur, A., Rzepko,M., Król, P., Skowron, A.
    Conference:
    The International Workshop on Concurrency, Specification and Programming (CS&P 2017) (year: 2017, pages: Wersja sprawozdan elektronicznych w przygotowaniu), Publisher: University of Warsaw: http://csp2017.mimuw.edu.pl/data/uploads/papers/CSP2017_paper_9.pdf
    Date:
    conference September 25-28, 2017
    Status:
    Published

  6. A two-level classifier for automatic medical objects classification.

    Authors:
    Przemyslaw Wiktor Pardel, Jan G. Bazan, Jacek Zarychta, Stanislawa Bazan-Socha
    Conference:
    Federated Conference on Computer Science and Information Systems 2015 (year: 2015, pages: 139-143), Publisher: IEEE
    Date:
    conference 13-16 Sept. 2015
    Status:
    Published

  7. A new method of building a more effective ensemble classifiers

    Authors:
    Bazan, J., G., Drygaś, P., Zaręba, L., Molenda, P.
    Conference:
    2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (year: 2020, pages: 46028), Publisher: IEEE
    Date:
    conference 19-24 July 2020, Glasgow, United Kingdom
    Status:
    Published

  8. The distributivity law as a tool of k-NN classifiers' aggregation: mining a cyber-attack data set

    Authors:
    Rak, E., Bazan, J., G., Szczur, A., Rzasa
    Conference:
    2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) (year: 2020, pages: 46030), Publisher: IEEE
    Date:
    conference 19-24 July 2020, Glasgow, United Kingdom
    Status:
    Published

  9. Classifiers for Behavioral Patterns Identification Induced from Huge Temporal Data

    Authors:
    Bazan, J., G., Szpyrka, M., Szczur, A., Dydo, L., Wojtowicz, H.
    Conference:
    The Workshop on Concurrency, Specification and Programming (CS&P 2014), Chemnitz, Germany, 2014 (year: 2014, pages: 22-33), Publisher: Humboldt University
    Date:
    conference September 29-October 1
    Status:
    Published

  10. A classifier based on a decision tree with verifying cuts

    Authors:
    Bazan, J., G., Bazan-Socha, S., Buregwa-Czuma, Dydo, L., Rzasa, W., Skowron, A
    Conference:
    The Workshop on Concurrency, Specification and Programming (CS&P 2014), Chemnitz, Germany, 2014 (year: 2014, pages: 13-21), Publisher: Humboldt University
    Date:
    conference September 29-October 1
    Status:
    Published

  11. Verifying cuts as a tool for improving a classifier based on a decision tree

    Authors:
    Łukasz Dydo, Jan G. Bazan, Sylwia Buregwa-Czuma, Wojciech Rząsa, Andrzej Skowron
    Conference:
    The Federated Conference on Computer Science and Information Systems (FedCIS 2016) (year: 2016, pages: 17–20), Publisher: IEEE
    Date:
    conference Gdańsk, September 11-14, 2016
    Status:
    Published

  12. Resolving the Conflicts Between Cuts in a Decision Tree with Verifying Cuts

    Authors:
    Buregwa-Czuma, S., Bazan, J., G., Bazan-Socha, S., Rząsa, W., Dydo, L., Skowron,A.
    Conference:
    Rough Sets - International Joint Conference (IJCRS 2017) (year: 2017, pages: 403--422), Publisher: Springer, Heidelberg
    Date:
    conference July 3-7, 2017
    Status:
    Published

  13. Automatic Medical Objects Classification Based on Data Sets and Domain Knowledge

    Authors:
    Przemyslaw Wiktor Pardel, Jan G. Bazan, Jacek Zarychta, Stanislawa Bazan-Socha
    Conference:
    11th International Conference, Beyond Databases, Architectures and Structures (BDAS 2015) (year: 2015, pages: 415-424), Publisher: Springer International Publishing
    Date:
    conference May 26-29, 2015
    Status:
    Published

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Graphic design and implementation: Jakub Piotrowski