Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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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:

classifiers rough sets behavioral patterns stable angina pectoris ECG Holter

Descriptors:

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

Panel:

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

Host institution :

Uniwersytet Rzeszowski, Wydział Matematyczno-Przyrodniczy

woj. 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 (Y-m-d): 2014-02-17

Project end date (Y-m-d): 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) (26 500 PLN)
  2. System do analizy EKG metodą Holtera wraz ze stanowiskiem diagnostyki medycznej (LCD, drukarka laserowa) (27 500 PLN)
  3. 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) (40 000 PLN)
  4. Zewnętrzny 2.5-calowy dysk twardy o pojemności co najmniej 1 TB (1 400 PLN)

Information in the final report

  • Publication in academic press/journals (5)
  • Articles in post-conference publications (13)
  1. 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 (rok: 2016, tom: 143, strony: 19-34), Wydawca: IOS Press
    Status:
    Published
    DOI:
    10.3233/FI-2016-1301 - link to the publication
  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., Zareba, L., Bazan-Socha, S., Rewerska, B., Pardel, P., W., Dydo, L.
    Academic press:
    Fundamenta Informaticae (rok: 2016, tom: 147, strony: 193-207), Wydawca: IOS Press
    Status:
    Published
    DOI:
    10.3233/FI-2016-1404 - link to the publication
  3. Dyskretyzacja z nadzorem tablic danych przy użyciu wielordzeniowego procesora karty graficznej (GPU)
    Authors:
    Maciura, Ł.
    Academic press:
    PRZEGLĄD ELEKTROTECHNICZNY (rok: 2014, tom: 5, strony: 114-117), Wydawca: SIGMA-NOT
    Status:
    Published
    DOI:
    10.12915/pe.2014.05.026 - link to the publication
  4. 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 (rok: 2016, tom: 143, strony: 1--18), Wydawca: IOS Press
    Status:
    Published
    DOI:
    10.3233/FI-2016-1300 - link to the publication
  5. 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 (rok: 2016, tom: 369, strony: 690-703), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ins.2016.07.048 - link to the publication
  1. 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 (rok: 2014, ), Wydawca: Humboldt University
    Data:
    konferencja September 29-October 1
    Status:
    Published
  2. 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) (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja 19-24 July 2020, Glasgow, United Kingdom
    Status:
    Published
  3. 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 (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 13-16 Sept. 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) (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja 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) (rok: 2017, ), Wydawca: University of Warsaw: http://csp2017.mimuw.edu.pl/data/uploads/papers/CSP2017_paper_9.pdf
    Data:
    konferencja September 25-28, 2017
    Status:
    Published
  6. 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 (rok: 2014, ), Wydawca: Humboldt University
    Data:
    konferencja September 29-October 1
    Status:
    Published
  7. 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) (rok: 2017, ), Wydawca: Springer, Heidelberg
    Data:
    konferencja July 3-7, 2017
    Status:
    Published
  8. 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 (rok: 2015, ), Wydawca: Uniwersytet Rzeszowski
    Data:
    konferencja September 28-30, 2015
    Status:
    Published
  9. 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) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja Gdańsk, September 11-14, 2016
    Status:
    Published
  10. 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) (rok: 2015, ), Wydawca: Springer International Publishing
    Data:
    konferencja May 26-29, 2015
    Status:
    Published
  11. 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 (rok: 2015, ), Wydawca: Uniwersytet Rzeszowski
    Data:
    konferencja September 28-30, 2015
    Status:
    Published
  12. 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) (rok: 2015, ), Wydawca: IEEE
    Data:
    konferencja 24–26 June 2015
    Status:
    Published
  13. 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) (rok: 2020, ), Wydawca: IEEE
    Data:
    konferencja 19-24 July 2020, Glasgow, United Kingdom
    Status:
    Published

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