Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

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Process-aware Analytics Support based on Conceptual Models for Event Logs

2018/27/Z/ST6/03392

Keywords:

business process process mining event logs

Descriptors:

  • ST8_11: Production planning and control
  • ST6_10: Web and information systems, database systems, internet technologies, including information retrieval and digital libraries
  • 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 :

Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie, Wydział Elektrotechniki, Automatyki, Informatyki i Inżynierii Biomedycznej

woj. małopolskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Grzegorz Nalepa 

Number of co-investigators in the project: 7

Call: UNISONO

Amount awarded: 619 643 PLN

Project start date (Y-m-d): 2019-03-29

Project end date (Y-m-d): 2022-02-27

Project duration:: 35 months (the same as in the proposal)

Project status: Project settled

Information in the final report

  • Publication in academic press/journals (10)
  • Articles in post-conference publications (5)
  1. KnAC: an approach for enhancing cluster analysis with background knowledge and explanations.
    Authors:
    Szymon Bobek, Michał Kuk, Jakub Brzegowski, Edyta Brzychczy, Grzegorz J. Nalepa
    Academic press:
    Applied Intelligence (rok: 2022, tom: N/A, strony: N/A), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1007/s10489-022-04310-9 - link to the publication
  2. Semantic Data Mining Based Decision Support for Quality Assessment in Steel Industry
    Authors:
    Maciej Szelążek, Szymon Bobek, Grzegorz J. Nalepa
    Academic press:
    Expert Systems (rok: 2023, tom: e13319, strony: N/A), Wydawca: Wiley
    Status:
    Published
    DOI:
    10.1111/exsy.13319 - link to the publication
  3. Imperative vs. declarative modeling of industrial process. The case study of the longwall shearer operation
    Authors:
    Edyta Brzychczy, Marcin Szypyrka, Jacek Korski, Grzegorz J. Nalepa
    Academic press:
    IEEE Access (rok: 2023, tom: N/A, strony: N/A), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    brak - link to the publication
  4. Conformance Checking for Time Series-aware Processes
    Authors:
    Victor Rodriguez-Fernandez, Agnieszka Trzcionkowska, Antonio Gonzalez-Pardo, Edyta Brzychczy, Grzegorz J. Nalepa, David Camacho
    Academic press:
    IEEE Transactions on Industrial Informatics (rok: 2021, tom: Vol.:17,Issue:2, strony: 871 - 881), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/TII.2020.2977126 - link to the publication
  5. Enhancing cluster analysis with explainable AI and multidimensional cluster prototypes
    Authors:
    Szymon Bobek, Michał Kuk, Grzegorz J. Nalepa
    Academic press:
    IEEE Access (rok: 2022, tom: 10, strony: 101556 - 101574), Wydawca: IEEE
    Status:
    Published
    DOI:
    10.1109/ACCESS.2022.3208957 - link to the publication
  6. Virtual reality-based parallel coordinates plots enhanced with explainable AI and data-science analytics for decision-making processes
    Authors:
    Szymon Bobek, Słąwomir K. Tadeja, Łukasz Struski, Przemysław Stachura, Timoleon Kipouros, Jacek Tabor, Grzegorz J. Nalepa, Per Ola Kristensson
    Academic press:
    Applied Sciences (rok: 2022, tom: Vol.:12,Issue:1, strony: 331), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/app12010331 - link to the publication
  7. Conformance Checking of a Longwall Shearer Operation Based on Low-Level Events
    Authors:
    Marcin Szpyrka, Edyta Brzychczy, Aneta Napieraj, Jacek Korski, Grzegorz J. Nalepa
    Academic press:
    Energies (rok: 2020, tom: 13(24), strony: 6630), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/en13246630 - link to the publication
  8. Loki – the Semantic Wiki for Collaborative Knowledge Engineering
    Authors:
    Krzysztof Kutt, Grzegorz J. Nalepa
    Academic press:
    Expert Systems with Applications (rok: 2023, tom: 224, strony: 119968), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.eswa.2023.119968 - link to the publication
  9. Semantic data mining in ubiquitous sensing: A survey.
    Authors:
    Grzegorz J. Nalepa, Szymon Bobek, Krzysztof Kutt, Martin Atzmueller
    Academic press:
    Sensors (rok: 2021, tom: Vol.:21, Issue:13, strony: 4322), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s21134322 - link to the publication
  10. DeepVATS: Deep Visual Analytics for Time Series
    Authors:
    Victor Rodriguez-Fernandez, David Montalvo, Francesco Piccialli Grzegorz J. Nalepa, David Camacho
    Academic press:
    Knowledge-Based Systems (rok: 2022, tom: N/A, strony: N/A), Wydawca: Elseview
    Status:
    Submitted
    DOI:
    brak - link to the publication
  1. Augmenting automatic clustering with expert knowledge and explanations.
    Authors:
    Szymon Bobek, Grzegorz J. Nalepa
    Conference:
    ICCS 2021: 21st International Conference on Computational Science (rok: 2021, ), Wydawca: Springer-Verlag
    Data:
    konferencja 16-18 Czerwca 2021
    Status:
    Published
  2. Cluster Discovery from Sensor Data Incorporating Expert Knowledge
    Authors:
    Szymon Bobek, Agnieszka Trzcinkowska, Edyta Brzychczy, Grzegorz J. Nalepa
    Conference:
    Workshop of Knowledge Representation & Representation Learning KR4L, ECAI 2020 (rok: 2021, ), Wydawca: CEUR-WS.org
    Data:
    konferencja wrzesień 2020
    Status:
    Published
  3. Explainable clustering with multidimensional bounding boxes
    Authors:
    Michał Kuk, Szymon Bobek, Grzegorz J. Nalepa
    Conference:
    2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA) (rok: 2021, ), Wydawca: IEEE
    Data:
    konferencja 6-9 Października 2021
    Status:
    Published
  4. Explanation-driven model stacking
    Authors:
    Szymon Bobek, Maciej Mozolewski, Grzegorz J. Nalepa
    Conference:
    ICCS 2021: 21st International Conference on Computational Science (rok: 2021, ), Wydawca: Springer International Publishing
    Data:
    konferencja 16-18 Czerwca 2021
    Status:
    Published
  5. Towards the Modeling of the Hot Rolling Industrial Process. Preliminary Results
    Authors:
    Maciej Szelążek, Szymon Bobek, Antonio Gonzalez-Pardo, Grzegorz J. Nalepa
    Conference:
    IDEAL 2020: Intelligent Data Engineering and Automated Learning – IDEAL 2020 (rok: 2020, ), Wydawca: Springer, Cham.
    Data:
    konferencja 4-6.11
    Status:
    Published

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