Application of Pawlak’s Conflict Model to Generate Coalitions of Local Tables with Similar Values on Conditional Attributes
Data
2023
Tytuł czasopisma
ISSN czasopisma
Tytuł tomu
Wydawca
Wydawnictwo Politechniki Łódzkiej
Lodz University of Technology Press
Lodz University of Technology Press
Abstrakt
Generating a model or pattern based on dispersed data available
in many different tables is difficult because there can be numerous inconsistencies
in the data. One way to deal with such a problem is to analyze
conflicts and generate coalitions of consistent local tables. This paper proposes
a model in which coalitions of tables with consistent data are created
using Pawlak’s conflict analysis approach. A model, decision tree, is created
based on the aggregated data within the coalition. This way, we get rules
that better describe the concepts found in consistent local tables.
Opis
Słowa kluczowe
Pawlak conflict analysis model, independent data sources, coalitions, decision trees, dispersed data, model analizy konfliktu Pawlaka, niezależne źródła danych, koalicje, drzewa decyzyjne, dane rozproszone
Cytowanie
Przybyła-Kasperek M., Kusztal K., Application of Pawlak’s Conflict Model to Generate Coalitions of Local Tables with Similar Values on Conditional Attributes. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo
Politechniki Łódzkiej, Łódź 2023, s. 293-298, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.47.