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https://doi.org/10.17535/crorr.2018.0020

Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings

Rudolf Scitovski ; Department of Mathematics, J. J. Strossmayer University of Osijek, Osijek, Croatia
Marijana Zekić Sušac ; Faculty of Economics, J. J. Strossmayer University of Osijek, Osijek, Croatia
Adela Has ; Faculty of Economics, J. J. Strossmayer University of Osijek, Osijek, Croatia

Puni tekst: engleski, pdf (3 MB) str. 255-268 preuzimanja: 81* citiraj
APA 6th Edition
Scitovski, R., Zekić Sušac, M. i Has, A. (2018). Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings. Croatian Operational Research Review, 9 (2), 255-268. https://doi.org/10.17535/crorr.2018.0020
MLA 8th Edition
Scitovski, Rudolf, et al. "Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings." Croatian Operational Research Review, vol. 9, br. 2, 2018, str. 255-268. https://doi.org/10.17535/crorr.2018.0020. Citirano 22.08.2019.
Chicago 17th Edition
Scitovski, Rudolf, Marijana Zekić Sušac i Adela Has. "Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings." Croatian Operational Research Review 9, br. 2 (2018): 255-268. https://doi.org/10.17535/crorr.2018.0020
Harvard
Scitovski, R., Zekić Sušac, M., i Has, A. (2018). 'Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings', Croatian Operational Research Review, 9(2), str. 255-268. https://doi.org/10.17535/crorr.2018.0020
Vancouver
Scitovski R, Zekić Sušac M, Has A. Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings. Croatian Operational Research Review [Internet]. 2018 [pristupljeno 22.08.2019.];9(2):255-268. https://doi.org/10.17535/crorr.2018.0020
IEEE
R. Scitovski, M. Zekić Sušac i A. Has, "Searching for an Optimal Partition of Incomplete Data with Application in Modeling Energy Efficiency of Public Buildings", Croatian Operational Research Review, vol.9, br. 2, str. 255-268, 2018. [Online]. https://doi.org/10.17535/crorr.2018.0020

Sažetak
In this paper, we consider the problem of searching for an optimal partition with the most appropriate number of clusters for an incomplete data set in which several outliers might occur. Special attention is given to the application of the Least Squares distance-like function. The procedure of preparing the incomplete data set and the outlier elimination procedure are proposed such that the clustering process gives acceptable solutions. Appropriate justifications with proof are provided for these procedures. An incremental algorithm for searching for optimal partitions with 2, 3, ... clusters is applied on the prepared data set. After that, by using the Davies-Bouldin and the Calinski Harabasz index the most appropriate number of clusters is determined. The whole procedure is organized as an algorithm given in the paper. In order to illustrate its applicability, the above steps are applied on the real data set of public buildings and their energy efficiency data, providing clear clusters that could be used for further modeling procedures.

Ključne riječi
clustering; incomplete data; missing data; optimal partition; energy efficiency of public buildings

Hrčak ID: 212392

URI
https://hrcak.srce.hr/212392

Posjeta: 173 *