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Izvorni znanstveni članak
https://doi.org/10.17559/TV-20150116001543
Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models
Silvana Petruseva
orcid.org/0000-0002-3752-513X
; Faculty of Civil Engineering, "Ss. Cyril and Methodius" University, Blv. Partizanski Odredi, 24, 1000 Skopje, Republic of Macedonia
Valentina Zileska-Pancovska
orcid.org/0000-0001-7620-4040
; Faculty of Civil Engineering, "Ss. Cyril and Methodius" University, Blv. Partizanski Odredi, 24, 1000 Skopje, Republic of Macedonia
Vahida Žujo
orcid.org/0000-0003-3380-5828
; Faculty of Civil Engineering, University Dzemal Bijedic, Univerzitetski Kampus, 88104 Mostar, Bosnia and Herzegovina
Aida Brkan-Vejzović
; Faculty of Civil Engineering, University Dzemal Bijedic, Univerzitetski Kampus, 88104 Mostar, Bosnia and Herzegovina
| Puni tekst: engleski, pdf (989 KB) | str. 1431-1438 | citiraj | |
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APA 6th Edition Petruseva, S., Zileska-Pancovska, V., Žujo, V. i Brkan-Vejzović, A. (2017). Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models. Tehnički vjesnik, 24 (5), 1431-1438. https://doi.org/10.17559/TV-20150116001543 MLA 8th Edition Petruseva, Silvana, et al. "Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models." Tehnički vjesnik, vol. 24, br. 5, 2017, str. 1431-1438. https://doi.org/10.17559/TV-20150116001543. Citirano 29.01.2020. Chicago 17th Edition Petruseva, Silvana, Valentina Zileska-Pancovska, Vahida Žujo i Aida Brkan-Vejzović. "Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models." Tehnički vjesnik 24, br. 5 (2017): 1431-1438. https://doi.org/10.17559/TV-20150116001543 Harvard Petruseva, S., et al. (2017). 'Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models', Tehnički vjesnik, 24(5), str. 1431-1438. https://doi.org/10.17559/TV-20150116001543 Vancouver Petruseva S, Zileska-Pancovska V, Žujo V, Brkan-Vejzović A. Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models. Tehnički vjesnik [Internet]. 2017 [pristupljeno 29.01.2020.];24(5):1431-1438. https://doi.org/10.17559/TV-20150116001543 IEEE S. Petruseva, V. Zileska-Pancovska, V. Žujo i A. Brkan-Vejzović, "Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models", Tehnički vjesnik, vol.24, br. 5, str. 1431-1438, 2017. [Online]. https://doi.org/10.17559/TV-20150116001543 |
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| Puni tekst: hrvatski, pdf (989 KB) | str. 1431-1438 | citiraj | |
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APA 6th Edition Petruseva, S., Zileska-Pancovska, V., Žujo, V. i Brkan-Vejzović, A. (2017). Predviđanje troškova građenja: usporedba točnosti modela linearne regresije i modela podupirućih vektora. Tehnički vjesnik, 24 (5), 1431-1438. https://doi.org/10.17559/TV-20150116001543 MLA 8th Edition Petruseva, Silvana, et al. "Predviđanje troškova građenja: usporedba točnosti modela linearne regresije i modela podupirućih vektora." Tehnički vjesnik, vol. 24, br. 5, 2017, str. 1431-1438. https://doi.org/10.17559/TV-20150116001543. Citirano 29.01.2020. Chicago 17th Edition Petruseva, Silvana, Valentina Zileska-Pancovska, Vahida Žujo i Aida Brkan-Vejzović. "Predviđanje troškova građenja: usporedba točnosti modela linearne regresije i modela podupirućih vektora." Tehnički vjesnik 24, br. 5 (2017): 1431-1438. https://doi.org/10.17559/TV-20150116001543 Harvard Petruseva, S., et al. (2017). 'Predviđanje troškova građenja: usporedba točnosti modela linearne regresije i modela podupirućih vektora', Tehnički vjesnik, 24(5), str. 1431-1438. https://doi.org/10.17559/TV-20150116001543 Vancouver Petruseva S, Zileska-Pancovska V, Žujo V, Brkan-Vejzović A. Predviđanje troškova građenja: usporedba točnosti modela linearne regresije i modela podupirućih vektora. Tehnički vjesnik [Internet]. 2017 [pristupljeno 29.01.2020.];24(5):1431-1438. https://doi.org/10.17559/TV-20150116001543 IEEE S. Petruseva, V. Zileska-Pancovska, V. Žujo i A. Brkan-Vejzović, "Predviđanje troškova građenja: usporedba točnosti modela linearne regresije i modela podupirućih vektora", Tehnički vjesnik, vol.24, br. 5, str. 1431-1438, 2017. [Online]. https://doi.org/10.17559/TV-20150116001543 |
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Sažetak
Each contract for a construction project has the costs as an essential element, so the accuracy of forecasting the construction costs can have an impact on the project realization, and also, on the project participants’ business. Data for structures (75) were used for modelling with two predictive models: linear regression model (LR) and support vector machine (SVM) model, using Bromilow’s model for cost and time relation and predictive modelling software DTREG. The mean absolute percentage error (MAPE) for the SVM model is 0.3% and for the linear regression model is 4.79%. Comparison of the models’ results pointed out that the forecasting with SVM was significantly more accurate.
Ključne riječi
construction costs; forecasting; linear regression; support vector machine
Hrčak ID: 188240
URI
https://hrcak.srce.hr/188240
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