Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects
Öz
This paper focuses on the Least Square (LS) regression using the mean and Quantile (M) regression analysis using median which is based on “well-Known” parametric estimation methodologies. Data from Oregon and California highway bridges were used for the comparison of the two methods. Relationships were developed to predict the unit cost of FRP repair work and FRP cost was found to have a high degree of correlation with FRP area for both Oregon and California. It was observed that the Cost Estimating Relationships (CERs) obtained by Quantile (M) regression method had the smaller Mean Absolute Deviation (MAD) values and lower Mean Absolute Percentage Error (MAPE) values than Least Square (LS) regression. The stuudy showed that Quantile Regression is much less sensitive to outliers than Least Squares Regression.
Anahtar Kelimeler
Kaynakça
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Ayrıntılar
Birincil Dil
İngilizce
Konular
Mühendislik
Bölüm
Araştırma Makalesi
Yazarlar
Ankith Reddy Pamulaparthy
Bu kişi benim
Robert C. Creese
Bu kişi benim
Hota V. Gangarao
Bu kişi benim
Majid Jarıdı
Bu kişi benim
Yayımlanma Tarihi
28 Aralık 2016
Gönderilme Tarihi
12 Nisan 2017
Kabul Tarihi
-
Yayımlandığı Sayı
Yıl 2016 Cilt: 6 Sayı: 4