Araştırma Makalesi

Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects

Cilt: 6 Sayı: 4 28 Aralık 2016
  • Ankith Reddy Pamulaparthy
  • Robert C. Creese
  • Hota V. Gangarao
  • Majid Jarıdı
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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

  1. 3f. (2014, november 04). 3f-fr. Retrieved November 13, 2014, From 3f-fr: http://3ffr. com/?lang=en.
  2. Barrodale, I. and Roberts, F. D. K., "Solution of an overdetermined system of equations in the L1 norm." Communications of the Association for Computing Machinery, 17, pp 319 320. 1974
  3. Buhai, S. "Quantile regression: Overview and selected applications," Ad-Astra-The Young Romanian Scientists' Journal, 4, 2004
  4. Foussier, P. "Improving CER Building:Basing A CER On The Median". Journal Of Cost Analysis And Parametrics, 1-3.24, 2010
  5. Hald, A. "A History Of Parametric Statistical Inference From Bernoulli To Fisher,1713- 1935," Choice Reviews Online , 44-6209-44- 6209.25., 2007
  6. Koenker, R. . Quantile Regression. Cambridge: Cambridge University Press, 1- 30, 2005
  7. Koenker, R. W., & d'Orey, V. "Algorithm AS 229: Computing regression quantiles," Applied Statistics, 383-393, 1987
  8. ORDINARY LEAST SQUARES REGRESSION (Social Science). (n.d.). Retrieved June 30, 2014, From http://whatwhen-how.com/social-sciences/ordinaryleast-squares-regression-social-science/.

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

Kaynak Göster

APA
Pamulaparthy, A. R., Creese, R. C., Gangarao, H. V., & Jarıdı, M. (2016). Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects. International Journal of Electronics Mechanical and Mechatronics Engineering, 6(4), 1293-1305. https://izlik.org/JA57KY45KP
AMA
1.Pamulaparthy AR, Creese RC, Gangarao HV, Jarıdı M. Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects. IJEMME. 2016;6(4):1293-1305. https://izlik.org/JA57KY45KP
Chicago
Pamulaparthy, Ankith Reddy, Robert C. Creese, Hota V. Gangarao, ve Majid Jarıdı. 2016. “Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects”. International Journal of Electronics Mechanical and Mechatronics Engineering 6 (4): 1293-1305. https://izlik.org/JA57KY45KP.
EndNote
Pamulaparthy AR, Creese RC, Gangarao HV, Jarıdı M (01 Aralık 2016) Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects. International Journal of Electronics Mechanical and Mechatronics Engineering 6 4 1293–1305.
IEEE
[1]A. R. Pamulaparthy, R. C. Creese, H. V. Gangarao, ve M. Jarıdı, “Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects”, IJEMME, c. 6, sy 4, ss. 1293–1305, Ara. 2016, [çevrimiçi]. Erişim adresi: https://izlik.org/JA57KY45KP
ISNAD
Pamulaparthy, Ankith Reddy - Creese, Robert C. - Gangarao, Hota V. - Jarıdı, Majid. “Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects”. International Journal of Electronics Mechanical and Mechatronics Engineering 6/4 (01 Aralık 2016): 1293-1305. https://izlik.org/JA57KY45KP.
JAMA
1.Pamulaparthy AR, Creese RC, Gangarao HV, Jarıdı M. Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects. IJEMME. 2016;6:1293–1305.
MLA
Pamulaparthy, Ankith Reddy, vd. “Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects”. International Journal of Electronics Mechanical and Mechatronics Engineering, c. 6, sy 4, Aralık 2016, ss. 1293-05, https://izlik.org/JA57KY45KP.
Vancouver
1.Ankith Reddy Pamulaparthy, Robert C. Creese, Hota V. Gangarao, Majid Jarıdı. Cost Estimation Comparisons Between Least Square Regression and Quantile Regression on Fiber Reinforced Bridge Projects. IJEMME [Internet]. 01 Aralık 2016;6(4):1293-305. Erişim adresi: https://izlik.org/JA57KY45KP