Development and Application of Imputation Technique Based on NPR for Missing Traffic Data |
Jang, Hyeon-Ho
(서울대학교 환경대학원)
Han, Dong-Hui (한국도로공사 도로교통연구원) Lee, Tae-Gyeong (한양대학교 도시공학과) Lee, Yeong-In (서울대학교 환경대학원) Won, Je-Mu (한양대학교 도시공학과) |
1 | Mulhern, F. J. and R. J. Caprara (1994), "A nearest neighbor model for forecasting market response", International Journal of Forecasting, Vol. 10, No. 2, pp.191∼207. DOI ScienceOn |
2 | Oswald R. K., Scherer W.T. and Smith B.L.(2000), "Traffic flow forecasting using approximate Nearest Neighbor Nonparametric regression", Research project report for U.S. DOT University transportation center. |
3 | Qi, Y., and Smith, B.L. (2004), "Identifying nearest-neighbors in a large-scale incident data archive", TRR, 1879, pp.89∼98. DOI |
4 | Robinson, P. (1983), "Nonparametric estimators for time series", Journal of Time Series Analysis, Vol. 4, No 3, pp.185∼207. DOI |
5 | Smith, B.L. (1995), "Forecasting freeway traffic flow for intelligent transportation system applications", Doctorial dissertation. Department of civil engineering, University of Virginia, Charlottesville. |
6 | Smith B.L., and Conklin J.H. (2002), "The use of local lane distribution patterns to estimate missing data values from traffic monitoring systems", TRR, Vol. 1811, pp.50∼56. DOI |
7 | Smith, B.L., B.M. Williams, and R.K. Oswald (2002), "Comparison of parametric and nonparametric models for traffic flow forecasting", TR Part C, Vol. 10. pp.303∼321. DOI ScienceOn |
8 | Sun, H. et al. (2003), "Use of local linear re- gression for short-term traffic forecasting", TRR, 1936, pp.143∼150. |
9 | 김정연․이영인․백승걸․남궁성(2006), "차량 검지자료 결측 보정처리에 관한 연구(이력자료 활용방안을 중심으로)", 대한교통학회지, 제24권 제7호, 대한교통학회, pp.27∼40. 과학기술학회마을 |
10 | 김현석․남두희․임강원․이영인(2007), "순환확률분포를 이용한 교통량 결측자료 보정 모형", 대학교통학회지, 제25권 제4호, 대한교통학회, pp.109∼121. 과학기술학회마을 |
11 | Chen, C., Kwon, J., Rice, J., Skabardonis, A., and Varaiya, P. (2003), "Detecting errors and imputing missing data for single loop surveillance systems", TRR Vol. 1855, pp.160∼167. DOI ScienceOn |
12 | 하정아․박재화․김성현(2007), "일반국도 상시 교통량자료를 이용한 교통량 결측자료 추정", 대학교통학회지, 제25권 제1호, 대한교통학회, pp.121∼132. 과학기술학회마을 |
13 | Altman, N.S. (1992), "An introduction to kernel and nearest-neighbor nonparametric regression", The American Statistician, Vol. 46, No. 3, pp.175∼185. |
14 | Chang, H. et al. (2010), "Dynamic multi- interval bus travel time prediction using bus transit data", Transportmetrica, Vol. 6. No. 1, pp.19∼38. DOI |
15 | Ni, D., Leonard, J.D., Guin, A., Feng, C. (2005), "Multiple imputation scheme for overcoming the missing values and variability issues in ITS data", JTE, Vol. 131, Issue 12, pp.931∼938. |
16 | Davis, G. and Nihan, N. (1991), "Nonparametric regression and short-term freeway traffic fore- casting", JTE, Vol. 117, No. 2, pp.178∼188. |
17 | Disbro, J.E., Frame, M. (1989), "Traffic flow theory and chaotic behavior", New York State Department of Transportation Report FHWA/NY/SR-98/91, New York. |
18 | Karlsson, M. and S. Yakowitz (1987), "Rainfall-runoff forecasting methods, old and new", Stochastic Hydrology and Hydraulics, Vol. 1, No. 4, pp.303∼318. DOI |
19 | 이승재․백남철․권희정(2002), "단기조사 교통량을 이용한 AADT 추정연구", 대한교통학회지, 제20권 제6호, 대한교통학회, pp.59∼68. 과학기술학회마을 |
20 | 이승재․백남철․권희정․최대순․도명식(2001), "불규칙변동 분해 시계열분석 기법을 사용한 AADT 추정", 대한교통학회지, 제19권 제6호, 대한교통학회, pp.65∼73. |
21 | 강원의․백남철․윤해경(2004), "AIC(AKaike's Information Criterion)을 이용한 교통량 예측 모형", 대한교통학회지, 제22권 제7호, 대한교통학회, pp.155∼159. 과학기술학회마을 |