메뉴 건너뛰기




Volumn 37, Issue , 2013, Pages 102-117

Vehicle classification using GPS data

Author keywords

Global Positioning System (GPS); Mobile traffic sensors; Support Vector Machine (SVM); Vehicle classification

Indexed keywords

AUTOMOBILES; GLOBAL POSITIONING SYSTEM; SUPPORT VECTOR MACHINES;

EID: 84887194076     PISSN: 0968090X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.trc.2013.09.015     Document Type: Article
Times cited : (97)

References (52)
  • 1
    • 27244440347 scopus 로고    scopus 로고
    • Applying support vector machines to imbalanced datasets
    • Proceedings of the 2004 European Conference On, Machine Learning (ECML'2004)
    • Akabani, R., Kwek, S., Japkowicz, N., 2004. Applying support vector machines to imbalanced datasets. In: Proceedings of the 2004 European Conference On, Machine Learning (ECML'2004).
    • (2004)
    • Akabani, R.1    Kwek, S.2    Japkowicz, N.3
  • 2
    • 77956649096 scopus 로고    scopus 로고
    • A survey of cross-validation procedures for model selection
    • Arlot S., Celisse A. A survey of cross-validation procedures for model selection. Statistics Surveys 2010, 4:40-79.
    • (2010) Statistics Surveys , vol.4 , pp. 40-79
    • Arlot, S.1    Celisse, A.2
  • 3
    • 13344282677 scopus 로고    scopus 로고
    • Length-based vehicle classification using images from uncalibrated video cameras
    • Proceedings of the 7th International IEEE Conference on ITS
    • Avery, R.P., Wang, Y., Rutherford, G.S., 2004. Length-based vehicle classification using images from uncalibrated video cameras. In: Proceedings of the 7th International IEEE Conference on ITS, pp. 737-742.
    • (2004) , pp. 737-742
    • Avery, R.P.1    Wang, Y.2    Rutherford, G.S.3
  • 4
    • 76149119126 scopus 로고    scopus 로고
    • Delay pattern estimation for signalized intersections using sampled travel times
    • Ban X., Herring R., Hao P., Bayen A. Delay pattern estimation for signalized intersections using sampled travel times. Transportation Research Record 2009, 2130:109-119.
    • (2009) Transportation Research Record , vol.2130 , pp. 109-119
    • Ban, X.1    Herring, R.2    Hao, P.3    Bayen, A.4
  • 5
    • 80052694728 scopus 로고    scopus 로고
    • Real time queue length estimation for signalized intersections using travel times from mobile sensors
    • Ban X., Hao P., Sun Z. Real time queue length estimation for signalized intersections using travel times from mobile sensors. Transportation Research Part C 2011, 19(6):1133-1156.
    • (2011) Transportation Research Part C , vol.19 , Issue.6 , pp. 1133-1156
    • Ban, X.1    Hao, P.2    Sun, Z.3
  • 6
    • 84887165540 scopus 로고    scopus 로고
    • Quick Response Freight Manual II
    • Washington, DC, Department of Transportation. FHWA-HOP-08-010 EDL No. 14396
    • Beagan, D., Fischer, M., Kuppam, A., 2007. Quick Response Freight Manual II. Washington, DC, Department of Transportation. Federal Highway Administration. FHWA-HOP-08-010 EDL No. 14396.
    • (2007) Federal Highway Administration
    • Beagan, D.1    Fischer, M.2    Kuppam, A.3
  • 7
    • 1942505216 scopus 로고    scopus 로고
    • Technologies for truck classification and methodologies for estimating truck vehicle miles traveled
    • Benekohal R., Girianna M. Technologies for truck classification and methodologies for estimating truck vehicle miles traveled. Transportation Research Record 2003, 1855:1-13.
    • (2003) Transportation Research Record , vol.1855 , pp. 1-13
    • Benekohal, R.1    Girianna, M.2
  • 8
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges C.J.C. A tutorial on support vector machines for pattern recognition. Data Mining and Knowledge Discovery 1998, 2(2):121-167.
    • (1998) Data Mining and Knowledge Discovery , vol.2 , Issue.2 , pp. 121-167
    • Burges, C.J.C.1
  • 9
    • 71049174072 scopus 로고    scopus 로고
    • Real-time transportation mode detection via tracking global positioning system mobile devices
    • Byon Y.J., Abdulhai B., Shalaby A. Real-time transportation mode detection via tracking global positioning system mobile devices. Journal of Intelligent Transportation Systems 2009, 13(4):161-170.
    • (2009) Journal of Intelligent Transportation Systems , vol.13 , Issue.4 , pp. 161-170
    • Byon, Y.J.1    Abdulhai, B.2    Shalaby, A.3
  • 11
    • 0035546388 scopus 로고    scopus 로고
    • Improved velocity estimation using single loop detectors
    • Coifman B. Improved velocity estimation using single loop detectors. Transportation Research Part A 2001, 35(10):863-880.
    • (2001) Transportation Research Part A , vol.35 , Issue.10 , pp. 863-880
    • Coifman, B.1
  • 12
    • 0141566255 scopus 로고    scopus 로고
    • Improved vehicle reidentification and travel time measurement on congested freeways
    • Coifman B., Ergueta E. Improved vehicle reidentification and travel time measurement on congested freeways. ASCE Journal of Transportation Engineering 2003, 129(5):475-483.
    • (2003) ASCE Journal of Transportation Engineering , vol.129 , Issue.5 , pp. 475-483
    • Coifman, B.1    Ergueta, E.2
  • 13
    • 67349285692 scopus 로고    scopus 로고
    • Speed estimation and length based vehicle classification from freeway single-loop detectors
    • Coifman B., Kim S.B. Speed estimation and length based vehicle classification from freeway single-loop detectors. Transportation Research Part C 2009, 17(4):249-264.
    • (2009) Transportation Research Part C , vol.17 , Issue.4 , pp. 249-264
    • Coifman, B.1    Kim, S.B.2
  • 15
    • 77951709090 scopus 로고    scopus 로고
    • Infrared-based system for vehicle classification
    • Microwave and Optoelectronics Conference (IMOC), 2009 SBMO/IEEE MTT-S International
    • Da Costa Filho, A.C.B., De Brito Filho, J.P., De Araujo, R.E., Benevides, C.A., 2009. Infrared-based system for vehicle classification. In: Microwave and Optoelectronics Conference (IMOC), 2009 SBMO/IEEE MTT-S International, pp. 537-540.
    • (2009) , pp. 537-540
    • Da Costa Filho, A.C.B.1    De Brito Filho, J.P.2    De Araujo, R.E.3    Benevides, C.A.4
  • 16
    • 0032776392 scopus 로고    scopus 로고
    • A statistical algorithm for estimating speed from single loop volume and occupancy measurements
    • Dailey D. A statistical algorithm for estimating speed from single loop volume and occupancy measurements. Transportation Research Part B 1999, 33(5):313-322.
    • (1999) Transportation Research Part B , vol.33 , Issue.5 , pp. 313-322
    • Dailey, D.1
  • 17
    • 35348979339 scopus 로고    scopus 로고
    • Privacy issues in vehicular ad hoc networks
    • Proceedings of the 2nd ACM International Workshop on Vehicular ad hoc Networks. ACM Press, 2005
    • Dotzer, F., 2005. Privacy issues in vehicular ad hoc networks. In: Proceedings of the 2nd ACM International Workshop on Vehicular ad hoc Networks. ACM Press, 2005.
    • (2005)
    • Dotzer, F.1
  • 18
    • 3142693458 scopus 로고    scopus 로고
    • Federal Highway Administrations (FHWA)
    • Comprehensive truck size and weight study. Internet Link. <> (accessed on 23.09.13).
    • Federal Highway Administrations (FHWA), 1997. Comprehensive truck size and weight study. Internet Link. <> (accessed on 23.09.13). http://www.trb.org/Main/Blurbs/159483.aspx.
    • (1997)
  • 21
    • 84887199233 scopus 로고    scopus 로고
    • Vehicle index estimation for signalized intersections using sample travel times
    • Transportation Research Part C. doi: (in press) doi:10.1016/j.trc.2013.06.018
    • Hao, P., Sun, X., Ban, X., Guo, D., Ji, Q., 2013. Vehicle index estimation for signalized intersections using sample travel times. Transportation Research Part C. doi: (in press). doi:10.1016/j.trc.2013.06.018.
    • (2013)
    • Hao, P.1    Sun, X.2    Ban, X.3    Guo, D.4    Ji, Q.5
  • 22
    • 0035427717 scopus 로고    scopus 로고
    • Automatic vehicle classification system with range sensors
    • Harlow C., Peng S. Automatic vehicle classification system with range sensors. Transportation Research Part C 2001, 9(4):231-247.
    • (2001) Transportation Research Part C , vol.9 , Issue.4 , pp. 231-247
    • Harlow, C.1    Peng, S.2
  • 23
    • 57349108972 scopus 로고    scopus 로고
    • Preserving privacy in GPS traces via uncertainty-aware path cloaking
    • Proceedings of ACM Conference on Computer and Communications Security
    • Hoh, B., Gruteser, M., Xiong, H., Alrabady, A., 2007. Preserving privacy in GPS traces via uncertainty-aware path cloaking. In: Proceedings of ACM Conference on Computer and Communications Security, pp. 161-171.
    • (2007) , pp. 161-171
    • Hoh, B.1    Gruteser, M.2    Xiong, H.3    Alrabady, A.4
  • 24
    • 85127507791 scopus 로고    scopus 로고
    • Virtual trip lines for distributed privacy-preserving traffic monitoring
    • Proceedings of the 6th International Conference on Mobile Systems, Applications, and Services (MobiSys 2008)
    • Hoh, B., Gruteser, M., Herring, R., Ban, X., Work, D., Herrera, J.C., Bayen, A., 2008. Virtual trip lines for distributed privacy-preserving traffic monitoring. In: Proceedings of the 6th International Conference on Mobile Systems, Applications, and Services (MobiSys 2008), pp. 15-28.
    • (2008) , pp. 15-28
    • Hoh, B.1    Gruteser, M.2    Herring, R.3    Ban, X.4    Work, D.5    Herrera, J.C.6    Bayen, A.7
  • 27
    • 2142815796 scopus 로고    scopus 로고
    • Estimation of truck traffic volume from single loop detectors with lane-to-lane speed correlation
    • Kwon J., Varaiya P., Skabardonis A. Estimation of truck traffic volume from single loop detectors with lane-to-lane speed correlation. Transportation Research Record 2003, 1856:106-117.
    • (2003) Transportation Research Record , vol.1856 , pp. 106-117
    • Kwon, J.1    Varaiya, P.2    Skabardonis, A.3
  • 28
    • 40649086418 scopus 로고    scopus 로고
    • Incorporating prior knowledge in support vector machines for classification: a review
    • Lauer F., Bloch G. Incorporating prior knowledge in support vector machines for classification: a review. Neurocomputing 2008, 71(7-9):1578-1594.
    • (2008) Neurocomputing , vol.71 , Issue.7-9 , pp. 1578-1594
    • Lauer, F.1    Bloch, G.2
  • 32
    • 0042665373 scopus 로고    scopus 로고
    • A novel signal processing technique for vehicle detection radar
    • Proceedings of IEEE MTT-S International Microwave Symposium
    • Park, S.J., Kim, T.Y., Kang, S.M., Koo, K.H., 2003. A novel signal processing technique for vehicle detection radar. In: Proceedings of IEEE MTT-S International Microwave Symposium, pp. 607-610.
    • (2003) , pp. 607-610
    • Park, S.J.1    Kim, T.Y.2    Kang, S.M.3    Koo, K.H.4
  • 33
    • 0028748362 scopus 로고
    • Estimation of speeds from single-loop freeway flow and occupancy data using cusp catastrophe theory model
    • Pushkar A., Hall F., Acha-Daza J. Estimation of speeds from single-loop freeway flow and occupancy data using cusp catastrophe theory model. Transportation Research Record 1994, 1457:149-157.
    • (1994) Transportation Research Record , vol.1457 , pp. 149-157
    • Pushkar, A.1    Hall, F.2    Acha-Daza, J.3
  • 34
    • 59249093820 scopus 로고    scopus 로고
    • How to protect privacy in floating car data systems
    • Proceedings of the Fifth ACM International Workshop on VehiculAr Inter-NETworking (VANET, 2008)
    • Rass, S., Fuchs, S., Schaffer, M., 2008. How to protect privacy in floating car data systems. In: Proceedings of the Fifth ACM International Workshop on VehiculAr Inter-NETworking (VANET, 2008), pp. 17-22.
    • (2008) , pp. 17-22
    • Rass, S.1    Fuchs, S.2    Schaffer, M.3
  • 35
    • 0027084139 scopus 로고
    • Improved discrimination of microwave vehicle profiles
    • Proceedings IEEE MTT-S International Microwave Symposium
    • Roe, H., Hobson, G.S., 1992. Improved discrimination of microwave vehicle profiles. In: Proceedings IEEE MTT-S International Microwave Symposium, pp. 715-720.
    • (1992) , pp. 715-720
    • Roe, H.1    Hobson, G.S.2
  • 37
    • 33645017484 scopus 로고    scopus 로고
    • An Investigation in the Use of Inductive Loop Signatures for Vehicle Classification
    • California PATH Research, Report UCB-ITS-PRR-2002-4
    • Sun, C., 2000. An Investigation in the Use of Inductive Loop Signatures for Vehicle Classification. California PATH Research, Report UCB-ITS-PRR-2002-4.
    • (2000)
    • Sun, C.1
  • 38
    • 0034433589 scopus 로고    scopus 로고
    • Heuristic vehicle classification using inductive signatures on freeways
    • Sun C., Ritchie S. Heuristic vehicle classification using inductive signatures on freeways. Transportation Research Record 2000, 1717:130-136.
    • (2000) Transportation Research Record , vol.1717 , pp. 130-136
    • Sun, C.1    Ritchie, S.2
  • 39
    • 83755173207 scopus 로고    scopus 로고
    • Evaluation of privacy preserving algorithms using traffic knowledge based adversary models
    • Proceedings of the IEEE ITS Conference
    • Sun, Z., Zan, B., Ban, X., Gruteser, M., Hao, P., 2011. Evaluation of privacy preserving algorithms using traffic knowledge based adversary models. In: Proceedings of the IEEE ITS Conference, pp. 1075-1082.
    • (2011) , pp. 1075-1082
    • Sun, Z.1    Zan, B.2    Ban, X.3    Gruteser, M.4    Hao, P.5
  • 40
    • 84883020300 scopus 로고    scopus 로고
    • Privacy protection methods for fine-grained urban traffic modeling using mobile sensors
    • Sun Z., Zan B., Ban X., Gruteser M. Privacy protection methods for fine-grained urban traffic modeling using mobile sensors. Transportation Research Part B 2013, 56(1):50-69.
    • (2013) Transportation Research Part B , vol.56 , Issue.1 , pp. 50-69
    • Sun, Z.1    Zan, B.2    Ban, X.3    Gruteser, M.4
  • 41
    • 33745836765 scopus 로고    scopus 로고
    • Putting people in their place: an anonymous and privacy-sensitive approach to collecting sensed data in location-based applications
    • Proceedings of CHI '06
    • Tang, K.P., Keyani, P., Fogarty, J., Hong, J.I., 2006. Putting people in their place: an anonymous and privacy-sensitive approach to collecting sensed data in location-based applications. In: Proceedings of CHI '06, pp. 93-102.
    • (2006) , pp. 93-102
    • Tang, K.P.1    Keyani, P.2    Fogarty, J.3    Hong, J.I.4
  • 44
    • 0002648330 scopus 로고    scopus 로고
    • Controlling the sensitivity of support vector machines
    • Proceedings of the International Joint Conference on Artificial Intelligence
    • Veropoulos, K., Campbell, C., Cristianini, N., 1999. Controlling the sensitivity of support vector machines. In: Proceedings of the International Joint Conference on Artificial Intelligence, pp. 55-60.
    • (1999) , pp. 55-60
    • Veropoulos, K.1    Campbell, C.2    Cristianini, N.3
  • 45
    • 77957583037 scopus 로고    scopus 로고
    • Boosting support vector machines for imbalanced datasets
    • Wang B.X., Japkowicz N. Boosting support vector machines for imbalanced datasets. Knowledge and Information System 2010, 25(1):1-20.
    • (2010) Knowledge and Information System , vol.25 , Issue.1 , pp. 1-20
    • Wang, B.X.1    Japkowicz, N.2
  • 46
    • 0034433487 scopus 로고    scopus 로고
    • Freeway traffic speed estimation with single loop outputs
    • Wang Y., Nihan N. Freeway traffic speed estimation with single loop outputs. Transportation Research Record 2000, 1727:120-126.
    • (2000) Transportation Research Record , vol.1727 , pp. 120-126
    • Wang, Y.1    Nihan, N.2
  • 47
    • 0037337534 scopus 로고    scopus 로고
    • Can single-loop detectors do the work of dual-loop detectors?
    • Wang Y., Nihan N. Can single-loop detectors do the work of dual-loop detectors?. Journal of Transportation Engineering 2003, 129(2):169-176.
    • (2003) Journal of Transportation Engineering , vol.129 , Issue.2 , pp. 169-176
    • Wang, Y.1    Nihan, N.2
  • 48
    • 33746332981 scopus 로고    scopus 로고
    • Dynamic estimation of freeway large-truck volumes based on single loop measurements
    • Wang Y., Nihan N.L. Dynamic estimation of freeway large-truck volumes based on single loop measurements. Journal of Intelligent Transportation Systems 2004, 8(3):133-141.
    • (2004) Journal of Intelligent Transportation Systems , vol.8 , Issue.3 , pp. 133-141
    • Wang, Y.1    Nihan, N.L.2
  • 49
    • 84871420715 scopus 로고    scopus 로고
    • Dynamic Recognition Model of Driver's Propensity Under Multilane Traffic Environments
    • Discrete Dynamics in Nature and Society, <> http://dx.doi.org/10.1155/2012/309415
    • Wang, X., Liu, J., Zhang, J., 2012. Dynamic Recognition Model of Driver's Propensity Under Multilane Traffic Environments. Discrete Dynamics in Nature and Society, <>. http://dx.doi.org/10.1155/2012/309415.
    • (2012)
    • Wang, X.1    Liu, J.2    Zhang, J.3
  • 50
    • 22944471697 scopus 로고    scopus 로고
    • Class-boundary alignment for imbalanced dataset learning
    • ICML 2003 Workshop on Learning from Imbalanced Data Sets II, Washington, DC
    • Wu, G., Chang, E., 2003. Class-boundary alignment for imbalanced dataset learning. In: ICML 2003 Workshop on Learning from Imbalanced Data Sets II, Washington, DC.
    • (2003)
    • Wu, G.1    Chang, E.2
  • 51
    • 83755178385 scopus 로고    scopus 로고
    • VTL zone-based path cloaking algorithm
    • Proceedings of the IEEE ITS Conference
    • Zan, B., Hao, P., Gruteser, M., Ban, X., 2011. VTL zone-based path cloaking algorithm. In: Proceedings of the IEEE ITS Conference, pp. 1525-1530.
    • (2011) , pp. 1525-1530
    • Zan, B.1    Hao, P.2    Gruteser, M.3    Ban, X.4
  • 52
    • 84874918326 scopus 로고    scopus 로고
    • Linking anonymous location traces through driving characteristics
    • Proceedings of the Third ACM Conference on Data and Application Security and Privacy (Codaspy)
    • Zan, B., Sun, Z., Gruteser, M., Ban, X., 2013. Linking anonymous location traces through driving characteristics. In: Proceedings of the Third ACM Conference on Data and Application Security and Privacy (Codaspy), pp. 293-300.
    • (2013) , pp. 293-300
    • Zan, B.1    Sun, Z.2    Gruteser, M.3    Ban, X.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.