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Volumn 14, Issue 4, 2012, Pages 389-413

Spatio-temporal autocorrelation of road network data

Author keywords

Network complexity; Network structure; Space time autocorrelation; Space time modelling; Spatial autocorrelation; Travel time prediction

Indexed keywords

AUTOCORRELATION; FORECASTING METHOD; NETWORK ANALYSIS; OBSERVATIONAL METHOD; PLANNING METHOD; PREDICTION; SPATIOTEMPORAL ANALYSIS; TRAVEL TIME;

EID: 84866918784     PISSN: 14355930     EISSN: 14355949     Source Type: Journal    
DOI: 10.1007/s10109-011-0149-5     Document Type: Article
Times cited : (143)

References (58)
  • 1
    • 0029507498 scopus 로고
    • Local indicators of spatial association: LISA
    • Anselin L (1995) Local indicators of spatial association: LISA. Geogr Anal 27(2): 1-25.
    • (1995) Geogr Anal , vol.27 , Issue.2 , pp. 1-25
    • Anselin, L.1
  • 2
    • 0027063779 scopus 로고
    • Network autocorrelation in transportation network and flow systems
    • Black WR (1992) Network autocorrelation in transportation network and flow systems. Geogr Anal 24(3): 207-222.
    • (1992) Geogr Anal , vol.24 , Issue.3 , pp. 207-222
    • Black, W.R.1
  • 3
    • 0031813561 scopus 로고    scopus 로고
    • Accidents on Belgium's motorways: a network autocorrelation analysis
    • Black WR, Thomas I (1998) Accidents on Belgium's motorways: a network autocorrelation analysis. J Transp Geogr 6(1): 23-31.
    • (1998) J Transp Geogr , vol.6 , Issue.1 , pp. 23-31
    • Black, W.R.1    Thomas, I.2
  • 5
    • 78549279534 scopus 로고    scopus 로고
    • Globalisation, networking, urbanisation: reflections on the spatial dynamics of the Information Age
    • Castells M (2010) Globalisation, networking, urbanisation: reflections on the spatial dynamics of the Information Age. Urban Stud 47(13): 2737-2745.
    • (2010) Urban Stud , vol.47 , Issue.13 , pp. 2737-2745
    • Castells, M.1
  • 6
    • 56749160623 scopus 로고    scopus 로고
    • Cross-correlation analysis and multivariate prediction of spatial time series of freeway traffic speeds
    • Chandra S, Al-Deek H (2008) Cross-correlation analysis and multivariate prediction of spatial time series of freeway traffic speeds. Transp Res Rec 2061: 64-76.
    • (2008) Transp Res Rec , vol.2061 , pp. 64-76
    • Chandra, S.1    Al-Deek, H.2
  • 7
    • 57049168201 scopus 로고    scopus 로고
    • Modeling network autocorrelation within migration flows by eigenvector spatial filtering
    • Chun Y (2008) Modeling network autocorrelation within migration flows by eigenvector spatial filtering. J Geogr Syst 10(4): 317-344.
    • (2008) J Geogr Syst , vol.10 , Issue.4 , pp. 317-344
    • Chun, Y.1
  • 8
    • 34249741279 scopus 로고
    • The problem of spatial autocorrelation
    • A. J. Scott (Ed.), London: Pion
    • Cliff AD, Ord JK (1969) The problem of spatial autocorrelation. In: Scott AJ (ed) Lond Pap in Reg Sci. Pion, London, pp 25-55.
    • (1969) Lond Pap in Reg Sci , pp. 25-55
    • Cliff, A.D.1    Ord, J.K.2
  • 9
    • 79951814374 scopus 로고    scopus 로고
    • Time evolution of complex networks: commuting systems in insular Italy
    • De Montis A, Caschili S, Chessa A (2011) Time evolution of complex networks: commuting systems in insular Italy. J. Geogr Syst 13(1): 49-65.
    • (2011) J. Geogr Syst , vol.13 , Issue.1 , pp. 49-65
    • de Montis, A.1    Caschili, S.2    Chessa, A.3
  • 10
    • 78650818807 scopus 로고    scopus 로고
    • Forecasting traffic volume with space-time ARIMA model
    • Ding Q, Wang X, Zhang X, Sun Z (2011) Forecasting traffic volume with space-time ARIMA model. Adv Mater Res 156-157: 979-983.
    • (2011) Adv Mater Res , vol.156-157 , pp. 979-983
    • Ding, Q.1    Wang, X.2    Zhang, X.3    Sun, Z.4
  • 11
    • 84970428087 scopus 로고
    • Network autocorrelation models: some Monte Carlo results
    • Doreian P, Teuter K, Wang C (1984) Network autocorrelation models: some Monte Carlo results. Sociol Methods Res 13(2): 155-200.
    • (1984) Sociol Methods Res , vol.13 , Issue.2 , pp. 155-200
    • Doreian, P.1    Teuter, K.2    Wang, C.3
  • 12
    • 0031092866 scopus 로고    scopus 로고
    • Short-term inter-urban traffic forecasts using neural networks
    • Dougherty MS, Cobbett MR (1997) Short-term inter-urban traffic forecasts using neural networks. Int J Forecast 13(1): 21-31.
    • (1997) Int J Forecast , vol.13 , Issue.1 , pp. 21-31
    • Dougherty, M.S.1    Cobbett, M.R.2
  • 13
    • 35148899272 scopus 로고    scopus 로고
    • Galton's problem as multiple network autocorrelation effects: cultural trait transmission and ecological constraint
    • Dow MM (2007) Galton's problem as multiple network autocorrelation effects: cultural trait transmission and ecological constraint. Cross-Cult Res 41(4): 336-363.
    • (2007) Cross-Cult Res , vol.41 , Issue.4 , pp. 336-363
    • Dow, M.M.1
  • 14
    • 41549096004 scopus 로고    scopus 로고
    • Global, regional, and local network autocorrelation in the standard cross-cultural sample
    • Dow MM, Eff EA (2008) Global, regional, and local network autocorrelation in the standard cross-cultural sample. Cross-Cult Res 42(2): 148-171.
    • (2008) Cross-Cult Res , vol.42 , Issue.2 , pp. 148-171
    • Dow, M.M.1    Eff, E.A.2
  • 15
  • 16
    • 0141749319 scopus 로고    scopus 로고
    • Specification and estimation of spatial panel data models
    • Elhorst JP (2003) Specification and estimation of spatial panel data models. Int Reg Sci Rev 26(3): 244-268.
    • (2003) Int Reg Sci Rev , vol.26 , Issue.3 , pp. 244-268
    • Elhorst, J.P.1
  • 17
    • 65349178340 scopus 로고    scopus 로고
    • Topology and dependency tests in spatial and network autoregressive models
    • Farber S, Páez A, Volz E (2009) Topology and dependency tests in spatial and network autoregressive models. Geogr Anal 41(2): 158-180.
    • (2009) Geogr Anal , vol.41 , Issue.2 , pp. 158-180
    • Farber, S.1    Páez, A.2    Volz, E.3
  • 18
    • 0042831198 scopus 로고    scopus 로고
    • The local spatial autocorrelation and the kernel method for identifying black zones: a comparative approach
    • Flahaut B, Mouchart M, San Martin E, Thomas I (2003) The local spatial autocorrelation and the kernel method for identifying black zones: a comparative approach. Accid Anal Prev 35(6): 991-1004.
    • (2003) Accid Anal Prev , vol.35 , Issue.6 , pp. 991-1004
    • Flahaut, B.1    Mouchart, M.2    San Martin, E.3    Thomas, I.4
  • 19
    • 0003315801 scopus 로고
    • The impact of misspecified spatial structure in linear regression models
    • L. Anselin and RJGMFlorax (Eds.), Berlin: Springer-Verlag
    • Florax RJGM, Rey S (1995) The impact of misspecified spatial structure in linear regression models. In: Anselin L, Florax RJGM (eds) New Dir in Spat Econom. Springer-Verlag, Berlin, pp 111-135.
    • (1995) New Dir in Spat Econom , pp. 111-135
    • Florax, R.J.G.M.1    Rey, S.2
  • 20
    • 0000960565 scopus 로고
    • The contiguity ratio and statistical mapping
    • Geary RC (1954) The contiguity ratio and statistical mapping. Inc Stat 5(3): 115-145.
    • (1954) Inc Stat , vol.5 , Issue.3 , pp. 115-145
    • Geary, R.C.1
  • 21
    • 2542439922 scopus 로고    scopus 로고
    • Constructing the spatial weights matrix using a local statistic
    • Getis A, Aldstadt J (2004) Constructing the spatial weights matrix using a local statistic. Geogr Anal 36(2): 90-104.
    • (2004) Geogr Anal , vol.36 , Issue.2 , pp. 90-104
    • Getis, A.1    Aldstadt, J.2
  • 22
    • 0001982911 scopus 로고    scopus 로고
    • Some guidelines for specifying the geographic weights matrix contained in spatial statistical models
    • S. L. Arlinghaus, D. A. Griffith, W. D. Drake, and J. D. Nystuen (Eds.), Boca Raton, FL: CRC Press
    • Griffith DA (1996) Some guidelines for specifying the geographic weights matrix contained in spatial statistical models. In: Arlinghaus SL, Griffith DA, Drake WD, Nystuen JD (eds) Pract Handb of Spat Stat. CRC Press, Boca Raton, FL, pp 82-148.
    • (1996) Pract Handb of Spat Stat , pp. 82-148
    • Griffith, D.A.1
  • 23
    • 77952419245 scopus 로고    scopus 로고
    • Modeling spatio-temporal relationships: retrospect and prospect
    • Griffith DA (2010) Modeling spatio-temporal relationships: retrospect and prospect. J Geogr Syst 12(2): 111-123.
    • (2010) J Geogr Syst , vol.12 , Issue.2 , pp. 111-123
    • Griffith, D.A.1
  • 25
    • 0032092907 scopus 로고    scopus 로고
    • On the quality of likelihood-based estimators in spatial autoregressive models when the data dependence structure is misspecified
    • Griffith DA, Lagona F (1998) On the quality of likelihood-based estimators in spatial autoregressive models when the data dependence structure is misspecified. J Stat Plan Inference 69(1): 153-174.
    • (1998) J Stat Plan Inference , vol.69 , Issue.1 , pp. 153-174
    • Griffith, D.A.1    Lagona, F.2
  • 26
    • 35748978568 scopus 로고    scopus 로고
    • Predicting road system speeds using spatial structure variables and network characteristics
    • Hackney JK, Bernard M, Bindra S, Axhausen KW (2007) Predicting road system speeds using spatial structure variables and network characteristics. J. Geogr Sys 9(4): 397-417.
    • (2007) J. Geogr Sys , vol.9 , Issue.4 , pp. 397-417
    • Hackney, J.K.1    Bernard, M.2    Bindra, S.3    Axhausen, K.W.4
  • 27
    • 77957925236 scopus 로고    scopus 로고
    • Analysing spatio-temporal autocorrelation with LISTA-Viz
    • Hardisty F, Klippel A (2010) Analysing spatio-temporal autocorrelation with LISTA-Viz. Int J Geogr Inf Sci 24(10): 1515-1526.
    • (2010) Int J Geogr Inf Sci , vol.24 , Issue.10 , pp. 1515-1526
    • Hardisty, F.1    Klippel, A.2
  • 28
    • 34548052471 scopus 로고    scopus 로고
    • A topological pattern of urban street networks: universality and peculiarity
    • Jiang B (2007) A topological pattern of urban street networks: universality and peculiarity. Physica A 384(2): 647-655.
    • (2007) Physica A , vol.384 , Issue.2 , pp. 647-655
    • Jiang, B.1
  • 29
    • 12344314263 scopus 로고    scopus 로고
    • Space-time modeling of traffic flow
    • Kamarianakis Y, Prastacos P (2005) Space-time modeling of traffic flow. Comput Geosci 31(2): 119-133.
    • (2005) Comput Geosci , vol.31 , Issue.2 , pp. 119-133
    • Kamarianakis, Y.1    Prastacos, P.2
  • 31
    • 33846546622 scopus 로고    scopus 로고
    • Predicting urban arterial travel time with state-space neural networks and kalman filters
    • Liu H, van Zuylen HJ, van Lint H, Salomons M (2006) Predicting urban arterial travel time with state-space neural networks and kalman filters. Transp Res Rec J Transp Res Board 1968(1): 99-108.
    • (2006) Transp Res Rec J Transp Res Board , vol.1968 , Issue.1 , pp. 99-108
    • Liu, H.1    van Zuylen, H.J.2    van Lint, H.3    Salomons, M.4
  • 35
    • 44649177511 scopus 로고    scopus 로고
    • The effect of density on the level of bias in the network autocorrelation model
    • Mizruchi MS, Neuman EJ (2008) The effect of density on the level of bias in the network autocorrelation model. Soc Netw 30: 190-200.
    • (2008) Soc Netw , vol.30 , pp. 190-200
    • Mizruchi, M.S.1    Neuman, E.J.2
  • 36
    • 76549254593 scopus 로고
    • Notes on continuous stochastic phenomena
    • Moran PAP (1950) Notes on continuous stochastic phenomena. Biometrika 37: 17-23.
    • (1950) Biometrika , vol.37 , pp. 17-23
    • Moran, P.A.P.1
  • 37
    • 77956937219 scopus 로고    scopus 로고
    • Structure and bias in the network autocorrelation model
    • Neuman EJ, Mizruchi MS (2010) Structure and bias in the network autocorrelation model. Soc Netw 32(4): 290-300.
    • (2010) Soc Netw , vol.32 , Issue.4 , pp. 290-300
    • Neuman, E.J.1    Mizruchi, M.S.2
  • 38
    • 0038718854 scopus 로고    scopus 로고
    • The structure and function of complex networks
    • Newman MEJ (2003) The structure and function of complex networks. SIAM Rev 45: 167-256.
    • (2003) SIAM Rev , vol.45 , pp. 167-256
    • Newman, M.E.J.1
  • 39
    • 0034985991 scopus 로고    scopus 로고
    • Cross-correlation bias in lag analysis of aquatic time series
    • Olden JD, Neff BD (2001) Cross-correlation bias in lag analysis of aquatic time series. Marine Biol 138(5): 1063-1070.
    • (2001) Marine Biol , vol.138 , Issue.5 , pp. 1063-1070
    • Olden, J.D.1    Neff, B.D.2
  • 40
    • 52049084119 scopus 로고    scopus 로고
    • Weight matrices for social influence analysis: an investigation of measurement errors and their effect on model identification and estimation quality
    • Páez A, Scott DM, Volz E (2008) Weight matrices for social influence analysis: an investigation of measurement errors and their effect on model identification and estimation quality. Soc Netw 30(4): 309-317.
    • (2008) Soc Netw , vol.30 , Issue.4 , pp. 309-317
    • Páez, A.1    Scott, D.M.2    Volz, E.3
  • 41
    • 73649113820 scopus 로고    scopus 로고
    • Impacts and Wider Impacts on Statistics (of Cliff and Ord's 1969 article on Spatial Autocorrelation)
    • Patil GP (2009) Impacts and Wider Impacts on Statistics (of Cliff and Ord's 1969 article on Spatial Autocorrelation). Geogr Anal 41(4): 430-435.
    • (2009) Geogr Anal , vol.41 , Issue.4 , pp. 430-435
    • Patil, G.P.1
  • 42
    • 73649109930 scopus 로고    scopus 로고
    • Network autocorrelation
    • Peeters D, Thomas I (2009) Network autocorrelation. Geogr Anal 41(4): 436-443.
    • (2009) Geogr Anal , vol.41 , Issue.4 , pp. 436-443
    • Peeters, D.1    Thomas, I.2
  • 43
    • 0018985164 scopus 로고
    • A three-stage iterative procedure for space-time modelling
    • Pfeifer PE, Deutsch SJ (1980) A three-stage iterative procedure for space-time modelling. Technometrics 22(1): 35-47.
    • (1980) Technometrics , vol.22 , Issue.1 , pp. 35-47
    • Pfeifer, P.E.1    Deutsch, S.J.2
  • 44
    • 78549272396 scopus 로고    scopus 로고
    • Introduction. Urban networks and network theory: The city as the connector of multiple networks
    • Pflieger G, Rozenblat C (2010) Introduction. Urban networks and network theory: the city as the connector of multiple networks. Urban Stud 47(13): 2723-2735.
    • (2010) Urban Stud , vol.47 , Issue.13 , pp. 2723-2735
    • Pflieger, G.1    Rozenblat, C.2
  • 45
    • 0002842180 scopus 로고
    • Shock waves on the highway
    • Richards PI (1956) Shock waves on the highway. Oper Res 4(1): 42-51.
    • (1956) Oper Res , vol.4 , Issue.1 , pp. 42-51
    • Richards, P.I.1
  • 46
    • 84952503562 scopus 로고
    • Thirteen ways to look at the correlation coefficient
    • Rodgers JL, Nicewander WA (1988) Thirteen ways to look at the correlation coefficient. Am Stat 42(1): 59-66.
    • (1988) Am Stat , vol.42 , Issue.1 , pp. 59-66
    • Rodgers, J.L.1    Nicewander, W.A.2
  • 47
    • 0036692982 scopus 로고    scopus 로고
    • Comparison of parametric and nonparametric models for traffic flow forecasting
    • Smith BL, Williams BM, Keith Oswald R (2002) Comparison of parametric and nonparametric models for traffic flow forecasting. Transp Res Part C Emerg Technol 10(4): 303-321.
    • (2002) Transp Res Part C Emerg Technol , vol.10 , Issue.4 , pp. 303-321
    • Smith, B.L.1    Williams, B.M.2    Keith Oswald, R.3
  • 48
    • 0001546571 scopus 로고
    • On the distribution of the correlation coefficient in small samples. Appendix II to the papers of "Student" and R. A. Fisher. A co-operative study
    • Soper HE, Young AW, Cave BM, Lee A, Pearson K (1917) On the distribution of the correlation coefficient in small samples. Appendix II to the papers of "Student" and R. A. Fisher. A co-operative study. Biometrika 11(4): 328-413.
    • (1917) Biometrika , vol.11 , Issue.4 , pp. 328-413
    • Soper, H.E.1    Young, A.W.2    Cave, B.M.3    Lee, A.4    Pearson, K.5
  • 49
    • 0019900501 scopus 로고
    • Specifying weights in spatial forecasting models: the results of some experiments
    • Stetzer F (1982) Specifying weights in spatial forecasting models: the results of some experiments. Env and Plan A 14(5): 571-584.
    • (1982) Env and Plan A , vol.14 , Issue.5 , pp. 571-584
    • Stetzer, F.1
  • 50
    • 33646762818 scopus 로고    scopus 로고
    • Accurate freeway travel time prediction with state-space neural networks under missing data
    • van Lint JWC, Hoogendoorn SP, van Zuylen HJ (2005) Accurate freeway travel time prediction with state-space neural networks under missing data. Transp Res Part C Emerg Technol 13(5-6): 347-369.
    • (2005) Transp Res Part C Emerg Technol , vol.13 , Issue.5-6 , pp. 347-369
    • van Lint, J.W.C.1    Hoogendoorn, S.P.2    van Zuylen, H.J.3
  • 53
    • 0032482432 scopus 로고    scopus 로고
    • Collective dynamics of "small-world" networks
    • Watts DJ, Strogatz SH (1998) Collective dynamics of "small-world" networks. Nature 393(6684): 440-442.
    • (1998) Nature , vol.393 , Issue.6684 , pp. 440-442
    • Watts, D.J.1    Strogatz, S.H.2
  • 54
    • 0344944192 scopus 로고    scopus 로고
    • Modeling and forecasting vehicular traffic flow as a seasonal ARIMA process: theoretical basis and empirical results
    • Williams BM, Hoel LA (2003) Modeling and forecasting vehicular traffic flow as a seasonal ARIMA process: theoretical basis and empirical results. J Transp Eng ASCE 129(6): 664-672.
    • (2003) J Transp Eng ASCE , vol.129 , Issue.6 , pp. 664-672
    • Williams, B.M.1    Hoel, L.A.2
  • 55
    • 10644266188 scopus 로고    scopus 로고
    • Travel-time prediction with support vector regression
    • Wu C, Ho J, Lee D (2004) Travel-time prediction with support vector regression. IEEE Trans Intell Transp Sys 5(4): 276-281.
    • (2004) IEEE Trans Intell Transp Sys , vol.5 , Issue.4 , pp. 276-281
    • Wu, C.1    Ho, J.2    Lee, D.3
  • 56
    • 34250616695 scopus 로고    scopus 로고
    • Measuring the structure of road networks
    • Xie F, Levinson D (2007) Measuring the structure of road networks. Geogr Anal 39(3): 336-356.
    • (2007) Geogr Anal , vol.39 , Issue.3 , pp. 336-356
    • Xie, F.1    Levinson, D.2
  • 57
    • 34250623691 scopus 로고    scopus 로고
    • Small-world characteristics on transportation networks: a perspective from network autocorrelation
    • Xu Z, Sui DZ (2007) Small-world characteristics on transportation networks: a perspective from network autocorrelation. J Geogr Syst 9(2): 189-205.
    • (2007) J Geogr Syst , vol.9 , Issue.2 , pp. 189-205
    • Xu, Z.1    Sui, D.Z.2
  • 58
    • 65949091372 scopus 로고    scopus 로고
    • Spatiotemporal traffic-flow dependency and short-term traffic forecasting
    • Yue Y, Yeh AGO (2008) Spatiotemporal traffic-flow dependency and short-term traffic forecasting. Environ Plan B 35(5): 762-771.
    • (2008) Environ Plan B , vol.35 , Issue.5 , pp. 762-771
    • Yue, Y.1    Yeh, A.G.O.2


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