{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T02:56:39Z","timestamp":1776394599660,"version":"3.51.2"},"reference-count":43,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2016,4,27]],"date-time":"2016-04-27T00:00:00Z","timestamp":1461715200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100012164","name":"863 program","doi-asserted-by":"crossref","award":["SS2014AA012303"],"award-info":[{"award-number":["SS2014AA012303"]}],"id":[{"id":"10.13039\/501100012164","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Knowl Inf Syst"],"published-print":{"date-parts":[[2017,2]]},"DOI":"10.1007\/s10115-016-0948-6","type":"journal-article","created":{"date-parts":[[2016,4,27]],"date-time":"2016-04-27T05:58:30Z","timestamp":1461736710000},"page":"383-415","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":60,"title":["Intelligent bus routing with heterogeneous human mobility patterns"],"prefix":"10.1007","volume":"50","author":[{"given":"Yanchi","family":"Liu","sequence":"first","affiliation":[]},{"given":"Chuanren","family":"Liu","sequence":"additional","affiliation":[]},{"given":"Nicholas Jing","family":"Yuan","sequence":"additional","affiliation":[]},{"given":"Lian","family":"Duan","sequence":"additional","affiliation":[]},{"given":"Yanjie","family":"Fu","sequence":"additional","affiliation":[]},{"given":"Hui","family":"Xiong","sequence":"additional","affiliation":[]},{"given":"Songhua","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Junjie","family":"Wu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2016,4,27]]},"reference":[{"key":"948_CR1","unstructured":"Ahuja RK (1993) Network flows. PhD Thesis, Technische Hochschule Darmstadt"},{"issue":"10","key":"948_CR2","doi-asserted-by":"crossref","first-page":"1787","DOI":"10.1016\/j.trb.2011.07.005","volume":"45","author":"SA Bagloee","year":"2011","unstructured":"Bagloee SA, Ceder AA (2011) Transit-network design methodology for actual-size road networks. Trans Res Part B Methodol 45(10):1787\u20131804","journal-title":"Trans Res Part B Methodol"},{"key":"948_CR3","unstructured":"Agarwal A (2004) A comparison of weekend and weekday travel behavior characteristics in urban areas. PhD Thesis, USF"},{"key":"948_CR4","doi-asserted-by":"crossref","unstructured":"Aslam J, Lim S, Pan X, Rus D (2012) City-scale traffic estimation from a roving sensor network. In: Proceedings of the 10th ACM conference on embedded network sensor systems. ACM, pp 141\u2013154","DOI":"10.1145\/2426656.2426671"},{"issue":"3","key":"948_CR5","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1145\/116873.116880","volume":"23","author":"F Aurenhammer","year":"1991","unstructured":"Aurenhammer F (1991) Voronoi diagrams: a survey of a fundamental geometric data structure. ACM Comput Surv 23(3):345\u2013405","journal-title":"ACM Comput Surv"},{"key":"948_CR6","doi-asserted-by":"crossref","unstructured":"Bastani F, Huang Y, Xie X, Powell JW (2011) A greener transportation mode: flexible routes discovery from GPS trajectory data. In: GIS. ACM, pp 405\u2013408","DOI":"10.1145\/2093973.2094034"},{"issue":"6","key":"948_CR7","doi-asserted-by":"crossref","first-page":"478","DOI":"10.1016\/j.tranpol.2007.04.009","volume":"14","author":"G Beir\u00e3o","year":"2007","unstructured":"Beir\u00e3o G, Cabral JAS (2007) Understanding attitudes towards public transport and private car: a qualitative study. Transp Policy 14(6):478\u2013489","journal-title":"Transp Policy"},{"key":"948_CR8","doi-asserted-by":"crossref","unstructured":"Borzsony S, Kossmann D, Stocker K (2001) The skyline operator. In: 17th international conference on data engineering, 2001. Proceedings. IEEE, pp 421\u2013430","DOI":"10.1109\/ICDE.2001.914855"},{"key":"948_CR9","doi-asserted-by":"crossref","DOI":"10.1201\/b12853","volume-title":"Public transit planning and operation: theory, modeling and practice","author":"A Ceder","year":"2007","unstructured":"Ceder A (2007) Public transit planning and operation: theory, modeling and practice. Elsevier, Butterworth-Heinemann, Oxford"},{"issue":"4","key":"948_CR10","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1016\/0191-2615(86)90047-0","volume":"20","author":"A Ceder","year":"1986","unstructured":"Ceder A, Wilson NHM (1986) Bus network design. Transp Res Part B Methodol 20(4):331\u2013344","journal-title":"Transp Res Part B Methodol"},{"issue":"3","key":"948_CR11","doi-asserted-by":"crossref","first-page":"184","DOI":"10.1111\/1467-8667.00309","volume":"18","author":"P Chakroborty","year":"2003","unstructured":"Chakroborty P (2003) Genetic algorithms for optimal urban transit network design. Comput Aided Civ Infrastruct Eng 18(3):184\u2013200","journal-title":"Comput Aided Civ Infrastruct Eng"},{"issue":"1","key":"948_CR12","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1080\/03052150210909","volume":"34","author":"P Chakroborty","year":"2002","unstructured":"Chakroborty P, Wivedi T (2002) Optimal route network design for transit systems using genetic algorithms. Eng Optim 34(1):83\u2013100","journal-title":"Eng Optim"},{"key":"948_CR13","doi-asserted-by":"crossref","unstructured":"Chen C, Zhang D, Zhou Z-H, Li N, Atmaca T, Li S (2013) B-planner: night bus route planning using large-scale taxi GPS traces. In: PerCom. IEEE, pp 225\u2013233","DOI":"10.1109\/PerCom.2013.6526736"},{"key":"948_CR14","doi-asserted-by":"crossref","unstructured":"de Dios Ortuzar J, Willumsen LG (2011) Modelling transport, Wiley press","DOI":"10.1002\/9781119993308"},{"issue":"1376","key":"948_CR15","first-page":"1","volume":"3","author":"Y-A Montjoye de","year":"2013","unstructured":"de Montjoye Y-A, Hidalgo CA, Verleysen M, Blondel VD (2013) Unique in the crowd: the privacy bounds of human mobility. Sci Rep 3(1376):1\u20135","journal-title":"Sci Rep"},{"issue":"1","key":"948_CR16","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1061\/(ASCE)0733-947X(2006)132:1(40)","volume":"132","author":"W Fan","year":"2006","unstructured":"Fan W, Machemehl RB (2006) Optimal transit route network design problem with variable transit demand: genetic algorithm approach. J Transp Eng 132(1):40\u201351","journal-title":"J Transp Eng"},{"issue":"8","key":"948_CR17","doi-asserted-by":"crossref","first-page":"861","DOI":"10.1016\/j.patrec.2005.10.010","volume":"27","author":"T Fawcett","year":"2006","unstructured":"Fawcett T (2006) An introduction to ROC analysis. Pattern Recognit Lett 27(8):861\u2013874","journal-title":"Pattern Recognit Lett"},{"key":"948_CR18","doi-asserted-by":"crossref","unstructured":"Ge Y, Xiong H, Tuzhilin A, Xiao K, Gruteser M, Pazzani M (2010) An energy-efficient mobile recommender system. In: KDD, pp 899\u2013908","DOI":"10.1145\/1835804.1835918"},{"key":"948_CR19","doi-asserted-by":"crossref","unstructured":"Giannotti F, Nanni M, Pinelli F, Pedreschi D (2007) Trajectory pattern mining. In: Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, pp 330\u2013339","DOI":"10.1145\/1281192.1281230"},{"issue":"7196","key":"948_CR20","doi-asserted-by":"crossref","first-page":"779","DOI":"10.1038\/nature06958","volume":"453","author":"MC Gonzalez","year":"2008","unstructured":"Gonzalez MC, Hidalgo CA, Barabasi A-L (2008) Understanding individual human mobility patterns. Nature 453(7196):779\u2013782","journal-title":"Nature"},{"issue":"10","key":"948_CR21","doi-asserted-by":"crossref","first-page":"1251","DOI":"10.1016\/j.tra.2008.03.011","volume":"42","author":"V Guihaire","year":"2008","unstructured":"Guihaire V, Hao J-K (2008) Transit network design and scheduling: a global review. Transp Res Part A Policy Pract 42(10):1251\u20131273","journal-title":"Transp Res Part A Policy Pract"},{"issue":"8","key":"948_CR22","doi-asserted-by":"crossref","first-page":"491","DOI":"10.1061\/(ASCE)0733-947X(2009)135:8(491)","volume":"135","author":"K Kepaptsoglou","year":"2009","unstructured":"Kepaptsoglou K, Karlaftis M (2009) Transit route network design problem: review. J Transp Eng 135(8):491\u2013505","journal-title":"J Transp Eng"},{"issue":"8","key":"948_CR23","doi-asserted-by":"crossref","first-page":"1115","DOI":"10.1109\/TKDE.2007.190722","volume":"20","author":"S Kim","year":"2008","unstructured":"Kim S, Shekhar S, Min M (2008) Contraflow transportation network reconfiguration for evacuation route planning. IEEE Trans Knowl Data Eng 20(8):1115\u20131129","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"3","key":"948_CR24","doi-asserted-by":"crossref","first-page":"497","DOI":"10.2307\/1910129","volume":"28","author":"AH Land","year":"1960","unstructured":"Land AH, Doig AG (1960) An automatic method of solving discrete programming problems. Econometrica 28(3):497\u2013520","journal-title":"Econometrica"},{"key":"948_CR25","doi-asserted-by":"crossref","unstructured":"Lathia N, Capra L (2011) Mining mobility data to minimise travellers\u2019 spending on public transport. In: KDD. ACM, pp 1181\u20131189","DOI":"10.1145\/2020408.2020590"},{"key":"948_CR26","doi-asserted-by":"crossref","unstructured":"Lathia N, Froehlich J, Capra L (2010) Mining public transport usage for personalised intelligent transport systems. In: ICDM, pp 887\u2013892","DOI":"10.1109\/ICDM.2010.46"},{"key":"948_CR27","unstructured":"Liu C-L, Pai T-W, Chang C-T, Hsieh C-M (2001) Path-planning algorithms for public transportation systems. In: Proceedings. 2001 IEEE intelligent transportation systems. IEEE, pp 1061\u20131066"},{"key":"948_CR28","doi-asserted-by":"crossref","unstructured":"Liu L, Hou A, Biderman A, Ratti C, Chen J (2009) Understanding individual and collective mobility patterns from smart card records: a case study in shenzhen. In: ITSC. IEEE, pp 1\u20136","DOI":"10.1109\/ITSC.2009.5309662"},{"key":"948_CR29","doi-asserted-by":"crossref","unstructured":"Liu Y, Liu C, Yuan NJ, Duan L, Fu Y, Xiong H, Xu S, Wu J (2014) Exploiting heterogeneous human mobility patterns for intelligent bus routing. In: ICDM. IEEE, pp 360\u2013369","DOI":"10.1109\/ICDM.2014.138"},{"key":"948_CR30","volume-title":"Foundations of statistical natural language processing","author":"CD Manning","year":"1999","unstructured":"Manning CD, Sch\u00fctze H (1999) Foundations of statistical natural language processing. MIT Press, Cambridge"},{"key":"948_CR31","doi-asserted-by":"crossref","unstructured":"Monreale A, Pinelli F, Trasarti R, Giannotti F (2009) Wherenext: a location predictor on trajectory pattern mining. In: Proceedings of the 15th ACM SIGKDD international conference on knowledge discovery and data mining. ACM, pp 637\u2013646","DOI":"10.1145\/1557019.1557091"},{"key":"948_CR32","unstructured":"Pratt RH, Evans IV et al (2004) Traveler response to transportation system changes. Chapter 10, Bus routing and coverage"},{"key":"948_CR33","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.tranpol.2012.11.005","volume":"25","author":"L Redman","year":"2013","unstructured":"Redman L, Friman M, G\u00e4rling T, Hartig T (2013) Quality attributes of public transport that attract car users: a research review. Transp Policy 25:119\u2013127","journal-title":"Transp Policy"},{"issue":"5968","key":"948_CR34","doi-asserted-by":"crossref","first-page":"1018","DOI":"10.1126\/science.1177170","volume":"327","author":"C Song","year":"2010","unstructured":"Song C, Zehui Q, Blumm N, Barab\u00e1si A-L (2010) Limits of predictability in human mobility. Science 327(5968):1018\u20131021","journal-title":"Science"},{"key":"948_CR35","unstructured":"Tilo S (2010) Data fitting and uncertainty: a practical introduction to weighted least squares and beyond. Vieweg, Teubner, Wiesbaden. ISBN:3834810223"},{"issue":"5","key":"948_CR36","doi-asserted-by":"crossref","first-page":"929","DOI":"10.1016\/j.physa.2010.10.033","volume":"390","author":"JB Sun","year":"2011","unstructured":"Sun JB, Yuan J, Wang Y, Si HB, Shan XM (2011) Exploring space\u2013time structure of human mobility in urban space. Phys A 390(5):929\u2013942","journal-title":"Phys A"},{"issue":"1","key":"948_CR37","doi-asserted-by":"crossref","first-page":"119","DOI":"10.3141\/1971-16","volume":"1971","author":"M Utsunomiya","year":"2006","unstructured":"Utsunomiya M, Attanucci J, Wilson N (2006) Potential uses of transit smart card registration and transaction data to improve transit planning. Trans Res Rec 1971(1):119\u2013126","journal-title":"Trans Res Rec"},{"issue":"8","key":"948_CR38","doi-asserted-by":"crossref","first-page":"839","DOI":"10.1016\/j.tra.2011.06.010","volume":"45","author":"KE Watkins","year":"2011","unstructured":"Watkins KE, Ferris B, Borning A, Rutherford GS, Layton D (2011) Where is my bus? Impact of mobile real-time information on the perceived and actual wait time of transit riders. Trans Res Part A Policy Pract 45(8):839\u2013848","journal-title":"Trans Res Part A Policy Pract"},{"issue":"11","key":"948_CR39","doi-asserted-by":"crossref","first-page":"712","DOI":"10.1287\/mnsc.17.11.712","volume":"17","author":"JY Yen","year":"1971","unstructured":"Yen JY (1971) Finding the k shortest loopless paths in a network. Manag Sci 17(11):712\u2013716","journal-title":"Manag Sci"},{"key":"948_CR40","doi-asserted-by":"crossref","unstructured":"Yuan J, Zheng Y, Xie X (2012) Discovering regions of different functions in a city using human mobility and pois. In: KDD. ACM, pp 186\u2013194","DOI":"10.1145\/2339530.2339561"},{"issue":"1","key":"948_CR41","doi-asserted-by":"crossref","first-page":"220","DOI":"10.1109\/TKDE.2011.200","volume":"25","author":"J Yuan","year":"2013","unstructured":"Yuan J, Zheng Y, Xie X, Sun G (2013) T-drive: enhancing driving directions with taxi drivers\u2019 intelligence. IEEE Trans Knowl Data Eng 25(1):220\u2013232","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"948_CR42","doi-asserted-by":"crossref","unstructured":"Yuan NJ, Wang Y, Zhang F, Xie X, Sun G (2013) Reconstructing individual mobility from smart card transactions: a space alignment approach. In: ICDM, pp 877\u2013886","DOI":"10.1109\/ICDM.2013.37"},{"key":"948_CR43","doi-asserted-by":"crossref","unstructured":"Zheng Y, Liu Y, Yuan J, Xie X (2011) Urban computing with taxicabs. In: Proceedings of the 13th international conference on Ubiquitous computing. ACM, pp 89\u201398","DOI":"10.1145\/2030112.2030126"}],"container-title":["Knowledge and Information Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10115-016-0948-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10115-016-0948-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10115-016-0948-6","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10115-016-0948-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,16]],"date-time":"2020-05-16T19:28:15Z","timestamp":1589657295000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10115-016-0948-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,4,27]]},"references-count":43,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2017,2]]}},"alternative-id":["948"],"URL":"https:\/\/doi.org\/10.1007\/s10115-016-0948-6","relation":{},"ISSN":["0219-1377","0219-3116"],"issn-type":[{"value":"0219-1377","type":"print"},{"value":"0219-3116","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,4,27]]}}}