{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,27]],"date-time":"2026-07-27T15:23:44Z","timestamp":1785165824235,"version":"3.55.0"},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2018,3,29]],"date-time":"2018-03-29T00:00:00Z","timestamp":1522281600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Electron Markets"],"published-print":{"date-parts":[[2019,3]]},"DOI":"10.1007\/s12525-018-0292-7","type":"journal-article","created":{"date-parts":[[2018,4,4]],"date-time":"2018-04-04T03:02:14Z","timestamp":1522810934000},"page":"125-140","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":16,"title":["Enabling crowdsensing-based road condition monitoring service by intermediary"],"prefix":"10.1007","volume":"29","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3016-0668","authenticated-orcid":false,"given":"Kevin","family":"Laubis","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marcel","family":"Konstantinov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Viliam","family":"Simko","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander","family":"Gr\u00f6schel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Christof","family":"Weinhardt","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,3,29]]},"reference":[{"issue":"10","key":"292_CR1","first-page":"131","volume":"83","author":"G Allmendinger","year":"2005","unstructured":"Allmendinger, G., & Lombreglia, R. (2005). Four strategies for the age of smart services. Harvard Business Review, 83(10), 131.","journal-title":"Harvard Business Review"},{"issue":"2","key":"292_CR2","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1111\/j.1538-4632.1995.tb00338.x","volume":"27","author":"L Anselin","year":"1995","unstructured":"Anselin, L. (1995). Local indicators of spatial association - LISA. Geographical Analysis, 27(2), 93\u2013115.","journal-title":"Geographical Analysis"},{"issue":"3","key":"292_CR3","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1007\/s00146-013-0464-0","volume":"29","author":"A-V Anttiroiko","year":"2014","unstructured":"Anttiroiko, A.-V., Valkama, P., Bailey, S.J. (2014). Smart cities in the new service economy: building platforms for smart services. AI & Society, 29(3), 323\u2013334.","journal-title":"AI & Society"},{"issue":"4","key":"292_CR4","doi-asserted-by":"publisher","first-page":"785","DOI":"10.1287\/isre.1100.0328","volume":"21","author":"R Bapna","year":"2010","unstructured":"Bapna, R., Barua, A., Mani, D., Mehra, A. (2010). Research commentary\u2014cooperation, coordination, and governance in multisourcing: an agenda for analytical and empirical research. Information Systems Research, 21 (4), 785\u2013795.","journal-title":"Information Systems Research"},{"issue":"1-2","key":"292_CR5","doi-asserted-by":"publisher","first-page":"21","DOI":"10.1287\/serv.2.1_2.21","volume":"2","author":"S Barile","year":"2010","unstructured":"Barile, S., & Polese, F. (2010). Smart service systems and viable service systems: Applying systems theory to service science. Service Science, 2(1-2), 21\u201340.","journal-title":"Service Science"},{"key":"292_CR6","doi-asserted-by":"crossref","unstructured":"Bhoraskar, R., Vankadhara, N., Raman, B., Kulkarni, P. (2012). Wolverine: traffic and road condition estimation using smartphone sensors. In International conference on communication systems and networks comsnets2012 (pp. 1\u20136). Bangalore: IEEE.","DOI":"10.1109\/COMSNETS.2012.6151382"},{"issue":"1","key":"292_CR7","doi-asserted-by":"publisher","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"L Breiman","year":"2001","unstructured":"Breiman, L. (2001). Random forests. Machine Learning, 45(1), 5\u201332.","journal-title":"Machine Learning"},{"key":"292_CR8","unstructured":"Byun, J., & Park, S. (2011). Development of a self-adapting intelligent system for building energy saving and context-aware smart services. IEEE Transactions on Consumer Electronics, 57(1)."},{"issue":"4","key":"292_CR9","first-page":"300","volume":"1","author":"S-H Cha","year":"2007","unstructured":"Cha, S.-H. (2007). Comprehensive survey on distance\/similarity measures between probability density functions. International Journal of Mathematical Models and Methods in Applied Sciences, 1(4), 300\u2013307.","journal-title":"International Journal of Mathematical Models and Methods in Applied Sciences"},{"key":"292_CR10","doi-asserted-by":"crossref","unstructured":"Chen, K., Lu, M., Tan, G., Wu, J. (2013). CRSM: crowdsourcing based road surface monitoring. In IEEE international conference on high performance computing and communications hpcc2013 & ieee international conference on embedded and ubiquitous computing euc2013 (pp. 21512158). IEEE.","DOI":"10.1109\/HPCC.and.EUC.2013.308"},{"issue":"1","key":"292_CR11","doi-asserted-by":"publisher","first-page":"412","DOI":"10.1016\/j.dss.2012.05.048","volume":"55","author":"H Demirkan","year":"2013","unstructured":"Demirkan, H., & Delen, D. (2013). Leveraging the capabilities of service-oriented decision support systems: putting analytics and big data in cloud. Decision Support Systems, 55(1), 412\u2013421.","journal-title":"Decision Support Systems"},{"key":"292_CR12","doi-asserted-by":"publisher","first-page":"31","DOI":"10.3141\/2460-04","volume":"2460","author":"E Dennis","year":"2014","unstructured":"Dennis, E., Hong, Q., Wallace, R., Tansil, W., Smith, M. (2014). Pavement condition monitoring with crowdsourced connected vehicle data. Transportation Research Record: Journal of the Transportation Research Board, 2460, 31\u201338.","journal-title":"Transportation Research Record: Journal of the Transportation Research Board"},{"issue":"4","key":"292_CR13","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1145\/1035233.1035236","volume":"35","author":"J Dibbern","year":"2004","unstructured":"Dibbern, J., Goles, T., Hirschheim, R., Jayatilaka, B. (2004). Information systems outsourcing: a survey and analysis of the literature. ACM Sigmis Database, 35(4), 6\u2013102.","journal-title":"ACM Sigmis Database"},{"key":"292_CR14","doi-asserted-by":"crossref","unstructured":"Eriksson, J., Girod, L., Hull, B., Newton, R., Madden, S., Balakrishnan, H. (2008). The pothole patrol: using a mobile sensor network for road surface monitoring. In International conference on mobile systems, applications, and services mobisys2008 (pp. 29\u201339). New York: ACM.","DOI":"10.1145\/1378600.1378605"},{"issue":"1","key":"292_CR15","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1109\/MPE.2009.934876","volume":"8","author":"H Farhangi","year":"2010","unstructured":"Farhangi, H. (2010). The path of the smart grid. IEEE Power and Energy Magazine, 8(1), 18\u201328.","journal-title":"IEEE Power and Energy Magazine"},{"issue":"4","key":"292_CR16","first-page":"485","volume":"9","author":"L Forsl\u00f6f","year":"2015","unstructured":"Forsl\u00f6f, L., & Jones, H. (2015). Roadroid: continuous road condition monitoring with smart phones. Journal of Civil Engineering and Architecture, 9(4), 485\u2013496.","journal-title":"Journal of Civil Engineering and Architecture"},{"key":"292_CR17","doi-asserted-by":"crossref","unstructured":"Gallivan, M.J., & Oh, W. (1999). Analyzing it outsourcing relationships as alliances among multiple clients and vendors. In Hawaii international conference on systems sciences hicss1999 (pp. 15\u2013pp).","DOI":"10.1109\/HICSS.1999.772970"},{"issue":"6","key":"292_CR18","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1111\/mice.12009","volume":"28","author":"H Gao","year":"2013","unstructured":"Gao, H., & Zhang, X. (2013). A markov-based road maintenance optimization model considering user costs. Computer-Aided Civil and Infrastructure Engineering, 28(6), 451\u2013464.","journal-title":"Computer-Aided Civil and Infrastructure Engineering"},{"key":"292_CR19","doi-asserted-by":"crossref","unstructured":"Goldberg, M., Kieninger, A., Fromm, H. (2014). Organizational models for the multi-sourcing service integration and management function. In IEEE conference on business informatics cbi2014 (Vol. 2, pp. 101\u2013107).","DOI":"10.1109\/CBI.2014.43"},{"key":"292_CR20","doi-asserted-by":"crossref","unstructured":"Goldberg, M., Kieninger, A., Satzger, G., Fromm, H. (2014). Transition and delivery challenges of retained organizations in it outsourcing. In International conference on exploring services science (pp. 56\u201371).","DOI":"10.1007\/978-3-319-04810-9_5"},{"key":"292_CR21","unstructured":"Goldberg, M., Satzger, G., Kieninger, A. (2015). A capability framework for it service integration and management in multi-sourcing. In European conference on information systems ecis2015."},{"issue":"1","key":"292_CR22","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1007\/s10109-005-0154-7","volume":"7","author":"P Goovaerts","year":"2005","unstructured":"Goovaerts, P., & Jacquez, G.M. (2005). Detection of temporal changes in the spatial distribution of cancer rates using local morans i and geostatistically simulated spatial neutral models. Journal of Geographical Systems, 7(1), 137\u2013159.","journal-title":"Journal of Geographical Systems"},{"key":"292_CR23","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780199256938.001.0001","volume-title":"Intangible assets: values, measures, and risks","author":"JR Hand","year":"2003","unstructured":"Hand, J.R., & Lev, B. (2003). Intangible assets: values, measures, and risks. Oxford: OUP Oxford."},{"key":"292_CR24","unstructured":"Herz, T.P., Hamel, F., Uebernickel, F., Brenner, W. (2010). Deriving a research agenda for the management of multisourcing relationships based on a literature review. In Americas conference on information systems amcis2010."},{"issue":"1","key":"292_CR25","doi-asserted-by":"publisher","first-page":"75","DOI":"10.2307\/25148625","volume":"28","author":"AR Hevner","year":"2004","unstructured":"Hevner, A.R., March, S.T., Park, J., Ram, S. (2004). Design science in information systems research. MIS Quarterly, 28(1), 75\u2013105.","journal-title":"MIS Quarterly"},{"key":"292_CR26","unstructured":"Kohlmann, F., B\u00f6rner, R., Alt, R. (2010). A framework for the design of service maps. In Americas conference on information systems amcis2010."},{"key":"292_CR27","doi-asserted-by":"crossref","unstructured":"Laubis, K., Simko, V., Schuller, A. (2016a). Crowd Sensing of Road Conditions and its Monetary Implications on Vehicle Navigation. In International conference on internet of people iop2016 (pp. 833\u2013840). Toulouse: IEEE.","DOI":"10.1109\/UIC-ATC-ScalCom-CBDCom-IoP-SmartWorld.2016.0132"},{"key":"292_CR28","unstructured":"Laubis, K., Simko, V., Schuller, A. (2016b). Road condition measurement and assessment: A crowd based sensing approach. In International conference on information systems icis2016. Dublin: AIS."},{"key":"292_CR29","unstructured":"Laubis, K., Simko, V., Schuller, A., Weinhardt, C. (2017). Road condition estimation based on heterogeneous extended oating car data. In Hawaii international conference on system sciences hicss2017 (pp. 1582\u20131591). Waikoloa: AIS."},{"issue":"4","key":"292_CR30","doi-asserted-by":"publisher","first-page":"395","DOI":"10.1007\/s10257-008-0105-1","volume":"70","author":"PP Maglio","year":"2009","unstructured":"Maglio, P.P., Vargo, S.L., Caswell, N., Spohrer, J. (2009). The service system is the basic abstraction of service science. Information Systems and e-Business Management, 70(4), 395\u2013406.","journal-title":"Information Systems and e-Business Management"},{"key":"292_CR31","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/j.apacoust.2017.03.018","volume":"125","author":"J Masino","year":"2017","unstructured":"Masino, J., Pinay, J., Reischl, M., Gauterin, F. (2017). Road surface prediction from acoustical measurements in the tire cavity using support vector machine. Applied Acoustics, 125, 41\u201348.","journal-title":"Applied Acoustics"},{"key":"292_CR32","unstructured":"Mohan, P., Padmanabhan, V.N., Ramjee, R. (2008). Nericell: rich monitoring of road and traffic conditions using mobile smartphones. In ACM conference on embedded network sensor systems sensys2008 (pp. 323\u2013336). New York: ACM."},{"issue":"4","key":"292_CR33","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1111\/j.1538-4632.1995.tb00912.x","volume":"27","author":"JK Ord","year":"1995","unstructured":"Ord, J.K., & Getis, A. (1995). Local spatial autocorrelation statistics: distributional issues and an application. Geographical Analysis, 27(4), 286\u2013306.","journal-title":"Geographical Analysis"},{"key":"292_CR34","volume-title":"Geographic information analysis","author":"D O\u2019Sullivan","year":"2002","unstructured":"O\u2019Sullivan, D., & Unwin, D. (2002). Geographic information analysis. New York: Wiley."},{"issue":"3","key":"292_CR35","doi-asserted-by":"publisher","first-page":"45","DOI":"10.2753\/MIS0742-1222240302","volume":"24","author":"K Peffers","year":"2007","unstructured":"Peffers, K., Tuunanen, T., Rothenberger, M.A., Chatterjee, S. (2007). A design science research methodology for information systems research. Journal of Management Information Systems, 24(3), 45\u201377.","journal-title":"Journal of Management Information Systems"},{"key":"292_CR36","doi-asserted-by":"publisher","DOI":"10.1002\/9780470316887","volume-title":"Markov decision processes: discrete stochastic dynamic programming","author":"ML Puterman","year":"1994","unstructured":"Puterman, M.L. (1994). Markov decision processes: discrete stochastic dynamic programming, 1st Edn. New York: Wiley.","edition":"1st Edn."},{"key":"292_CR37","doi-asserted-by":"crossref","unstructured":"Rajam\u00e4ki, J., & Vuorinen, M. (2013). Multi-supplier integration management for public protection and disaster relief (ppdr) organizations. In International conference on information networking icoin2013 (pp. 499\u2013504).","DOI":"10.1109\/ICOIN.2013.6496430"},{"issue":"3","key":"292_CR38","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1111\/j.1745-9125.2011.00240.x","volume":"49","author":"JH Ratcliffe","year":"2011","unstructured":"Ratcliffe, J.H., Taniguchi, T., Groff, E.R., Wood, J.D. (2011). The philadelphia food patrol experiment: a randomized controlled trial of police patrol effectiveness in violent crime hotspots. Criminology, 49(3), 795\u2013831.","journal-title":"Criminology"},{"key":"292_CR39","volume-title":"The international road roughness experiment: establishing correlation and a calibration standard for measurements. (Tech. Rep. No 45)","author":"MW Sayers","year":"1986","unstructured":"Sayers, M.W., Gillespie, T.D., Queiroz, C.A.V. (1986). The international road roughness experiment: establishing correlation and a calibration standard for measurements. (Tech. Rep. No 45). Washington: The World Bank."},{"key":"292_CR40","volume-title":"Learning with kernels: support vector machines, regularization, optimization and beyond","author":"B Sch\u00f6lkopf","year":"2006","unstructured":"Sch\u00f6lkopf, B. (2006). Learning with kernels: support vector machines, regularization, optimization and beyond. Cambridge: MIT Press."},{"key":"292_CR41","unstructured":"Spohrer, J., & Maglio, P.P. (2010). Service Science: toward a smarter planet. In Introduction to service engineering (pp. 1\u201330). Hoboken: Wiley."},{"issue":"2","key":"292_CR42","doi-asserted-by":"publisher","first-page":"169","DOI":"10.1080\/13658810310001629619","volume":"18","author":"T Steenberghen","year":"2004","unstructured":"Steenberghen, T., Dufays, T., Thomas, I., Flahaut, B. (2004). Intra-urban location and clustering of road accidents using gis: a belgian example. International Journal of Geographical Information Science, 18(2), 169\u2013181.","journal-title":"International Journal of Geographical Information Science"},{"issue":"1","key":"292_CR43","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1186\/1476-072X-8-43","volume":"8","author":"R Sugumaran","year":"2009","unstructured":"Sugumaran, R., Larson, S.R., DeGroote, J.P. (2009). Spatio-temporal cluster analysis of county-based human west nile virus incidence in the continental united states. International Journal of Health Geographics, 8(1), 43.","journal-title":"International Journal of Health Geographics"},{"issue":"1","key":"292_CR44","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1175\/1520-0477(1998)079<0061:APGTWA>2.0.CO;2","volume":"79","author":"C Torrence","year":"1998","unstructured":"Torrence, C., & Compo, G. (1998). A practical guide to wavelet analysis. Bulletin of the American Meteorological Society, 79(1), 61\u201378.","journal-title":"Bulletin of the American Meteorological Society"},{"key":"292_CR45","unstructured":"Unterharnscheidt, P., & Kieninger, A. (2010). Service level management challenges and their relevance from the customers\u2019 point of view. In Americas conference on information systems amcis2010."},{"issue":"1","key":"292_CR46","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1057\/ejis.2014.36","volume":"25","author":"J Venable","year":"2016","unstructured":"Venable, J., Pries-Heje, J., Baskerville, R. (2016). FEDS: a framework for evaluation in design science research. European Journal of Information Systems, 25(1), 77\u201389.","journal-title":"European Journal of Information Systems"},{"key":"292_CR47","doi-asserted-by":"crossref","unstructured":"Wang, R.-Y., Chuang, Y.-T., Yi, C.-W. (2016). A crowdsourcing-based road anomaly classification system. In Asia-pacific network operations and management symposium apnoms2016: IEEE.","DOI":"10.1109\/APNOMS.2016.7737244"},{"key":"292_CR48","unstructured":"Watanatada, T., Harral, C., Paterson, W., Dhareshwar, A., Bhandari, A., Tsunokawa, K. (1987). The highway design and maintenance model: description of the HDM-III model, the highway design and maintenance standards series, Transportation department, Washington DC, 1 and 2, 1\u201347."},{"key":"292_CR49","unstructured":"Yagi, K. (2014). Collecting Pavement Big Data by using Smartphone (Tech. Rep.). Bali."},{"issue":"1","key":"292_CR50","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1109\/COMST.2015.2415528","volume":"18","author":"X Zhang","year":"2016","unstructured":"Zhang, X., Yang, Z., Sun, W., Liu, Y., Tang, S., Xing, K., Mao, X. (2016). Incentives for mobile crowd sensing: a survey. IEEE Communications Surveys & Tutorials, 18(1), 54\u201367.","journal-title":"IEEE Communications Surveys & Tutorials"}],"container-title":["Electronic Markets"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12525-018-0292-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12525-018-0292-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12525-018-0292-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,5]],"date-time":"2024-07-05T18:20:03Z","timestamp":1720203603000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12525-018-0292-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,3,29]]},"references-count":50,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2019,3]]}},"alternative-id":["292"],"URL":"https:\/\/doi.org\/10.1007\/s12525-018-0292-7","relation":{},"ISSN":["1019-6781","1422-8890"],"issn-type":[{"value":"1019-6781","type":"print"},{"value":"1422-8890","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,3,29]]},"assertion":[{"value":"31 March 2017","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 March 2018","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"29 March 2018","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}