{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,15]],"date-time":"2026-03-15T22:53:21Z","timestamp":1773615201030,"version":"3.50.1"},"reference-count":19,"publisher":"Allerton Press","issue":"3","license":[{"start":{"date-parts":[[2019,5,1]],"date-time":"2019-05-01T00:00:00Z","timestamp":1556668800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2019,5,1]],"date-time":"2019-05-01T00:00:00Z","timestamp":1556668800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Aut. Control Comp. Sci."],"published-print":{"date-parts":[[2019,5]]},"DOI":"10.3103\/s0146411619030040","type":"journal-article","created":{"date-parts":[[2019,7,23]],"date-time":"2019-07-23T06:04:29Z","timestamp":1563861869000},"page":"244-252","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Traffic Operation Data Analysis and Information Processing Based on Data Mining"],"prefix":"10.3103","volume":"53","author":[{"family":"Zhihuang Jiang","sequence":"first","affiliation":[]}],"member":"1627","published-online":{"date-parts":[[2019,7,23]]},"reference":[{"key":"7125_CR1","doi-asserted-by":"publisher","first-page":"480","DOI":"10.1109\/TSC.2016.2589243","volume":"11","author":"F. Marozzo","year":"2018","unstructured":"Marozzo, F., Talia, D., and Trunfio, P., A workflow management system for scalable data mining on clouds, IEEE Trans. Serv. Comput., 2018, vol. 11, no. 3, pp. 480\u2013492.","journal-title":"IEEE Trans. Serv. Comput."},{"key":"7125_CR2","doi-asserted-by":"publisher","first-page":"11","DOI":"10.7307\/ptt.v23i1.144","volume":"23","author":"A.T. Kashani","year":"2011","unstructured":"Kashani, A.T., Shariat-Mohaymany, A., and Ranjbari, A., Data mining approach to identify key factors of traffic injury severity, Promet-Traffic Transp., 2011, vol. 23, no. 1, pp. 11\u201317.","journal-title":"Promet-Traffic Transp."},{"key":"7125_CR3","first-page":"130","volume":"2013","author":"J. Xi","year":"2013","unstructured":"Xi, J., Gao, Z., Niu, S., et al., A hybrid algorithm of traffic accident data mining on cause analysis, Math. Probl. Eng., 2013, vol. 2013, pp. 130\u2013137.","journal-title":"Math. Probl. Eng."},{"key":"7125_CR4","first-page":"344","volume":"13","author":"C. Hu","year":"2011","unstructured":"Hu, C., Luo, N., Yan, X., and Shi, W., Traffic flow data mining and evaluation based on fuzzy clustering techniques, Int. J. Fuzzy Syst., 2011, vol. 13, no. 4, pp. 344\u2013349.","journal-title":"Int. J. Fuzzy Syst."},{"key":"7125_CR5","doi-asserted-by":"publisher","first-page":"1047","DOI":"10.1109\/TITS.2011.2144586","volume":"12","author":"W.H. Lee","year":"2011","unstructured":"Lee, W.H., Tseng, S.S., Shieh, J.L., and Chen, H.H., Discovering traffic bottlenecks in an urban network by spatiotemporal data mining on location-based services, IEEE Trans. Intell. Transp. Syst., 2011, vol. 12, no. 4, pp.\u00a01047\u20131056.","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"7125_CR6","first-page":"653","volume":"16","author":"A. Abadi","year":"2015","unstructured":"Abadi, A., Rajabioun, T., and Ioannou, P.A., Traffic flow prediction for road transportation networks with limited traffic data, IEEE Trans. Intell. Transp. Syst., 2015, vol. 16, no. 2, pp. 653\u2013662.","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"7125_CR7","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1049\/iet-its.2013.0164","volume":"9","author":"M. Berna\u015b","year":"2015","unstructured":"Berna\u015b, M., P\u0142aczek, B., Porwik, P., and Pamu\u0142a, T., Segmentation of vehicle detector data for improved k-nearest neighbours-based traffic flow prediction, IET Intell. Transp. Syst., 2015, vol. 9, no. 3, pp. 264\u2013274.","journal-title":"IET Intell. Transp. Syst."},{"key":"7125_CR8","doi-asserted-by":"publisher","first-page":"146","DOI":"10.1080\/19439962.2016.1152338","volume":"9","author":"M. Taamneh","year":"2016","unstructured":"Taamneh, M., Alkheder, S., and Taamneh, S., Data mining techniques for traffic accident modeling and prediction in the United Arab Emirates, J. Transp. Saf. Secur., 2016, vol. 9, no. 2, pp. 146\u2013166.","journal-title":"J. Transp. Saf. Secur."},{"key":"7125_CR9","doi-asserted-by":"publisher","first-page":"190","DOI":"10.1109\/TNET.2014.2362745","volume":"24","author":"W. Wang","year":"2016","unstructured":"Wang, W., Zhu, K., Ying, L., Tan, J., and Zhang, L., Map task scheduling in MapReduce with data locality: Throughput and heavy-traffic optimality, IEEE\/ACM Trans. Networking, 2016, vol. 24, no. 1, pp. 190\u2013203.","journal-title":"IEEE\/ACM Trans. Networking"},{"key":"7125_CR10","doi-asserted-by":"publisher","first-page":"1604","DOI":"10.1186\/s40064-016-3282-2","volume":"5","author":"A. Sadiq","year":"2016","unstructured":"Sadiq, A., El Fazziki, A., Ouarzazi, J., and Sadgal, M., Towards an agent based traffic regulation and recommendation system for the on-road air quality control, SpringerPlus, 2016, vol. 5, no. 1, p. 1604.","journal-title":"SpringerPlus"},{"key":"7125_CR11","doi-asserted-by":"publisher","first-page":"2703","DOI":"10.1109\/TPDS.2017.2684158","volume":"28","author":"G. Li","year":"2017","unstructured":"Li, G., Li, X., Yang, F., Teng, J., Xuan, D., and Chen, B., Traffic at-a-glance: Time-bounded analytics on large visual traffic data, IEEE Trans. Parallel Distrib. Syst., 2017, vol. 28, no. 9, pp. 2703\u20132717.","journal-title":"IEEE Trans. Parallel Distrib. Syst."},{"key":"7125_CR12","doi-asserted-by":"publisher","first-page":"11303","DOI":"10.1016\/j.eswa.2012.02.063","volume":"39","author":"S.H. Liao","year":"2012","unstructured":"Liao, S.H., Chu, P.H., and Hsiao, P.Y., Data mining techniques and applications\u2014a decade review from 2000 to 2011, Expert Syst. Appl., 2012, vol. 39, no. 12, pp. 11303\u201311311.","journal-title":"Expert Syst. Appl."},{"key":"7125_CR13","first-page":"85","volume":"42","author":"S. Slater","year":"2018","unstructured":"Slater, S., Joksimovic, S., Kovanovic, V., Baker, R.S., and Gasevic, D., Tools for educational data mining, J.\u00a0Open Learn., 2018, vol. 42, no. 1, pp. 85\u2013106.","journal-title":"J.\u00a0Open Learn."},{"key":"7125_CR14","doi-asserted-by":"publisher","first-page":"630","DOI":"10.1007\/s10766-017-0513-2","volume":"46","author":"M.M. Rathore","year":"2018","unstructured":"Rathore, M.M., Son, H., Ahmad, A., Paul, A., and Jeon, G., Real-time big data stream processing using GPU with spark over hadoop ecosystem, Int. J. Parallel Program., 2018, vol. 46, no. 3, pp. 630\u2013646.","journal-title":"Int. J. Parallel Program."},{"key":"7125_CR15","first-page":"936","volume":"25","author":"L. Yang","year":"2013","unstructured":"Yang, L., Shi, Z.Z., Liang, F., and Qi, B.Y., Parallel approach in data mining based on Hadoop cloud platform, J. Syst. Simul., 2013, vol. 25, no. 5, pp. 936\u2013944.","journal-title":"J. Syst. Simul."},{"key":"7125_CR16","first-page":"131","volume":"7","author":"X. Yang","year":"2014","unstructured":"Yang, X. and Lian, L., A new data mining algorithm based on MapReduce and Hadoop, Int.\n                           J. Signal Process. Image Process. Pattern Recognit., 2014, vol. 7, pp. 131\u2013142.","journal-title":"J. Signal Process. Image Process. Pattern Recognit."},{"key":"7125_CR17","doi-asserted-by":"crossref","unstructured":"Ravikumar, K. and Gnanabaskaran, A., ACO based spatial data mining for traffic risk analysis, International Conference on Innovative Computing Technologies, 2010, pp. 1\u20136.","DOI":"10.1109\/ICINNOVCT.2010.5440092"},{"key":"7125_CR18","doi-asserted-by":"publisher","first-page":"581","DOI":"10.1109\/JIOT.2017.2716114","volume":"5","author":"R. Jia","year":"2018","unstructured":"Jia, R., Jiang, P., Liu, L., Cui, L., and Shi, Y., Data driven congestion trends prediction of urban transportation, IEEE Internet Things J., 2018, vol. 5, no. 2, pp. 581\u2013591.","journal-title":"IEEE Internet Things J."},{"key":"7125_CR19","doi-asserted-by":"crossref","unstructured":"Geisler, S. and Quix, C., Evaluation of real-time traffic applications based on data stream mining, in Data Mining for Geoinformatics, 2014, pp. 83\u2013103.","DOI":"10.1007\/978-1-4614-7669-6_5"}],"container-title":["Automatic Control and Computer Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.3103\/S0146411619030040.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.3103\/S0146411619030040","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.3103\/S0146411619030040.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,15]],"date-time":"2026-03-15T21:56:42Z","timestamp":1773611802000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.3103\/S0146411619030040"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,5]]},"references-count":19,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2019,5]]}},"alternative-id":["7125"],"URL":"https:\/\/doi.org\/10.3103\/s0146411619030040","relation":{},"ISSN":["0146-4116","1558-108X"],"issn-type":[{"value":"0146-4116","type":"print"},{"value":"1558-108X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,5]]},"assertion":[{"value":"11 October 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 November 2018","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 December 2018","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 July 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}