{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T21:47:34Z","timestamp":1783979254707,"version":"3.55.0"},"reference-count":58,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2019]]},"DOI":"10.1109\/access.2019.2946401","type":"journal-article","created":{"date-parts":[[2019,10,9]],"date-time":"2019-10-09T19:46:48Z","timestamp":1570650408000},"page":"148059-148072","source":"Crossref","is-referenced-by-count":118,"title":["Analyzing the Leading Causes of Traffic Fatalities Using XGBoost and Grid-Based Analysis: A City Management Perspective"],"prefix":"10.1109","volume":"7","author":[{"given":"Jun","family":"Ma","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuexiong","family":"Ding","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jack C. P.","family":"Cheng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yi","family":"Tan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vincent J. L.","family":"Gan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3325-5002","authenticated-orcid":false,"given":"Jingcheng","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","article-title":"The effect of oversampling and undersampling on classifying imbalanced text datasets","author":"liu","year":"2004"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-00296-0_5"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/en10081168"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2017.03.083"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s40708-017-0065-7"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1190\/IGC2017-351"},{"key":"ref37","first-page":"111","article-title":"Data preprocessing for supervised leaning","volume":"1","author":"kotsiantis","year":"2006","journal-title":"Int J Comput Sci"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2019.03.017"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-9473(01)00065-2"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.sbspro.2016.05.181"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.proeng.2014.07.008"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.jflm.2018.02.009"},{"key":"ref2","year":"2017","journal-title":"Usdot releases 2016 fatal traffic crash data"},{"key":"ref1","year":"2018","journal-title":"WHO 10 facts on global road safety"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2018.07.053"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2011.08.016"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2017.04.007"},{"key":"ref24","year":"2018","journal-title":"Geographical Information Systems"},{"key":"ref23","article-title":"Visualizing the feature importance for black box models","author":"casalicchio","year":"2018","journal-title":"arXiv 1804 06620"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2013.08.008"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.apenergy.2016.08.079"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2018.04.019"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2015.12.003"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2015.10.033"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.sbspro.2013.08.212"},{"key":"ref56","first-page":"170","article-title":"Analysis of 86 fatal motorcycle frontal crashes in Chongqing, China","volume":"15","author":"hui","year":"2012","journal-title":"Chin J Traumatol"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2017.12.009"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2016.01.002"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.ssci.2012.11.001"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.trpro.2017.12.113"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2018.01.035"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.trpro.2017.05.403"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.buildenv.2015.07.019"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2019.03.026"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2017.12.013"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3141\/2265-08"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jtte.2016.01.005"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2012.09.034"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2018.04.023"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jth.2016.03.001"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1080\/23311916.2018.1525812"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2015.04.007"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2014.07.006"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.trpro.2017.01.054"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2017.10.006"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.trc.2016.05.023"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.iatssr.2016.09.002"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/S0389-4304(03)00033-X"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/S0001-4575(99)00094-9"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2012.08.011"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1959.03000310039009"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/S0001-4575(03)00012-5"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/0022-4375(96)00010-2"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2017.03.004"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.buildenv.2016.01.005"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.aap.2006.05.002"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.tra.2018.04.018"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/8600701\/08863366.pdf?arnumber=8863366","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,8,10]],"date-time":"2021-08-10T19:39:40Z","timestamp":1628624380000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8863366\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"references-count":58,"URL":"https:\/\/doi.org\/10.1109\/access.2019.2946401","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]}}}