Vesal Ahsani, Anuj Sharma, C. Hegde, Skylar Knickerbocker, N. Hawkins
{"title":"Improving Probe-Based Congestion Performance Metrics Accuracy by Using Change Point Detection","authors":"Vesal Ahsani, Anuj Sharma, C. Hegde, Skylar Knickerbocker, N. Hawkins","doi":"10.1007/s42421-020-00017-w","DOIUrl":"https://doi.org/10.1007/s42421-020-00017-w","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128875161","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Factors Affecting International Border Crossing Delays Based Upon a Rich Bluetooth Dataset","authors":"Andrew P. Bartlett, C. Qiao, Qing He, A. Sadek","doi":"10.1007/s42421-020-00016-x","DOIUrl":"https://doi.org/10.1007/s42421-020-00016-x","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"133 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122430589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Forecasting Risk of Service Failures Between Successive Rail Inspections: A Data-Driven Approach","authors":"F. Ghofrani, Naresh Kumar Chava, Qing He","doi":"10.1007/s42421-020-00015-y","DOIUrl":"https://doi.org/10.1007/s42421-020-00015-y","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117109043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Impact of Bikesharing Pricing Policies on Usage and Revenue: An Evaluation Through Curation of Large Datasets from Revenue Transactions and Trips","authors":"M. Venigalla, Shruthi Kaviti, T. Brennan","doi":"10.1007/s42421-020-00014-z","DOIUrl":"https://doi.org/10.1007/s42421-020-00014-z","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"100 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117259454","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Greg P. Griffin, M. Mulhall, Chris Simek, W. Riggs
{"title":"Mitigating Bias in Big Data for Transportation","authors":"Greg P. Griffin, M. Mulhall, Chris Simek, W. Riggs","doi":"10.1007/s42421-020-00013-0","DOIUrl":"https://doi.org/10.1007/s42421-020-00013-0","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122253397","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Greg P. Griffin, M. Mulhall, Chris Simek, W. Riggs
{"title":"Mitigating Bias in Big Data for Transportation","authors":"Greg P. Griffin, M. Mulhall, Chris Simek, W. Riggs","doi":"10.31235/osf.io/trbv9","DOIUrl":"https://doi.org/10.31235/osf.io/trbv9","url":null,"abstract":"Emerging big data resources and practices provide opportunities to improve transportation safety planning and outcomes. However, researchers and practitioners recognise that big data from mobile phones, social media, and on-board vehicle systems include biases in representation and accuracy, related to transportation safety statistics. This study examines both the sources of bias and approaches to mitigate them through a review of published studies and interviews with experts. Coding of qualitative data enabled topical comparisons and reliability metrics. Results identify four categories of bias and mitigation approaches that concern transportation researchers and practitioners: sampling, measurement, demographics, and aggregation. This structure for understanding and working with bias in big data supports research with practical approaches for rapidly evolving transportation data sources.","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121434025","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Laiyun Wu, J. E. Kang, Younshik Chung, Alexander G. Nikolaev
{"title":"Monitoring Multimodal Travel Environment Using Automated Fare Collection Data: Data Processing and Reliability Analysis","authors":"Laiyun Wu, J. E. Kang, Younshik Chung, Alexander G. Nikolaev","doi":"10.1007/s42421-019-00012-w","DOIUrl":"https://doi.org/10.1007/s42421-019-00012-w","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122299074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
André Romano Alho, Takanori Sakai, M. H. Chua, Kyungsoo Jeong, Peiyu Jing, M. Ben-Akiva
{"title":"Exploring Algorithms for Revealing Freight Vehicle Tours, Tour-Types, and Tour-Chain-Types from GPS Vehicle Traces and Stop Activity Data","authors":"André Romano Alho, Takanori Sakai, M. H. Chua, Kyungsoo Jeong, Peiyu Jing, M. Ben-Akiva","doi":"10.1007/s42421-019-00011-x","DOIUrl":"https://doi.org/10.1007/s42421-019-00011-x","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131006569","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Measuring Traffic in Cities Through a Large-Scale Online Platform","authors":"V. Verendel, S. Yeh","doi":"10.1007/s42421-019-00007-7","DOIUrl":"https://doi.org/10.1007/s42421-019-00007-7","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133362150","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"GPU-Enabled Visual Analytics Framework for Big Transportation Datasets","authors":"Y. Adu-Gyamfi","doi":"10.1007/s42421-019-00010-y","DOIUrl":"https://doi.org/10.1007/s42421-019-00010-y","url":null,"abstract":"","PeriodicalId":356644,"journal":{"name":"Journal of Big Data Analytics in Transportation","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128463624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}