{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,1]],"date-time":"2026-07-01T19:15:27Z","timestamp":1782933327984,"version":"3.54.5"},"reference-count":54,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2021,2,1]],"date-time":"2021-02-01T00:00:00Z","timestamp":1612137600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2021,2,1]],"date-time":"2021-02-01T00:00:00Z","timestamp":1612137600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2021,2,1]],"date-time":"2021-02-01T00:00:00Z","timestamp":1612137600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61802388"],"award-info":[{"award-number":["61802388"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61702433"],"award-info":[{"award-number":["61702433"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61872389"],"award-info":[{"award-number":["61872389"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["41701452"],"award-info":[{"award-number":["41701452"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772456"],"award-info":[{"award-number":["61772456"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U1609217"],"award-info":[{"award-number":["U1609217"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Visual. Comput. Graphics"],"published-print":{"date-parts":[[2021,2]]},"DOI":"10.1109\/tvcg.2020.3030410","type":"journal-article","created":{"date-parts":[[2020,10,16]],"date-time":"2020-10-16T19:45:20Z","timestamp":1602877520000},"page":"839-848","source":"Crossref","is-referenced-by-count":38,"title":["Revisiting the Modifiable Areal Unit Problem in Deep Traffic Prediction with Visual Analytics"],"prefix":"10.1109","volume":"27","author":[{"given":"Wei","family":"Zeng","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Chengqiao","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Juncong","family":"Lin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jincheng","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiazhi","family":"Xia","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Cagatay","family":"Turkay","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wei","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1038\/srep01001"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3290605.3300831"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/PacificVis48177.2020.2785"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346321"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744018"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744358"},{"key":"ref37","first-page":"5998","article-title":"Attention is all you need","author":"vaswani","year":"0","journal-title":"NIPS"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2014.2346265"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744158"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2017.2744159"},{"key":"ref28","first-page":"3032","article-title":"Atom: A grammar for unit visualizations","volume":"24","author":"park","year":"2018","journal-title":"IEEE TVCG"},{"key":"ref27","author":"openshaw","year":"1984","journal-title":"The Modifiable Areal Unit Problem"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376350"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1538-4632.1995.tb00338.x"},{"key":"ref1","first-page":"205","article-title":"Spatial generalization and aggregation of massive movement data","volume":"17","author":"andrienko","year":"2011","journal-title":"IEEE TVCG"},{"key":"ref20","first-page":"4765","article-title":"A unified approach to interpreting model predictions","author":"lundberg","year":"0","journal-title":"NIPS"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1068\/b130199p"},{"key":"ref21","first-page":"13","article-title":"Understanding hidden memories of recurrent neural networks","author":"ming","year":"0","journal-title":"IEEE VAST"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.17"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1080\/03081068808717359"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1080\/15230406.2015.1093431"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1093\/biomet\/37.1-2.17"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12920"},{"key":"ref51","first-page":"1655","article-title":"Deep spatio-temporal residual networks for citywide crowd flows prediction","author":"zhang","year":"0","journal-title":"AAAI"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.485"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598541"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12886"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2015.2467199"},{"key":"ref11","first-page":"1041","article-title":"Flow mapping and multivariate visualization of large spatial interaction data","volume":"15","author":"guo","year":"2009","journal-title":"IEEE TVCG"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.13882"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2843369"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2019.2892483"},{"key":"ref15","first-page":"2588","article-title":"Deep multi-view spatial-temporal network for taxi demand prediction","author":"huaxiu","year":"0","journal-title":"AAAI"},{"key":"ref16","first-page":"299","article-title":"Retain Vis: Visual analytics with interpretable and interactive recurrent neural networks on electronic medical records","volume":"25","author":"kwon","year":"2019","journal-title":"IEEE TVCG"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-019-08987-4"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2016.2598831"},{"key":"ref19","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/j.visinf.2017.01.006","article-title":"Towards Better Analysis of Machine Learning Models: A Visual Analytics Perspective","volume":"1","author":"liu","year":"2017","journal-title":"Visual Informatics"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2020.2969185"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1111\/j.1538-4632.1996.tb00936.x"},{"key":"ref6","first-page":"800","article-title":"AirVis: Visual analytics of air pollution propagation","volume":"26","author":"deng","year":"2020","journal-title":"IEEE TVCG"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3173574.3174216"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.2307\/2986645"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0207377"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1111\/cgf.12114"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1080\/01621459.1934.10506247"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2014.2315794"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/PACIFICVIS.2017.8031583"},{"key":"ref48","first-page":"818","article-title":"Visualizing and understanding convolutional networks","author":"zeiler","year":"0","journal-title":"ECCV"},{"key":"ref47","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s41095-020-0191-7","article-title":"A survey of visual analytics techniques for machine learning","volume":"7","author":"yuan","year":"2021","journal-title":"Computational Visual Media"},{"key":"ref42","first-page":"56","article-title":"The what-if tool: Interactive probing of machine learning models","volume":"26","author":"wexler","year":"2020","journal-title":"IEEE TVCG"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TVCG.2018.2865126"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.3141\/1644-14"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.2307\/2686111"}],"container-title":["IEEE Transactions on Visualization and Computer Graphics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/2945\/9340023\/09228894.pdf?arnumber=9228894","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,10]],"date-time":"2022-05-10T14:51:40Z","timestamp":1652194300000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9228894\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,2]]},"references-count":54,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tvcg.2020.3030410","relation":{},"ISSN":["1077-2626","1941-0506","2160-9306"],"issn-type":[{"value":"1077-2626","type":"print"},{"value":"1941-0506","type":"electronic"},{"value":"2160-9306","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,2]]}}}