{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,5]],"date-time":"2026-04-05T20:20:30Z","timestamp":1775420430234,"version":"3.50.1"},"reference-count":54,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"6","license":[{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,12,1]],"date-time":"2023-12-01T00:00:00Z","timestamp":1701388800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"National Key R&#x0026;D Program of China","award":["2022YFE0208000"],"award-info":[{"award-number":["2022YFE0208000"]}]},{"name":"National Key R&#x0026;D Program of China","award":["2021YFE204500"],"award-info":[{"award-number":["2021YFE204500"]}]},{"name":"National Key R&#x0026;D Program of China","award":["2021YFC3340601"],"award-info":[{"award-number":["2021YFC3340601"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61972286"],"award-info":[{"award-number":["61972286"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shanghai Science and Technology Development Funds","award":["22410713200"],"award-info":[{"award-number":["22410713200"]}]},{"name":"Shanghai Science and Technology Development Funds","award":["20ZR1460500"],"award-info":[{"award-number":["20ZR1460500"]}]},{"name":"Shanghai Municipal Science and Technology Major Project","award":["2021SHZDZX0100"],"award-info":[{"award-number":["2021SHZDZX0100"]}]},{"name":"Shanghai Key Lab of Vehicle Aerodynamics and Vehicle Thermal Management Systems"},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Big Data"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1109\/tbdata.2023.3288693","type":"journal-article","created":{"date-parts":[[2023,6,23]],"date-time":"2023-06-23T14:58:00Z","timestamp":1687532280000},"page":"1536-1548","source":"Crossref","is-referenced-by-count":12,"title":["Multivariate Time-Series Forecasting Model: Predictability Analysis and Empirical Study"],"prefix":"10.1109","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1765-1171","authenticated-orcid":false,"given":"Qinpei","family":"Zhao","sequence":"first","affiliation":[{"name":"School of Software Engineering, Tongji University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-8915-7107","authenticated-orcid":false,"given":"Guangda","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Software Engineering, Tongji University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1040-0211","authenticated-orcid":false,"given":"Kai","family":"Zhao","sequence":"additional","affiliation":[{"name":"Robinson College of Business, Georgia State University, Atlanta, GA, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-6896-8284","authenticated-orcid":false,"given":"Jiaming","family":"Yin","sequence":"additional","affiliation":[{"name":"School of Software Engineering, Tongji University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6644-0349","authenticated-orcid":false,"given":"Weixiong","family":"Rao","sequence":"additional","affiliation":[{"name":"School of Software Engineering, Tongji University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8257-5806","authenticated-orcid":false,"given":"Lei","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Kowloon, Hong Kong"}]}],"member":"263","reference":[{"key":"ref1","article-title":"An introductory study on time series modeling and forecasting","author":"Adhikari","year":"2013"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/LSP.2011.2180713"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/98524.98564"},{"key":"ref4","volume-title":"Time Series Analysis: Forecasting and Control","author":"Box","year":"2015"},{"key":"ref5","article-title":"Spectral temporal graph neural network for multivariate time-series forecasting","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Cao"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-6419.2007.00518.x"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-017-0129-1"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1606.09375"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/MDM.2019.00-45"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2015.7158283"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-021-00304-8"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2022.3178094"},{"key":"ref13","article-title":"DeepAR: Probabilistic forecasting with autoregressive recurrent networks","author":"Flunkert","year":"2017"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/YAC.2016.7804912"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.04.045"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33013656"},{"key":"ref17","first-page":"92","article-title":"Predicting defective engines using convolutional neural networks on temporal vibration signals","volume-title":"Proc. 1st Int. Workshop Learn. Imbalanced Domains: Theory Appl.","author":"G\u00fcnnemann"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1140\/epjds\/s13688-017-0107-7"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0131469"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/356789.356797"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-2312(03)00372-2"},{"key":"ref22","article-title":"Semi-supervised classification with graph convolutional networks","author":"Kipf","year":"2016"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/e21040432"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210006"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2022.3211330"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/476"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3390\/e20020082"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1038\/srep02923"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-27752-1"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1049\/itr2.12296"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/S0169-2070(00)00057-1"},{"key":"ref32","first-page":"89","article-title":"Long short term memory networks for anomaly detection in time series","volume-title":"Proc. 23rd Eur. Symp. Artif. Neural Netw.","author":"Malhotra"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.51400\/2709-6998.2143"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2952653"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2017\/366"},{"issue":"54","key":"ref36","article-title":"K-nearest neighbor algorithm for univariate time series prediction","volume":"5","author":"Sasu","year":"2012","journal-title":"Bull. Transilvania Univ. Brasov"},{"issue":"3","key":"ref37","first-page":"258","article-title":"Ridge regression learning in esn for chaotic time series prediction","volume":"22","author":"Shi","year":"2007","journal-title":"Control Decis."},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/PerCom.2014.6813948"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1126\/science.1177170"},{"key":"ref40","first-page":"3104","article-title":"Sequence to sequence learning with neural networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Sutskever"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2015.2411629"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TITS.2022.3155753"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2019.02.006"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.3390\/e19040165"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3357826"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/505"},{"issue":"11","key":"ref47","first-page":"7","article-title":"Sequence to sequence weather forecasting with long short-term memory recurrent neural networks","volume":"143","author":"Zaytar","year":"2016","journal-title":"Int. J. Comput. Appl."},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2022.3148300"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1016\/S0925-2312(01)00702-0"},{"key":"ref50","article-title":"Multistep speed prediction on traffic networks: A graph convolutional sequence-to-sequence learning approach with attention mechanism","author":"Zhang","year":"2018"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2016.7840676"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2019.2955686"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1038\/srep09136"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ISCIT.2012.6381046"}],"container-title":["IEEE Transactions on Big Data"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6687317\/10314842\/10159448.pdf?arnumber=10159448","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T11:28:52Z","timestamp":1709292532000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10159448\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12]]},"references-count":54,"journal-issue":{"issue":"6"},"URL":"https:\/\/doi.org\/10.1109\/tbdata.2023.3288693","relation":{},"ISSN":["2332-7790","2372-2096"],"issn-type":[{"value":"2332-7790","type":"electronic"},{"value":"2372-2096","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12]]}}}