{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,19]],"date-time":"2026-06-19T09:54:20Z","timestamp":1781862860869,"version":"3.54.5"},"reference-count":39,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"15","license":[{"start":{"date-parts":[[2025,8,1]],"date-time":"2025-08-01T00:00:00Z","timestamp":1754006400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,8,1]],"date-time":"2025-08-01T00:00:00Z","timestamp":1754006400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,8,1]],"date-time":"2025-08-01T00:00:00Z","timestamp":1754006400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2024YFC3014900"],"award-info":[{"award-number":["2024YFC3014900"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100017691","name":"Reapproved Program using funds of the National Key Research and Development Program","doi-asserted-by":"publisher","award":["2023012"],"award-info":[{"award-number":["2023012"]}],"id":[{"id":"10.13039\/501100017691","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100017691","name":"Special Project of Doctor Research Startup Funding in CICP","doi-asserted-by":"publisher","award":["BSQDW202151"],"award-info":[{"award-number":["BSQDW202151"]}],"id":[{"id":"10.13039\/501100017691","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100017691","name":"Hebei Higher Education Science Research Youth Foundation Project","doi-asserted-by":"publisher","award":["QN2025333"],"award-info":[{"award-number":["QN2025333"]}],"id":[{"id":"10.13039\/501100017691","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100017691","name":"Outstanding young scientific and technological personnel training program in CACMS","doi-asserted-by":"publisher","award":["ZZ18-YQ-055"],"award-info":[{"award-number":["ZZ18-YQ-055"]}],"id":[{"id":"10.13039\/501100017691","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2025,8,1]]},"DOI":"10.1109\/jiot.2025.3569316","type":"journal-article","created":{"date-parts":[[2025,5,15]],"date-time":"2025-05-15T13:33:44Z","timestamp":1747316024000},"page":"29373-29383","source":"Crossref","is-referenced-by-count":3,"title":["Spatio-Temporal Weighted Graph Reason Learning for Multivariate Time-Series Anomaly Detection"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2552-9640","authenticated-orcid":false,"given":"Huaqi","family":"Zhang","sequence":"first","affiliation":[{"name":"Department of Information Management, National Police University for Criminal Justice, Baoding, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4998-4576","authenticated-orcid":false,"given":"Huaxin","family":"Pang","sequence":"additional","affiliation":[{"name":"Chinese Medicine Data Center, China Academy of Chinese Medical Sciences, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yufeng","family":"Zhao","sequence":"additional","affiliation":[{"name":"Chinese Medicine Data Center, China Academy of Chinese Medical Sciences, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guandong","family":"Gao","sequence":"additional","affiliation":[{"name":"Department of Information Management, National Police University for Criminal Justice, Baoding, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yang","family":"Song","sequence":"additional","affiliation":[{"name":"School of Mechatronical and Electrical Engineering, Hebei Agricultural University, Baoding, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3803-9763","authenticated-orcid":false,"given":"Shikui","family":"Wei","sequence":"additional","affiliation":[{"name":"School of Computer and Information Technology, Beijing Jiaotong University, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8581-9554","authenticated-orcid":false,"given":"Yao","family":"Zhao","sequence":"additional","affiliation":[{"name":"School of Computer and Information Technology, Beijing Jiaotong University, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-020-00320-x"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-44769-4_13"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330672"},{"key":"ref4","article-title":"Joint interaction and trajectory prediction for autonomous driving using graph neural networks","author":"Lee","year":"2019","journal-title":"arXiv:1912.07882"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3100509"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/CySWater.2016.7469060"},{"key":"ref7","first-page":"1","article-title":"Anomaly transformer: Time series anomaly detection with association discrepancy","volume-title":"Proc. 10th Int. Conf. Learn. Represent.","author":"Xu"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2023.3303946"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/IAW.2007.381934"},{"key":"ref10","first-page":"1","article-title":"LSTM-based encoder-decoder for multi-sensor anomaly detection","volume-title":"Proc. ICML Anomaly Detect. Workshop","author":"Malhotra"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2023.3315420"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.14778\/3514061.3514067"},{"key":"ref13","first-page":"22419","article-title":"Autoformer: Decomposition transformers with auto-correlation for long-term series forecasting","volume-title":"Proc. 34th Conf. Neural Inf. Process. Syst.","author":"Wu"},{"key":"ref14","first-page":"1","article-title":"Event2Graph: Event-driven bipartite graph for multivariate time series forecasting and anomaly detection","volume-title":"Proc. CIKM Workshop AMLTS","author":"Wu"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3437963.3441827"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i5.16523"},{"key":"ref17","first-page":"3621","article-title":"Deep variational graph convolutional recurrent network for multivariate time series anomaly detection","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Chen"},{"key":"ref18","article-title":"Multivariate time series anomaly detection via dynamic graph forecasting","author":"Chen","year":"2023","journal-title":"arXiv:2302.02051"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4419-0320-4"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/342009.335388"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403392"},{"key":"ref22","first-page":"5156","article-title":"Transformers are RNNs: Fast autoregressive transformers with linear attention","volume-title":"Proc. 37th Int. Conf. Mach. Learn.","author":"Katharopoulos"},{"key":"ref23","article-title":"An empirical evaluation of generic convolutional and recurrent networks for sequence modeling","author":"Bai","year":"2018","journal-title":"arXiv:1803.01271"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2023.3322508"},{"issue":"1","key":"ref25","first-page":"1","article-title":"Variational autoencoder based anomaly detection using reconstruction probability","volume":"2","author":"An","year":"2015","journal-title":"Spec. Lecture IE"},{"key":"ref26","first-page":"1","article-title":"Deep autoencoding Gaussian mixture model for unsupervised anomaly detection","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Zong"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219845"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2021.3102110"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33011409"},{"key":"ref30","article-title":"A survey on graph neural networks for time series: Forecasting, classification, imputation, and anomaly detection","author":"Jin","year":"2023","journal-title":"arXiv:2307.03759"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM50108.2020.00093"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.findings-emnlp.936"},{"key":"ref34","first-page":"1","article-title":"Semi-supervised classification with graph convolutional networks","volume-title":"Proc. 5th Int. Conf. Learn. Represent.","author":"Kipf"},{"key":"ref35","first-page":"1024","article-title":"Inductive representation learning on large graphs","volume-title":"Proc. 31st Conf. Neural Inf. Process. Syst.","author":"Hamilton"},{"key":"ref36","first-page":"1","article-title":"How powerful are graph neural networks?","volume-title":"Proc. 7th Int. Conf. Learn. Represent.","author":"Xu"},{"key":"ref37","first-page":"1","article-title":"Graph attention networks","volume-title":"Proc. 6th Int. Conf. Learn. Represent.","author":"Velickovic"},{"key":"ref38","first-page":"3837","article-title":"Convolutional neural networks on graphs with fast localized spectral filtering","volume-title":"Proc. 30th Conf. Neural Inf. Process. Syst.","author":"Defferrard"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-30490-4_56"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6488907\/11096042\/11002535.pdf?arnumber=11002535","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,2]],"date-time":"2025-12-02T21:34:12Z","timestamp":1764711252000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11002535\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,1]]},"references-count":39,"journal-issue":{"issue":"15"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2025.3569316","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,1]]}}}