{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T14:23:19Z","timestamp":1779373399223,"version":"3.53.1"},"reference-count":31,"publisher":"IEEE","license":[{"start":{"date-parts":[[2024,9,24]],"date-time":"2024-09-24T00:00:00Z","timestamp":1727136000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,9,24]],"date-time":"2024-09-24T00:00:00Z","timestamp":1727136000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,9,24]]},"DOI":"10.1109\/itsc58415.2024.10920008","type":"proceedings-article","created":{"date-parts":[[2025,3,21]],"date-time":"2025-03-21T19:00:11Z","timestamp":1742583611000},"page":"3265-3270","source":"Crossref","is-referenced-by-count":1,"title":["Enhancing Performance and Interpretability of Multivariate Time-Series Model Through Sparse Saliency"],"prefix":"10.1109","author":[{"given":"Xiangqi","family":"Kong","sequence":"first","affiliation":[{"name":"School of Aerospace, Transport and Manufacturing, Cranfield University,Bedfordshire,U.K.,MK41 OAL"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yang","family":"Xing","sequence":"additional","affiliation":[{"name":"School of Aerospace, Transport and Manufacturing, Cranfield University,Bedfordshire,U.K.,MK41 OAL"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zeyu","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Aerospace, Transport and Manufacturing, Cranfield University,Bedfordshire,U.K.,MK41 OAL"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Antonios","family":"Tsourdos","sequence":"additional","affiliation":[{"name":"School of Aerospace, Transport and Manufacturing, Cranfield University,Bedfordshire,U.K.,MK41 OAL"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andreas","family":"Wikander","sequence":"additional","affiliation":[{"name":"Saab,Göteborg,Sweden,41756"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/TIV.2023.3342648"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/d41586-018-04158-5"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-09644-0_1"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2021.03.012"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/aerospace8080224"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/s12559-023-10179-8"},{"key":"ref7","first-page":"799","article-title":"What went wrong and when? Instance-wise feature importance for time-series black-box models","volume":"33","author":"Tonekaboni","year":"2020","journal-title":"Advances In Neural Information Processing Systems"},{"key":"ref8","first-page":"2166","article-title":"Explaining time series predictions with dynamic masks","volume-title":"International Conference On Machine Learning","author":"Crabbe","year":"2021"},{"key":"ref9","author":"Balestra","year":"2023","journal-title":"On the Consistency and Robustness of Saliency Explanations for Time Series Classification"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-023-00620-w"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1145\/3375627.3375830"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3321\/j.issn:0529-6579.2007.z1.029"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-39539-0_10"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3141\/2136-07"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobe.2022.105740"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.3390\/app12030940"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/YAC.2016.7804912"},{"key":"ref19","article-title":"Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting","author":"Wu","year":"2021","journal-title":"Advances In Neural Information Processing Systems"},{"key":"ref20","author":"Wang","year":"2024","journal-title":"TimeXer: Empowering Transformers for Time Series Fore-casting with Exogenous Variables"},{"key":"ref21","author":"Lu","year":"2024","journal-title":"CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.74"},{"key":"ref23","first-page":"2884","article-title":"Two Birds with One Stone: Series Saliency for Accurate and Interpretable Multivariate Time Series Forecasting","author":"Pan","year":"2021","journal-title":"IJCAI"},{"key":"ref24","first-page":"9329","article-title":"Learning perturbations to explain time series predictions","volume-title":"International Conference On Machine Learning","author":"Enguehard","year":"2023"},{"key":"ref25","author":"Enguehard","year":"2023","journal-title":"Time Interpret: a Unified Model Interpretability Library for Time Series"},{"key":"ref26","author":"Liu","year":"2024","journal-title":"Others Explaining Time Series via Contrastive and Locally Sparse Perturbations"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/iros58592.2024.10801388"},{"key":"ref28","first-page":"26726","article-title":"Improving deep learning interpretability by saliency guided training","volume":"34","author":"Ismail","year":"2021","journal-title":"Advances In Neural Information Processing Systems"},{"key":"ref29","volume-title":"City and County of San Francisco Air Traffic Passenger Statistics - DataSF","year":"2024"},{"key":"ref30","volume-title":"Google LLC Google Trends","year":"2024"},{"key":"ref31","author":"Xiangqi","year":"2024","journal-title":"Explainable In-terface for Human-Autonomy Teaming: A Survey"}],"event":{"name":"2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)","location":"Edmonton, AB, Canada","start":{"date-parts":[[2024,9,24]]},"end":{"date-parts":[[2024,9,27]]}},"container-title":["2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10919469\/10919190\/10920008.pdf?arnumber=10920008","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,21]],"date-time":"2025-03-21T21:05:46Z","timestamp":1742591146000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10920008\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,24]]},"references-count":31,"URL":"https:\/\/doi.org\/10.1109\/itsc58415.2024.10920008","relation":{},"subject":[],"published":{"date-parts":[[2024,9,24]]}}}