{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,21]],"date-time":"2026-03-21T19:26:57Z","timestamp":1774121217592,"version":"3.50.1"},"reference-count":24,"publisher":"IEEE","license":[{"start":{"date-parts":[[2024,9,4]],"date-time":"2024-09-04T00:00:00Z","timestamp":1725408000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2024,9,4]],"date-time":"2024-09-04T00:00:00Z","timestamp":1725408000000},"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":[[2024,9,4]]},"DOI":"10.1109\/mfi62651.2024.10705789","type":"proceedings-article","created":{"date-parts":[[2024,10,9]],"date-time":"2024-10-09T17:45:44Z","timestamp":1728495944000},"page":"1-8","source":"Crossref","is-referenced-by-count":3,"title":["Causal Knowledge in Data Fusion Subject to Latent Confounding and Measurement Error"],"prefix":"10.1109","author":[{"given":"Jingyi","family":"Yu","sequence":"first","affiliation":[{"name":"Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, and with Bosch Center for Artificial Intelligence"}]},{"given":"Tim","family":"Pychynski","sequence":"additional","affiliation":[{"name":"Bosch Center for Artificial Intelligence"}]},{"given":"Marco F.","family":"Huber","sequence":"additional","affiliation":[{"name":"Institute of Industrial Manufacturing and Management IFF, University of Stuttgart, and with the Fraunhofer IPA"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2021.1956675"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmsy.2018.01.006"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2019.05.004"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.chb.2019.04.019"},{"key":"ref5","doi-asserted-by":"crossref","DOI":"10.23919\/FUSION59988.2024.10706429","article-title":"Causal knowledge in Data Fusion: Systematic Evaluation on Quality Prediction and Root Cause Analysis","volume-title":"to appear in 27th International Conference on Information Fusion","author":"Yu","year":"2024"},{"key":"ref6","first-page":"375","article-title":"Out-of-distribution general-ization with causal invariant transformations","volume-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition","author":"Wang","year":"2022"},{"key":"ref7","volume-title":"Elements of causal inference: foundations and learning algorithms","author":"Peters","year":"2017"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4612-2748-9"},{"key":"ref9","article-title":"Causal Structure Learning: A Combinatorial Perspective","author":"Squires","year":"2022","journal-title":"Foundations of Computational Mathematics"},{"key":"ref10","volume-title":"Causality: models, reasoning, and inference","author":"Pearl","year":"2000"},{"key":"ref11","first-page":"1","article-title":"Measurement Error and Causal Discov-ery","volume-title":"CEUR workshop proceedings","volume":"1792","author":"Scheines","year":"2016"},{"issue":"2","key":"ref12","article-title":"Learning the Structure of Linear Latent Variable Models","volume":"7","author":"Silva","year":"2006","journal-title":"Journal of Machine Learning Research"},{"key":"ref13","first-page":"619","article-title":"Anchored Causal Inference in the Presence of Measurement Error","volume-title":"Proceedings of the 36th Conference on Uncertainty in Artificial Intelligence (UAI), ser. Proceedings of Machine Learning Research","volume":"124","author":"Saeed"},{"key":"ref14","article-title":"An upper bound for random measurement error in causal discovery","volume-title":"Conference on Uncertainty in Artificial Intelligence","author":"Blom","year":"2018"},{"issue":"324","key":"ref15","first-page":"1","article-title":"Improving Bayesian Network Structure Learning in the Presence of Measurement Error","volume":"23","author":"Liu","year":"2022","journal-title":"Journal of Machine Learning Research"},{"key":"ref16","first-page":"403","article-title":"Causal inference and causal explanation with background knowledge","volume-title":"Proceedings of the Eleventh conference on Uncertainty in artificial intelligence","author":"Meek","year":"1995"},{"key":"ref17","first-page":"507","article-title":"Optimal structure identification with greedy search","volume":"3","author":"Chickering","year":"2002","journal-title":"Journal of machine learning research"},{"key":"ref18","article-title":"Dags with no tears: Continuous optimization for structure learning","volume":"31","author":"Zheng","year":"2018","journal-title":"Advances in neural information processing systems"},{"key":"ref19","first-page":"17943","article-title":"On the role of sparsity and dag constraints for learning linear dags","volume":"33","author":"Ng","year":"2020","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref20","first-page":"7154","article-title":"DAG-GNN: DAG structure learning with graph neural networks","volume-title":"International Conference on Machine Learning","author":"Yu"},{"key":"ref21","article-title":"Gradient-based neural dag learning","volume-title":"International Conference on Learning Representations","author":"Lachapelle","year":"2019"},{"key":"ref22","first-page":"27524","article-title":"Independence Testing-Based Approach to Causal Discovery under Measurement Error and Linear Non-Gaussian Models","volume-title":"Advances in Neural Information Processing Systems","volume":"35","author":"Dai","year":"2022"},{"key":"ref23","article-title":"Causal discovery in the presence of measurement error: Identifiability conditions","volume-title":"UAI 2017 Workshop on Causality: Learning, Inference, and Decision-Making","author":"Zhang","year":"2017"},{"key":"ref24","first-page":"1063","article-title":"Causal Discovery with Linear Non-Gaussian Models under Measurement Error: Structural Identifiability Results","author":"Zhang","year":"2018","journal-title":"UAI"}],"event":{"name":"2024 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)","location":"Pilsen, Czech Republic","start":{"date-parts":[[2024,9,4]]},"end":{"date-parts":[[2024,9,6]]}},"container-title":["2024 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/10705756\/10705757\/10705789.pdf?arnumber=10705789","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,29]],"date-time":"2024-11-29T09:34:31Z","timestamp":1732872871000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10705789\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,4]]},"references-count":24,"URL":"https:\/\/doi.org\/10.1109\/mfi62651.2024.10705789","relation":{},"subject":[],"published":{"date-parts":[[2024,9,4]]}}}