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Technometrics Volume 63, 2021 - Issue 3
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Research Article

Dynamic Multivariate Functional Data Modeling via Sparse Subspace Learning

Chen Zhanga Department of Industrial Engineering, Tsinghua University, Beijing, ChinaView further author information
,
Hao Yanb School of Computing, Informatics, & Decision Systems Engineering, Arizona State University, Tempe, AZCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-4322-7323View further author information
ORCID Icon,
Seungho Leec Samsung Electronics, Suwon, South KoreaView further author information
&
Jianjun Shid H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GAView further author information
Pages 370-383 | Received 12 Feb 2019, Accepted 06 Jun 2020, Published online: 08 Sep 2020

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Jihoon Chung, Bo Shen & Zhenyu (James) Kong. (2024) A novel sparse Bayesian learning and its application to fault diagnosis for multistation assembly systems. IISE Transactions 56:1, pages 84-97.
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Jiuyun Hu, Yajun Mei, Sarah Holte & Hao Yan. (2023) Adaptive resources allocation CUSUM for binomial count data monitoring with application to COVID-19 hotspot detection. Journal of Applied Statistics 50:14, pages 2889-2913.
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Jun Xu, Jie Zhou, Xiaofang Huang & Kaibo Wang. (2023) Change point detection of multimode processes considering both mode transitions and parameter changes. IISE Transactions 0:0, pages 1-16.
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Xingchen Liu, Juan Du & Zhi-Sheng Ye. (2023) A Covariate-Regulated Sparse Subspace Learning Model and Its Application to Process Monitoring and Fault Isolation. Technometrics 65:2, pages 269-280.
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Jie Guo, Hao Yan & Chen Zhang. (2023) A Bayesian Partially Observable Online Change Detection Approach with Thompson Sampling. Technometrics 65:2, pages 179-191.
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Peiyao Liu, Juan Du, Yangyang Zang, Chen Zhang & Kaibo Wang. (2023) In-profile monitoring for cluster-correlated data in advanced manufacturing system. Journal of Quality Technology 55:2, pages 195-219.
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Jianjun Shi. (2023) In-process quality improvement: Concepts, methodologies, and applications. IISE Transactions 55:1, pages 2-21.
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Ruiyu Xu, Jianguo Wu, Xiaowei Yue & Yongxiang Li. (2023) Online Structural Change-Point Detection of High-dimensional Streaming Data via Dynamic Sparse Subspace Learning. Technometrics 65:1, pages 19-32.
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Amirhossein Fallahdizcheh & Chao Wang. (2022) Profile monitoring based on transfer learning of multiple profiles with incomplete samples. IISE Transactions 54:7, pages 643-658.
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Hao Yan, Marco Grasso, Kamran Paynabar & Bianca Maria Colosimo. (2022) Real-time detection of clustered events in video-imaging data with applications to additive manufacturing. IISE Transactions 54:5, pages 464-480.
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Liyan Xie, Yao Xie & George V. Moustakides. (2020) Sequential subspace change point detection. Sequential Analysis 39:3, pages 307-335.
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Yang Yang, Jian Wu, Xiangman Song, Derun Wu, Lijie Su & Lixin Tang. (2024) Data-driven Quasi-Convex Method for Hit Rate Optimization of Process Product Quality in Digital Twin. Journal of Industrial Information Integration, pages 100610.
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J Galarza & T Oraby. (2024) Functional data learning using convolutional neural networks. Machine Learning: Science and Technology 5:1, pages 015030.
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Huiling Zheng, Jun Yang & Yu Zhao. (2024) Reliability analysis of multi-stage degradation with stage-varying noises based on the nonlinear Wiener process. Applied Mathematical Modelling 125, pages 445-467.
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Henry Shaowu Yuchi, Matthew Repasky, Terry Ma & Yao Xie. (2023) Streaming Low-Rank Matrix Data Assimilation and Change Identification. Streaming Low-Rank Matrix Data Assimilation and Change Identification.
Marc Hallin, Gilles Nisol & Shahin Tavakoli. (2023) Factor models for high‐dimensional functional time series I: Representation results. Journal of Time Series Analysis 44:5-6, pages 578-600.
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Chunshan Liu, Daniel R. Kowal & Marina Vannucci. (2022) Dynamic and robust Bayesian graphical models. Statistics and Computing 32:6.
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Zhiyong Hu & Chao Wang. (2022) Nonlinear Online Multioutput Gaussian Process for Multistream Data Informatics. IEEE Transactions on Industrial Informatics 18:6, pages 3885-3893.
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Chen Zhang, Jun Long Lim, Ouyang Liu, Aayush Madan, Yongwei Zhu, Shili Xiang, Kai Wu, Rebecca Yen-Ni Wong, Jiliang Eugene Phua, Karan M. Sabnani, Keng Boon Siah, Wenyu Jiang, Yixin Wang, Emily Jianzhong Hao & Steven C. H. Hoi. (2022) A Data-Driven Method for Online Monitoring Tube Wall Thinning Process in Dynamic Noisy Environment. IEEE Transactions on Automation Science and Engineering 19:1, pages 441-456.
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Hao Yan, Nurettin Dorukhan Sergin, William A. Brenneman, Stephen Joseph Lange & Shan Ba. (2021) Deep multistage multi-task learning for quality prediction of multistage manufacturing systems. Journal of Quality Technology 53:5, pages 526-544.
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