Change Detection in Partially Observed Large-Scale Traffic Network Data

M Zhao, MR Gahrooei, M Ilbeigi - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Intelligent Transportation Systems generate an unprecedented amount of high-dimensional
traffic data. The proper analysis of such data can transform traffic monitoring mechanisms …

Tensor-based statistical learning methods for diagnosing product quality defects in multistage manufacturing processes

C Jeong, E Byon, F He, X Fang - IISE Transactions, 2024 - Taylor & Francis
Multistage manufacturing processes with identical stages provide three-dimensional
process data in which the first dimension represents the process (control/sensing) variable …

Federated Multiple Tensor-on-Tensor Regression (FedMTOT) for Multimodal Data under Data-Sharing Constraints

Z Zhang, S Mou, M Reisi Gahrooei, M Pacella… - Technometrics, 2024 - Taylor & Francis
In recent years, diversified measurements reflect the system dynamics from a more
comprehensive perspective in system modeling and analysis, such as scalars, waveform …

Tensor and Multimodal Data Analysis

J Zeng, X Zhang - Multimodal and Tensor Data Analytics for Industrial …, 2024 - Springer
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Tensor and Multimodal Data Analysis Jing Zeng and Xin Zhang

J Zeng - Multimodal and Tensor Data Analytics for Industrial … - books.google.com
1 Introduction Thanks to the rapid advancements in data generation and collection
techniques, it has become easier than ever to obtain high-throughput data. In some data …