Xianchao Xiu

Orcid: 0000-0002-3374-7413

According to our database1, Xianchao Xiu authored at least 37 papers between 2018 and 2025.

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Bibliography

2025
Robust and stochastic sparse subspace clustering.
Neurocomputing, 2025

2024
Efficient and Fast Joint Sparse Constrained Canonical Correlation Analysis for Fault Detection.
IEEE Trans. Neural Networks Learn. Syst., March, 2024

Moving object detection in gigapixel-level videos using manifold sparse representation.
Multim. Tools Appl., February, 2024

A New End-to-End Monitoring Framework for Nonlinear Dynamic Processes With Unknown Noise Statistics.
IEEE Trans. Instrum. Meas., 2024

Towards robust and sparse linear discriminant analysis for image classification.
Pattern Recognit., 2024

Distributed sparsity constrained optimization over the Stiefel manifold.
Neurocomputing, 2024

2023
Learning High-Order Multi-View Representation by New Tensor Canonical Correlation Analysis.
IEEE Trans. Circuits Syst. Video Technol., October, 2023

A new formulation of sparse multiple kernel k$$ k $$-means clustering and its applications.
Stat. Anal. Data Min., October, 2023

An efficient semi-proximal ADMM algorithm for low-rank and sparse regularized matrix minimization problems with real-world applications.
J. Comput. Appl. Math., May, 2023

Toward Efficient Process Monitoring Using Spatiotemporal PCA.
IEEE Trans. Circuits Syst. II Express Briefs, February, 2023

Structured Joint Sparse Orthogonal Nonnegative Matrix Factorization for Fault Detection.
IEEE Trans. Instrum. Meas., 2023

A Sparsity-Aware Fault Diagnosis Framework Focusing on Accurate Isolation.
IEEE Trans. Ind. Informatics, 2023

An Enhanced Regularized Clustering Method With Adaptive Spurious Connection Detection.
IEEE Signal Process. Lett., 2023

Robust Transfer Subspace Learning: A Novel Data-Driven Scheme for Fault Diagnosis.
Proceedings of the CAA Symposium on Fault Detection, 2023

2022
A Data-Driven Modeling Method for Stochastic Nonlinear Degradation Process With Application to RUL Estimation.
IEEE Trans. Syst. Man Cybern. Syst., 2022

Fusion-UDCGAN: Multifocus Image Fusion via a U-Type Densely Connected Generation Adversarial Network.
IEEE Trans. Instrum. Meas., 2022

Deep Canonical Correlation Analysis Using Sparsity-Constrained Optimization for Nonlinear Process Monitoring.
IEEE Trans. Ind. Informatics, 2022

Efficient and Robust Process Monitoring Using Structured Low-Rank Representation.
IEEE Trans. Circuits Syst. II Express Briefs, 2022

An Efficient Newton-Based Method for Sparse Generalized Canonical Correlation Analysis.
IEEE Signal Process. Lett., 2022

A Spatiotemporal Calibration Algorithm for IMU-LiDAR Navigation System Based on Similarity of Motion Trajectories.
Sensors, 2022

2021
Fault Detection Using Structured Joint Sparse Nonnegative Matrix Factorization.
IEEE Trans. Instrum. Meas., 2021

A Remaining Useful Life Prediction Method in the Early Stage of Stochastic Degradation Process.
IEEE Trans. Circuits Syst. II Express Briefs, 2021

Data-Driven Process Monitoring Using Structured Joint Sparse Canonical Correlation Analysis.
IEEE Trans. Circuits Syst. II Express Briefs, 2021

A novel scheme for multivariate statistical fault detection with application to the Tennessee Eastman process.
Math. Found. Comput., 2021

Manifold constrained joint sparse learning via non-convex regularization.
Neurocomputing, 2021

A Data Driven RUL Prediction and Predictive Maintenance for Stochastic Degrading Systems.
Proceedings of the CAA Symposium on Fault Detection, 2021

2020
Detecting moving objects from dynamic background combining subspace learning with mixed norm approach.
Multim. Tools Appl., 2020

tSSNALM: A fast two-stage semi-smooth Newton augmented Lagrangian method for sparse CCA.
Appl. Math. Comput., 2020

Manifold Constrained Low-Rank and Joint Sparse Learning for Dynamic Cardiac MRI.
IEEE Access, 2020

2019
Nonconvex mixed matrix minimization.
Math. Found. Comput., 2019

Alternating direction method of multipliers for nonconvex fused regression problems.
Comput. Stat. Data Anal., 2019

ManiDec: Manifold Constrained Low-Rank and Sparse Decomposition.
IEEE Access, 2019

Bayesian Face Recognition Approach Based on Feature Fusion.
Proceedings of the Advances in Natural Computation, Fuzzy Systems and Knowledge Discovery - Proceedings of the 15th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2019), Kunming, China, July 20-22, 2019, 2019

2018
Face recognition based on manifold constrained joint sparse sensing with K-SVD.
Multim. Tools Appl., 2018

Iterative reweighted methods for \(\ell _1-\ell _p\) minimization.
Comput. Optim. Appl., 2018

Foreground Extraction via the Tensor-Based RPCA with Non-Convex Fused Sparsity.
Proceedings of the 14th International Conference on Natural Computation, 2018

A Novel Detection Approach for Moving Object with Dynamic Background.
Proceedings of the 14th International Conference on Natural Computation, 2018


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