Publications

(2023). Posterior Regularized Bayesian Neural Network Incorporating Soft and Hard Knowledge Constraints. Knowledge-Based Systems.

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(2023). ANTLER: Bayesian Nonlinear Tensor Learning and Modeler for Unstructured, Varying-Size Point Cloud Data. IEEE Transactions on Automation Science and Engineering.

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(2022). Adaptive Partially Observed Sequential Change Detection and Isolation. Technometrics.

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(2022). Bayesian Spatio-Temporal grAph tRansformer Network (B-STAR) for Multi-Aircraft Trajectory Prediction. Knowledge-Based Systems.

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(2022). Attention-Based Representation Learning for Time Series with Principal and Residual Space Monitoring. 2022 IEEE 18th International Conference on Automation Science and Engineering (CASE).

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(2022). Profile Decomposition Based Hybrid Transfer Learning for Cold-Start Data Anomaly Detection. ACM Transactions on Knowledge Discovery from Data.

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(2022). Individualized Passenger Travel Pattern Multi-Clustering Based on Graph Regularized Tensor Latent Dirichlet Allocation. Data Mining and Knowledge Discovery.

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(2022). Deep Spatio-Temporal Sparse Decomposition for Trend Prediction and Anomaly Detection in Cardiac Electrical Conduction. IISE Transactions on Healthcare Systems Engineering.

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(2021). Artificial Intelligence for the Computer-Aided Detection of Periapical Lesions in Cone-Beam Computed Tomographic Images.

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(2021). Data-driven trajectory prediction with weather uncertainties: A Bayesian deep learning approach. Transportation Research Part C: Emerging Technologies.

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(2021). Combining Anatomical Constraints and Deep Learning for 3-D CBCT Dental Image Multi-Label Segmentation. 2021 IEEE 37th International Conference on Data Engineering (ICDE).

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(2021). Image Decomposition-Based Sparse Extreme Pixel-Level Feature Detection Model with Application to Medical Images. IISE Transactions on Healthcare Systems Engineering.

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(2021). Simultaneous Material Microstructure Classification and Discovery via Hidden Markov Modeling of Acoustic Emission Signals. ASME 2020 15th International Manufacturing Science and Engineering Conference.

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(2021). Real-Time Detection of Clustered Events in Video-Imaging Data with Applications to Additive Manufacturing. IISE Transactions.

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(2021). Rapid Detection of Hot-Spots via Tensor Decomposition with Applications to Crime Rate Data. Journal of Applied Statistics.

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(2021). Hierarchical Tree-Based Sequential Event Prediction with Application in the Aviation Accident Report. Proceedings 37th IEEE International Conference on Data Engineering.

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(2021). Edge Computing Accelerated Defect Classification Based on Deep Convolutional Neural Network With Application in Rolling Image Inspection. ASME 2020 15th International Manufacturing Science and Engineering Conference.

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(2021). Deep Multistage Multi-Task Learning for Quality Prediction and Diagnostics of Multistage Manufacturing Systems. Journal of Quality Technology.

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(2021). Adaptive Change Point Monitoring for High-Dimensional Data. Statistica Sinica.

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(2020). Tensor Completion for Weakly-Dependent Data on Graph for Metro Passenger Flow Prediction. Thirty-Fourth AAAI Conference on Artificial Intelligence.

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(2020). AKM2D: An Adaptive Framework for Online Sensing and Anomaly Quantification. IISE Transactions.

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(2020). Multi-Sensor Prognostics Modeling for Applications with Highly Incomplete Signals. IISE Transactions.

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(2020). Artificial Intelligence for the Computer-aided Detection of Periapical Lesions in Cone-beam Computed Tomographic Images. Journal of Endodontics.

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(2020). Comments on: On Active Learning Methods for Manifold Data. TEST.

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(2020). Performance Evaluation of Production Systems Using Real-Time Machine Degradation Signals. IEEE Transactions on Automation Science and Engineering.

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(2020). Multiple Tensor-on-Tensor Regression: An Approach for Modeling Processes With Heterogeneous Sources of Data. Technometrics.

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(2020). Dynamic Multivariate Functional Data Modeling via Sparse Subspace Learning. Technometrics.

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(2020). Anatomically-Constrained Deep Learning for Automating Dental CBCT Segmentation and Lesion Detection. IEEE Transactions on Automation Science and Engineering.

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(2019). Spatio-Temporal Anomaly Detection, Diagnostics, and Prediction of the Air-Traffic Trajectory Deviation Using the Convective Weather. Annual Conference of the PHM Society.

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(2019). Physics-Based Deep Spatio-Temporal Metamodeling for Cardiac Electrical Conduction Simulation. IEEE International Conference on Automation Science and Engineering.

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(2019). Image-Based Process Monitoring via Adversarial Autoencoder with Applications to Rolling Defect Detection. IEEE International Conference on Automation Science and Engineering.

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(2019). Rapid Detection of Hot-Spot by Tensor Decomposition with Application to Weekly Gonorrhea Data. The XIIIth International Workshop on Intelligent Statistical Quality Control,.

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(2018). Real-Time Production Performance Analysis Using Machine Degradation Signals: A Two-Machine Case. 2018 IEEE 14th International Conference on Automation Science and Engineering (CASE).

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(2018). A Wavelet-Based Penalized Mixed-Effects Decomposition for Multichannel Profile Detection of In-Line Raman Spectroscopy. IEEE Transactions on Automation Science and Engineering.

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(2018). Multiple Profiles Sensor-Based Monitoring and Anomaly Detection. Journal of Quality Technology.

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(2017). Generalized Wavelet Shrinkage of Inline Raman Spectroscopy for Quality Monitoring of Continuous Manufacturing of Carbon Nanotube Buckypaper. IEEE Transactions on Automation Science and Engineering.

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(2016). Multiple Sensor Data Fusion for Degradation Modeling and Prognostics under Multiple Operational Conditions. IEEE Transactions on Reliability.

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(2016). Fast Wavenumber Measurement for Accurate and Automatic Location and Quantification of Defect in Composite. Structural Health Monitoring.

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(2015). Image-Based Process Monitoring Using Low-Rank Tensor Decomposition. IEEE Transactions on Automation Science and Engineering.

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(2014). Frequency Domain Instantaneous Wavenumber Estimation for Damage Quantification in Layered Plate Structures. EWSHM - 7th European Workshop on Structural Health Monitoring.

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