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Generalizing Fault Detection Against Domain Shifts Using Stratification-Aware Cross-Validation

Aug 20, 2020
Yingshui Tan, Baihong Jin, Qiushi Cui, Xiangyu Yue, Alberto Sangiovanni Vincentelli

* Submitted to Transactions on Cyber-Physical Systems for Special Issue on AI and Cyber-Physical Systems 

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Using Ensemble Classifiers to Detect Incipient Anomalies

Aug 20, 2020
Baihong Jin, Yingshui Tan, Albert Liu, Xiangyu Yue, Yuxin Chen, Alberto Sangiovanni Vincentelli

* Submitted to Transactions on Cyber-Physical Systems for Special Issue on AI and Cyber-Physical Systems 

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Exploiting Uncertainties from Ensemble Learners to Improve Decision-Making in Healthcare AI

Jul 12, 2020
Yingshui Tan, Baihong Jin, Xiangyu Yue, Yuxin Chen, Alberto Sangiovanni Vincentelli

* Preprint of submission to NeurIPS 2020 

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Are Ensemble Classifiers Powerful Enough for the Detection and Diagnosis of Intermediate-Severity Faults?

Jul 08, 2020
Baihong Jin, Yingshui Tan, Yuxin Chen, Kameshwar Poolla, Alberto Sangiovanni Vincentelli


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Augmenting Monte Carlo Dropout Classification Models with Unsupervised Learning Tasks for Detecting and Diagnosing Out-of-Distribution Faults

Sep 10, 2019
Baihong Jin, Yingshui Tan, Yuxin Chen, Alberto Sangiovanni-Vincentelli


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An Encoder-Decoder Based Approach for Anomaly Detection with Application in Additive Manufacturing

Jul 26, 2019
Baihong Jin, Yingshui Tan, Alexander Nettekoven, Yuxin Chen, Ufuk Topcu, Yisong Yue, Alberto Sangiovanni Vincentelli


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