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Reliable Probability Intervals For Classification Using Inductive Venn Predictors Based on Distance Learning


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

* IEEE International Conference on Omni-Layer Intelligent Systems (COINS), 2021, pp. 1-7 
* Published in IEEE International Conference on Omni-Layer Intelligent Systems (COINS), 2021 

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Improving Prediction Confidence in Learning-Enabled Autonomous Systems


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

* Dynamic Data Driven Applications Systems. DDDAS 2020. Lecture Notes in Computer Science, vol 12312. Springer 
* Published in Dynamic Data Driven Applications Systems. DDDAS 2020 

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Assurance Monitoring of Learning Enabled Cyber-Physical Systems Using Inductive Conformal Prediction based on Distance Learning


Oct 07, 2021
Dimitrios Boursinos, Xenofon Koutsoukos

* Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 35(2), 2021, 251-264 
* Published in Artificial Intelligence for Engineering Design, Analysis and Manufacturing. arXiv admin note: text overlap with arXiv:2001.05014 

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Trusted Confidence Bounds for Learning Enabled Cyber-Physical Systems


Mar 11, 2020
Dimitrios Boursinos, Xenofon Koutsoukos

* Accepted at the Workshop on Assured Autonomous Systems (WAAS) 2020 

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Assurance Monitoring of Cyber-Physical Systems with Machine Learning Components


Jan 14, 2020
Dimitrios Boursinos, Xenofon Koutsoukos

* submitted to TMCE 2020 

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