@inproceedings{SeglerKugeleObergfelletal.2019, author = {Segler, Christoph and Kugele, Stefan and Obergfell, Philipp and Osman, Mohd Hafeez and Shafaei, Sina and Sax, Eric and Knoll, Alois}, title = {Anomaly Detection for Advanced Driver Assistance Systems Using Online Feature Selection}, booktitle = {2019 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-0560-4}, doi = {https://doi.org/10.1109/IVS.2019.8814175}, pages = {578 -- 585}, year = {2019}, language = {en} } @inproceedings{OsmanKugeleShafaei2019, author = {Osman, Mohd Hafeez and Kugele, Stefan and Shafaei, Sina}, title = {Run-Time Safety Monitoring Framework for AI-Based Systems}, booktitle = {Proceedings: 2019 26th Asia-Pacific Software Engineering Conference, APSEC 2019}, subtitle = {Automated Driving Cases}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-4648-5}, issn = {2640-0715}, doi = {https://doi.org/10.1109/APSEC48747.2019.00066}, pages = {442 -- 449}, year = {2019}, language = {en} } @inproceedings{SeglerKugeleObergfelletal.2019, author = {Segler, Christoph and Kugele, Stefan and Obergfell, Philipp and Osman, Mohd Hafeez and Shafaei, Sina and Sax, Eric and Knoll, Alois}, title = {Evaluation of feature selection for anomaly detection in automotive E/E architectures}, booktitle = {Proceedings: 2019 IEEE/ACM 41st International Conference on Software Engineering: Companion Proceedings: ICSE-Companion 2019}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-1764-5}, issn = {2574-1934}, doi = {https://doi.org/10.1109/ICSE-Companion.2019.00104}, pages = {260 -- 261}, year = {2019}, language = {en} } @inproceedings{ShafaeiKugeleOsmanetal.2018, author = {Shafaei, Sina and Kugele, Stefan and Osman, Mohd Hafeez and Knoll, Alois}, title = {Uncertainty in Machine Learning: A Safety Perspective on Autonomous Driving}, booktitle = {Computer Safety, Reliability, and Security}, editor = {Gallina, Barbara and Skavhaug, Amund and Schoitsch, Erwin and Bitsch, Friedemann}, publisher = {Springer}, address = {Cham}, isbn = {978-3-319-99228-0}, issn = {0302-9743}, doi = {https://doi.org/10.1007/978-3-319-99229-7_39}, pages = {458 -- 464}, year = {2018}, language = {en} } @inproceedings{NairShafaeiKugeleetal.2019, author = {Nair, Saasha and Shafaei, Sina and Kugele, Stefan and Osman, Mohd Hafeez and Knoll, Alois}, title = {Monitoring Safety of Autonomous Vehicles with Crash Prediction Network}, booktitle = {Proceedings of the AAAI Workshop on Artificial Intelligence Safety 2019, co-located with the Thirty-Third AAAI Conference on Artificial Intelligence 2019 (AAAI 2019)}, editor = {Espinoza, Hu{\´a}scar and {\´O}h{\´E}igeartaigh, Se{\´a}n S. and Huang, Xiaowei and Hern{\´a}ndez-Orallo, Jos{\´e} and Castillo-Effen, Mauricio}, publisher = {RWTH Aachen}, address = {Aachen}, url = {https://ceur-ws.org/Vol-2301/}, year = {2019}, language = {en} }