@inproceedings{GallitzdeCandidoBotschetal.2021, author = {Gallitz, Oliver and de Candido, Oliver and Botsch, Michael and Utschick, Wolfgang}, title = {Interpretable Early Prediction of Lane Changes Using a Constrained Neural Network Architecture}, booktitle = {2021 IEEE International Intelligent Transportation Systems Conference (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-9142-3}, doi = {https://doi.org/10.1109/ITSC48978.2021.9564555}, pages = {493 -- 499}, year = {2021}, language = {en} } @inproceedings{GallitzdeCandidoBotschetal.2019, author = {Gallitz, Oliver and de Candido, Oliver and Botsch, Michael and Utschick, Wolfgang}, title = {Interpretable feature generation using deep neural networks and its application to lane change detection}, booktitle = {2019 IEEE Intelligent Transportation Systems Conference (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-5386-7024-8}, doi = {https://doi.org/10.1109/ITSC.2019.8917524}, pages = {3405 -- 3411}, year = {2019}, language = {en} } @inproceedings{deCandidoKollerGallitzetal.2020, author = {de Candido, Oliver and Koller, Michael and Gallitz, Oliver and Melz, Ron and Botsch, Michael and Utschick, Wolfgang}, title = {Towards feature validation in time to lane change classification using deep neural networks}, booktitle = {2020 IEEE 23rd International Conference on Intelligent Transportation Systems (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-4149-7}, doi = {https://doi.org/10.1109/ITSC45102.2020.9294555}, year = {2020}, language = {en} } @inproceedings{GallitzBotschdeCandidoetal.2018, author = {Gallitz, Oliver and Botsch, Michael and de Candido, Oliver and Utschick, Wolfgang}, title = {Validation of Machine Learning Algorithms through Visualization Methods}, booktitle = {ELIV-MarketPlace 2018}, publisher = {VDI Verlag}, address = {D{\"u}sseldorf}, isbn = {978-3-18-092338-3}, doi = {https://doi.org/10.51202/9783181023389-29}, pages = {29 -- 46}, year = {2018}, language = {en} } @inproceedings{GallitzdeCandidoBotschetal.2020, author = {Gallitz, Oliver and de Candido, Oliver and Botsch, Michael and Melz, Ron and Utschick, Wolfgang}, title = {Interpretable Machine Learning Structure for an Early Prediction of Lane Changes}, booktitle = {Artificial Neural Networks and Machine Learning - ICANN 2020: 29th International Conference on Artificial Neural Networks, Bratislava, Slovakia, September 15-18, 2020, Proceedings, Part I}, publisher = {Springer}, address = {Cham}, isbn = {978-3-030-61609-0}, doi = {https://doi.org/10.1007/978-3-030-61609-0_27}, pages = {337 -- 349}, year = {2020}, language = {en} }