@ARTICLE{RufPIEEE21, author = {Lukas Ruff and Jacob R. Kauffmann and Robert A. Vandermeulen and Gr{\'e}goire Montavon and Wojciech Samek and Marius Kloft and Thomas G. Dietterich and Klaus-Robert M{\"u}ller}, title = {A Unifying Review of Deep and Shallow Anomaly Detection}, journal = {Proceedings of the IEEE}, year = {2021}, volume = {109}, number = {5}, pages = {756-795}, doi = {10.1109/JPROC.2021.3052449}, url = {https://doi.org/10.1109/JPROC.2021.3052449} }