no code implementations • 23 Jun 2022 • Alexander Bauer, Shinichi Nakajima, Klaus-Robert Müller
We focus on a specific use case in anomaly detection where the distribution of normal samples is supported by a lower-dimensional manifold.
no code implementations • 27 Dec 2019 • Alexander Bauer, Shinichi Nakajima
Considering the worst-case scenario, junction tree algorithm remains the most general solution for exact MAP inference with polynomial run-time guarantees.
1 code implementation • 22 Oct 2019 • Maximilian Kohlbrenner, Alexander Bauer, Shinichi Nakajima, Alexander Binder, Wojciech Samek, Sebastian Lapuschkin
In this paper, we focus on a popular and widely used method of XAI, the Layer-wise Relevance Propagation (LRP).
Ranked #1 on Object Detection on SIXray
Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +3
no code implementations • 5 Sep 2017 • Alexander Bauer, Shinichi Nakajima, Nico Görnitz, Klaus-Robert Müller
Many statistical learning problems in the area of natural language processing including sequence tagging, sequence segmentation and syntactic parsing has been successfully approached by means of structured prediction methods.
no code implementations • ICML 2017 • János Höner, Shinichi Nakajima, Alexander Bauer, Klaus-Robert Müller, Nico Görnitz
Sybil detection is a crucial task to protect online social networks (OSNs) against intruders who try to manipulate automatic services provided by OSNs to their customers.