output
20122025
most citedExplainable Artificial Intelligence and Machine Learning: A reality rooted perspective

107 citations

18 papers

stat.ME2025

Causal Effect Estimation with TMLE: Handling Missing Data and Near-Violations of Positivity

Christoph Wiederkehr, Christian Heumann, Michael Schomaker

We evaluate the performance of targeted maximum likelihood estimation (TMLE) for estimating the average treatment effect in missing data scenarios under varying levels of positivit…

cs.CV2025★ 1 cited

What are You Looking at? Modality Contribution in Multimodal Medical Deep Learning

Christian Gapp, Elias Tappeiner, Martin Welk +3

Purpose High dimensional, multimodal data can nowadays be analyzed by huge deep neural networks with little effort. Several fusion methods for bringing together different modalitie…

cs.CE2023★ 1 cited

The Local Subtraction Approach For EEG and MEG Forward Modeling

Malte B. Höltershinken, Pia Lange, Tim Erdbrügger +7

EDIT: A revised version of this article has been published in the SIAM Journal on Scientific Computing, see https://epubs.siam.org/doi/full/10.1137/23M1582874. In the revised versi…

cs.AI2020★ 66 cited

A clarification of misconceptions, myths and desired status of artificial intelligence

Frank Emmert-Streib, Olli Yli-Harja, Matthias Dehmer

The field artificial intelligence (AI) has been founded over 65 years ago. Starting with great hopes and ambitious goals the field progressed though various stages of popularity an…

math.OC2020★ 9 cited

Control of the Vertical Gradient Freeze crystal growth process via backstepping

Stefan Ecklebe, Frank Woittennek, Jan Winkler

This contribution presents a backstepping-based state feedback design for the tracking control of a two-phase Stefan problem which is encountered in the Vertical Gradient Freeze cr…

cs.AI2020★ 107 cited

Explainable Artificial Intelligence and Machine Learning: A reality rooted perspective

Frank Emmert-Streib, Olli Yli-Harja, Matthias Dehmer

We are used to the availability of big data generated in nearly all fields of science as a consequence of technological progress. However, the analysis of such data possess vast ch…