Nils Gumpfer

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 9

Top Topics

Ensemble Learning

Top Venues

Frontiers Digit. Health

Publications

Nils Gumpfer, Borislav Dinov, Samuel Sossalla, Michael Guckert, Jennifer Hannig
Towards Trustworthy AI in Cardiology: A Comparative Analysis of Explainable AI Methods for Electrocardiogram Interpretation. AIME (2) (2024)
Simon T. Powers, Olena Linnyk, Michael Guckert, Jennifer Hannig, Jeremy Pitt, Neil Urquhart, Anikó Ekárt, Nils Gumpfer, The Anh Han, Peter R. Lewis, Stephen Marsh, Tim Weber
The Stuff We Swim in: Regulation Alone Will Not Lead to Justifiable Trust in AI. IEEE Technol. Soc. Mag. 42 (4) (2023)
Nils Gumpfer, Joshua Prim, Till Keller, Bernhard Seeger, Michael Guckert, Jennifer Hannig
SIGNed explanations: Unveiling relevant features by reducing bias. Inf. Fusion 99 (2023)
Joshua Prim, Tim Uhlemann, Nils Gumpfer, Dimitri Grün, Sebastian Wegener, Sabrina Krug, Jennifer Hannig, Till Keller, Michael Guckert
A Data Pipeline for Extraction and Processing of Electrocardiogram Recordings. CinC (2021)
Michael Guckert, Nils Gumpfer, Jennifer Hannig, Till Keller, Neil Urquhart
A conceptual framework for establishing trust in real world intelligent systems. Cogn. Syst. Res. 68 (2021)
Tim Uhlemann, Joshua Prim, Nils Gumpfer, Dimitri Grün, Sebastian Wegener, Sabrina Krug, Jennifer Hannig, Till Keller, Michael Guckert
An Ensemble Learning Approach to Detect Cardiac Abnormalities in ECG Data Irrespective of Lead Availability. CinC (2021)
Michael Guckert, Nils Gumpfer, Jennifer Hannig, Till Keller, Neil Urquhart
A Conceptual Framework for Establishing Trust in Real World Intelligent Systems. CoRR (2021)
Nils Gumpfer, Joshua Prim, Dimitri Grün, Jennifer Hannig, Till Keller, Michael Guckert
An Experiment Environment for Definition, Training and Evaluation of Electrocardiogram-Based AI Models. AIME (2021)
Dimitri Grün, Felix Rudolph, Nils Gumpfer, Jennifer Hannig, Laura K. Elsner, Beatrice von Jeinsen, Christian W. Hamm, Andreas Rieth, Michael Guckert, Till Keller
Identifying Heart Failure in ECG Data With Artificial Intelligence - A Meta-Analysis. Frontiers Digit. Health 2 (2020)