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On the Understanding and Interpretation of Machine Learning Predictions in Clinical Gait Analysis Using Explainable Artificial Intelligence

Dec 16, 2019
Fabian Horst, Djordje Slijepcevic, Sebastian Lapuschkin, Anna-Maria Raberger, Matthias Zeppelzauer, Wojciech Samek, Christian Breiteneder, Wolfgang I. Schöllhorn, Brian Horsak

* 35 pages, 6 figures, 2 tables, 24 supplementary figures 

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Systematic Comparison of the Influence of Different Data Preprocessing Methods on the Classification of Gait Using Machine Learning

Nov 11, 2019
Johannes Burdack, Fabian Horst, Sven Giesselbach, Ibrahim Hassan, Sabrina Daffner, Wolfgang I. Schöllhorn

* 17 pages, 3 figures, 4 tables 

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What is Unique in Individual Gait Patterns? Understanding and Interpreting Deep Learning in Gait Analysis

Aug 13, 2018
Fabian Horst, Sebastian Lapuschkin, Wojciech Samek, Klaus-Robert Müller, Wolfgang I. Schöllhorn

* 17 pages (23 pages including references, 24 pages including references and auxiliary statements, 33 pages including references, auxiliary statements and and supplementary material). 5 figures, 3 tables, 4 supplementary figures, 9 supplementary tables. Under review at Scientific Reports 

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