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Table of Contents
Machine Learning and Knowledge Extraction
Andreas Holzinger, Peter Kieseberg, a Min Tjoa, Edgar Weippl
Front Matter
KANDINSKY Patterns as IQ-Test for Machine Learning
Andreas Holzinger, Michael Kickmeier-Rust, Heimo Müller
1-14
Machine Learning Explainability Through Comprehensible Decision Trees
Alberto Blanco-Justicia, Josep Domingo-Ferrer
15-26
New Frontiers in Explainable AI: Understanding the GI to Interpret the GO
Federico Cabitza, Andrea Campagner, Davide Ciucci
27-47
Automated Machine Learning for Studying the Trade-Off Between Predictive Accuracy and Interpretability
Alex Freitas
48-66
Estimating the Driver Status Using Long Short Term Memory
Shokoufeh Monjezi Kouchak, Ashraf Gaffar
67-77
Using Relational Concept Networks for Explainable Decision Support
Paolo Heer, Jeroen Voogd, Kim Veltman, Patrick Hanckmann, Jeroen Lith
78-93
Physiological Indicators for User Trust in Machine Learning with Influence Enhanced Fact-Checking
Jianlong Zhou, Huaiwen Hu, Zhidong Li, Kun Yu, Fang Chen
94-113
Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Deep Learning and Image Augmentation
Sarni Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger
114-127
Semi-automated Quality Assurance for Domain-Expert-Driven Data Exploration – An Application to Principal Component Analysis
Sandra Wartner, Manuela Wiesinger-Widi, Dominic Girardi, Dieter Furthner, Klaus Schmitt
128-146
Ranked MSD: A New Feature Ranking and Feature Selection Approach for Biomarker Identification
Ghanshyam Verma, Alokkumar Jha, Dietrich Rebholz-Schuhmann, Michael Madden
147-167
How to Improve the Adaptation Phase of the CBR in the Medical Domain
Ľudmila Pusztová, František Babič, Ján Paralič, Zuzana Paraličová
168-177
Machine Learning for Family Doctors: A Case of Cluster Analysis for Studying Aging Associated Comorbidities and Frailty
František Babič, Ljiljana Trtica Majnarić, Sanja Bekić, Andreas Holzinger
178-194
Knowledge Extraction for Cryptographic Algorithm Validation Test Vectors by Means of Combinatorial Coverage Measurement
Dimitris Simos, Bernhard Garn, Ludwig Kampel, D. Kuhn, Raghu Kacker
195-208
An Evaluation on Robustness and Utility of Fingerprinting Schemes
Tanja Šarčević, Rudolf Mayer
209-228
Differentially Private Obfuscation of Facial Images
William Croft, Jörg-Rüdiger Sack, Wei Shi
229-249
Insights into Learning Competence Through Probabilistic Graphical Models
Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger
250-271
Sparse Nerves in Practice
Nello Blaser, Morten Brun
272-284
Backdoor Attacks in Neural Networks – A Systematic Evaluation on Multiple Traffic Sign Datasets
Huma Rehman, Andreas Ekelhart, Rudolf Mayer
285-300
Deep Learning for Proteomics Data for Feature Selection and Classification
Sahar Iravani, Tim Conrad
301-316
Package and Classify Wireless Product Features to Their Sales Items and Categories Automatically
Haitao Tang, Pauliina Eratuuli
317-332
Temporal Diagnosis of Discrete-Event Systems with Dual Knowledge Compilation
Nicola Bertoglio, Gianfranco Lamperti, Marina Zanella
333-352
A Case for Guided Machine Learning
Florian Westphal, Niklas Lavesson, Håkan Grahn
353-361
Using Ontologies to Express Prior Knowledge for Genetic Programming
Stefan Prieschl, Dominic Girardi, Gabriel Kronberger
362-376
Real Time Hand Movement Trajectory Tracking for Enhancing Dementia Screening in Ageing Deaf Signers of British Sign Language
Xing Liang, Epaminondas Kapetanios, Bencie Woll, Anastassia Angelopoulou
377-394
Commonsense Reasoning Using Theorem Proving and Machine Learning
Sophie Siebert, Claudia Schon, Frieder Stolzenburg
395-413