index - Machine Learning and Knowledge Extraction

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

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