Machine Learning and Knowledge Extraction: Third IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2019, Canterbury, UK, August 26–29, 2019, Proceedings

Front Matter ....Pages i-xiii
 KANDINSKY Patterns as IQ-Test for Machine Learning  (Andreas Holzinger, Michael Kickmeier-Rust, Heimo Müller)....Pages 1-14
 Machine Learning Explainability Through Comprehensible Decision Trees  (Alberto Blanco-Justicia, Josep Domingo-Ferrer)....Pages 15-26
 New Frontiers in Explainable AI: Understanding the GI to Interpret the GO  (Federico Cabitza, Andrea Campagner, Davide Ciucci)....Pages 27-47
 Automated Machine Learning for Studying the Trade-Off Between Predictive Accuracy and Interpretability  (Alex A. Freitas)....Pages 48-66
 Estimating the Driver Status Using Long Short Term Memory  (Shokoufeh Monjezi Kouchak, Ashraf Gaffar)....Pages 67-77
 Using Relational Concept Networks for Explainable Decision Support  (Jeroen Voogd, Paolo de Heer, Kim Veltman, Patrick Hanckmann, Jeroen van Lith)....Pages 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)....Pages 94-113
 Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Deep Learning and Image Augmentation  (Sarni Suhaila Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger)....Pages 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)....Pages 128-146
 Ranked MSD: A New Feature Ranking and Feature Selection Approach for Biomarker Identification  (Ghanshyam Verma, Alokkumar Jha, Dietrich Rebholz-Schuhmann, Michael G. Madden)....Pages 147-167
 How to Improve the Adaptation Phase of the CBR in the Medical Domain  (Ľudmila Pusztová, František Babič, Ján Paralič, Zuzana Paraličová)....Pages 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)....Pages 178-194
 Knowledge Extraction for Cryptographic Algorithm Validation Test Vectors by Means of Combinatorial Coverage Measurement  (Dimitris E. Simos, Bernhard Garn, Ludwig Kampel, D. Richard Kuhn, Raghu N. Kacker)....Pages 195-208
 An Evaluation on Robustness and Utility of Fingerprinting Schemes  (Tanja Šarčević, Rudolf Mayer)....Pages 209-228
 Differentially Private Obfuscation of Facial Images  (William L. Croft, Jörg-Rüdiger Sack, Wei Shi)....Pages 229-249
 Insights into Learning Competence Through Probabilistic Graphical Models  (Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger)....Pages 250-271
 Sparse Nerves in Practice  (Nello Blaser, Morten Brun)....Pages 272-284
 Backdoor Attacks in Neural Networks – A Systematic Evaluation on Multiple Traffic Sign Datasets  (Huma Rehman, Andreas Ekelhart, Rudolf Mayer)....Pages 285-300
 Deep Learning for Proteomics Data for Feature Selection and Classification  (Sahar Iravani, Tim O. F. Conrad)....Pages 301-316
 Package and Classify Wireless Product Features to Their Sales Items and Categories Automatically  (Haitao Tang, Pauliina Eratuuli)....Pages 317-332
 Temporal Diagnosis of Discrete-Event Systems with Dual Knowledge Compilation  (Nicola Bertoglio, Gianfranco Lamperti, Marina Zanella)....Pages 333-352
 A Case for Guided Machine Learning  (Florian Westphal, Niklas Lavesson, Håkan Grahn)....Pages 353-361
 Using Ontologies to Express Prior Knowledge for Genetic Programming  (Stefan Prieschl, Dominic Girardi, Gabriel Kronberger)....Pages 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)....Pages 377-394
 Commonsense Reasoning Using Theorem Proving and Machine Learning  (Sophie Siebert, Claudia Schon, Frieder Stolzenburg)....Pages 395-413
Back Matter ....Pages 415-416