Table of Contents
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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 |
