Semi-automated Quality Assurance for Domain-expert-driven Data Exploration – An Application to Principal Component Analysis
Sandra Wartner (RISC Software GmbH, Austria), Manuela Wiesinger-Widi (RISC Software GmbH, Austria), Dominic Girardi (RISC Software GmbH, Austria), Dieter Furthner (Department of Pediatrics and Adolescent Medicine, Salzkammergut-Klinikum, Vöcklabruck, Austria) and Klaus Schmitt (Department of Pediatrics and Adolescent Medicine, Kepler University Hospital, Linz, Austria)
How to improve the adaptation phase of the CBR in the medical domain
Ľudmila Pusztová (Technical University of Kosice, Slovakia), Frantisek Babic (Technical University of Kosice, Slovakia), Jan Paralic (Technical University of Kosice, Slovakia) and Zuzana Paraličová (University of Pavol Jozef Šafárik, Slovakia)
Estimating the Driver Status Using Long Short Term Memory
Shokoufeh Monjezi Kouchak (Arizona State University, United States)and Ashraf Gaffar (Arizona State University, United States)
Automated Machine Learning (Auto-ML) As a Novel Approach to Investigate the Trade-off Between Accurate and Interpretable Classification Models
Alex Freitas (University of Kent, United Kingdom)
Differentially Private Obfuscation of Facial Images
William Croft (Carleton University, Canada), Jorg-Rudiger Sack (Carleton University, Canada) and Wei Shi (Carleton University, Canada)
New Frontiers in Explainable AI: Understanding the GI to Interpret the GO
Federico Cabitza (Università degli Studi di Milano-Bicocca, Italy), Andrea Campagner (Università degli Studi di Milano-Bicocca, Italy) and Davide Ciucci (Università degli Studi di Milano-Bicocca, Italy)
Physiological Indicators for User Trust in Machine Learning with Influence Enhanced Fact-Checking
Jianlong Zhou (University of Technology, Sydney, Australia), Huaiwen Hu (CSIRO, Australia), Zhidong Li (University of Technology, Sydney, Australia), Kun Yu (University of Technology, Sydney, Australia) and Fang Chen (University of Technology, Sydney, Australia)
Using Ontologies to Express Prior Knowledge for Genetic Programming
Stefan Prieschl (RISC Software GmbH, Johannes Kepler University, Hagenberg and Linz, Austria), Dominic Girardi (RISC Software GmbH, Johannes Kepler University, Hagenberg and Linz, Austria) and Gabriel Kronberger (Josef Ressel Centre for Symbolic Regression, University of Applied Sciences Upper Austria, Hagenberg, Austria)
Machine Learning Explainability Through Comprehensible Decision Trees
Alberto Blanco-Justicia (Universitat Rovira i Virgili, Spain) and Josep Domingo-Ferrer (Universitat Rovira i Virgili, Spain)
Package and Classify Wireless Product Features to Their Sales Items and Categories Automatically
Haitao Tang (Nokia, Finland) and Pauliina Eratuuli (Nokia, Finland)
Deep Learning for Proteomics Data for Feature Selection and Classification
Sahar Iravani (Zuse Instute Berlin, Germany) and Tim O.F. Conrad (Freie Universität Berlin, Germany)
Sparse Nerves in Practice
Nello Blaser (University of Bergen, Norway) and Morten Brun (University of Bergen, Norway)
Temporal diagnosis of discrete-event systems with dual knowledge compilation
Nicola Bertoglio (University of Brescia, Italy), Gianfranco Lamperti (University of Brescia, Italy) and Marina Zanella (University of Brescia, Italy)
Using Relational Concept Networks for Explainable Decision Support
Jeroen Voogd (TNO, Netherlands), Paolo de Heer (TNO, Netherlands), Kim Veltman, (TNO, Netherlands) Patrick Hanckmann (TNO, Netherlands) and Jeroen van Lith (TNO, Netherlands)
Machine Learning for the Family Doctor: A Case of Cluster Analysis for studying and prediction of Aging Comorbidities and Frailty
František Babič (Technical university of Kosice, Slovakia), Ljiljana Trtica Majnaric (Josip Juraj Strossmayer University of Osijek, Croatia), Sanja Bekic (Josip Juraj Strossmayer University of Osijek, Croatia) and Andreas Holzinger (Medical University Graz, Austria)
Ranked MSD: A New Explainable Feature Ranking and Feature Selection Approach for Biomarker Identification
Ghanshyam Verma (Insight Centre for Data Analytics, National University of Ireland Galway, Ireland), Alokkumar Jha (Insight Centre for Data Analytics, National University of Ireland Galway, Ireland), Dietrich Rebholz-Schuhmann (ZB MED – Information Center for Life Sciences, University of Cologne, Germany) and Michael G. Madden (School of Computer Science, National University of Ireland Galway, Ireland)
Insights into Learning Competence through Probabilistic Graphical Models
Anna Saranti (Graz University of Technology, Austria), Behnam Taraghi (Graz University of Technology, Austria), Martin Ebner (Graz University of Technology, Austria) and Andreas Holzinger (Graz University of Technology, Austria)
An Evaluation of Fingerprinting Schemes and their Utility Effects on Machine Learning
Tanja Sarcevic (SBA Research, Austria) and Rudolf Mayer (SBA Research, Austria)
Real Time Hand Movement Trajectory Tracking for Enhancing Dementia Screening in Ageing Deaf Signers of British Sign Language
Xing Liang (University of Westminster, United Kingdom), Epaminondas Kapetanios (University of Westminster, United Kingdom), Bencie Woll (University College London, United Kingdom) and Anastasia Angelopoulou (University of Westminster, United Kingdom)
Commonsense Reasoning using Theorem Proving and Machine Learning
Sophie Siebert (Hochschule Harz, Germany), Frieder Stolzenburg (Harz University of Applied Sciences, Germany) and Claudia Schon (University of Koblenz Landau, Germany)
Guided Machine Learning
Florian Westphal (
Blekinge Institute of Technology, Sweden), Niklas Lavesson (Jönköping University, Sweden)and Håkan Grahn (Blekinge Institute of Technology, Sweden)
Knowledge Extraction for Cryptographic Algorithm Validation Test Vectors by Means of Combinatorial Coverage Measurement
Dimitris E. Simos (SBA Research, Austria), Bernhard Garn (SBA Research, Austria), Ludwig Kampel (SBA Research, Austria), Rick Kuhn (National Institute of Standards and Technology, United States) and Raghu Kacker (National Institute of Standards and Technology, United States)
Backdoor Attacks in Neural Networks –\ a Systematic Evaluation on Multiple Traffic Sign Datasets
Rudolf Mayer (SBA Research, Austria) and Andreas Ekelhart (Secure Business Austria, Austria)
Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Deep Learning and Image Augmentation
Sarni Rahim (Coventry University, United Kingdom), Vasile Palade (Coventry University, United Kingdom), Ibrahim Almakky (Coventry University, United Kingdom) and Andreas Holzinger (Medical University Graz, Austria)
KANDINSKY Patterns as IQ-Test for machine learning
Andreas Holzinger (Medical University Graz, Austria), Michael Kickmeier-Rust (University of Teacher Education Sankt Gallen, Switzerland)and Heimo Müller (Medical University Graz, Austria)