Chapter: Applying AI in Practice: Key Challenges and Lessons Learned

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Chapters/Headings	Author(s)	Pages	Info
Front Matter		i-xi
Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions	Luca Longo; Randy Goebel; Freddy Lecue; Peter Kieseberg; Andreas Holzinger	1-16
The Explanation Game: Explaining Machine Learning Models Using Shapley Values	Luke Merrick; Ankur Taly	17-38
Back to the Feature: A Neural-Symbolic Perspective on Explainable AI	Andrea Campagner; Federico Cabitza	39-55
Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification	Xiaoxiao Li; João Saúde	57-76
Explainable Reinforcement Learning: A Survey	Erika Puiutta; Eric M. S. P. Veith	77-95
A Projected Stochastic Gradient Algorithm for Estimating Shapley Value Applied in Attribute Importance	Grah Simon; Thouvenot Vincent	97-115
Explaining Predictive Models with Mixed Features Using Shapley Values and Conditional Inference Trees	Annabelle Redelmeier; Martin Jullum; Kjersti Aas	117-137
Explainable Deep Learning for Fault Prognostics in Complex Systems: A Particle Accelerator Use-Case	Lukas Felsberger; Andrea Apollonio; Thomas Cartier-Michaud; Andreas Müller; Benjamin Todd; Dieter Kranzlmüller	139-158
eXDiL: A Tool for Classifying and eXplaining Hospital Discharge Letters	Fabio Mercorio; Mario Mezzanzanica; Andrea Seveso	159-172
Cooperation Between Data Analysts and Medical Experts: A Case Study	Judita Rokošná; František Babič; Ljiljana Trtica Majnarić; L’udmila Pusztová	173-190
A Study on the Fusion of Pixels and Patient Metadata in CNN-Based Classification of Skin Lesion Images	Fabrizio Nunnari; Chirag Bhuvaneshwara; Abraham Obinwanne Ezema; Daniel Sonntag	191-208
The European Legal Framework for Medical AI	David Schneeberger; Karl Stöger; Andreas Holzinger	209-226
An Efficient Method for Mining Informative Association Rules in Knowledge Extraction	Parfait Bemarisika; André Totohasina	227-247
Interpretation of SVM Using Data Mining Technique to Extract Syllogistic Rules	Sanjay Sekar Samuel; Nik Nailah Binti Abdullah; Anil Raj	249-266
Non-local Second-Order Attention Network for Single Image Super Resolution	Jiawen Lyn; Sen Yan	267-279
ML-ModelExplorer: An Explorative Model-Agnostic Approach to Evaluate and Compare Multi-class Classifiers	Andreas Theissler; Simon Vollert; Patrick Benz; Laurentius A. Meerhoff; Marc Fernandes	281-300
Subverting Network Intrusion Detection: Crafting Adversarial Examples Accounting for Domain-Specific Constraints	Martin Teuffenbach; Ewa Piatkowska; Paul Smith	301-320
Scenario-Based Requirements Elicitation for User-Centric Explainable AI	Douglas Cirqueira; Dietmar Nedbal; Markus Helfert; Marija Bezbradica	321-341
On-the-fly Black-Box Probably Approximately Correct Checking of Recurrent Neural Networks	Franz Mayr; Ramiro Visca; Sergio Yovine	343-363
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