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Artificial Intelligence. ECAI 2023 International Workshops

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Cover of 'Artificial Intelligence. ECAI 2023 International Workshops'

Table of Contents

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    Book Overview
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    Chapter 1 Clash of the Explainers: Argumentation for Context-Appropriate Explanations
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    Chapter 2 EcoShap: Save Computations by only Calculating Shapley Values for Relevant Features
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    Chapter 3 Evaluation of Human-Understandability of Global Model Explanations Using Decision Tree
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    Chapter 4 The Blame Problem in Evaluating Local Explanations and How to Tackle It
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    Chapter 5 Explainable Anomaly Detection in Industrial Streams
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    Chapter 6 Towards Explainable Deep Domain Adaptation
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    Chapter 7 Finding Time Optimal Routes for Trains Using Basic Kinematics and A
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    Chapter 8 Deep Reinforcement Learning of Autonomous Control Actions to Improve Bus-Service Regularity
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    Chapter 9 Identifying Critical Scenarios in Autonomous Driving During Operation
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    Chapter 10 Achieving Complete Coverage with Hypercube-Based Symbolic Knowledge-Extraction Techniques
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    Chapter 11 Interpreting and Correcting Medical Image Classification with PIP-Net
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    Chapter 12 Causal Entropy and Information Gain for Measuring Causal Control
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    Chapter 13 Leveraging Model-Based Trees as Interpretable Surrogate Models for Model Distillation
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    Chapter 14 Temporal Saliency Detection Towards Explainable Transformer-Based Timeseries Forecasting
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    Chapter 15 Explaining Taxi Demand Prediction Models Based on Feature Importance
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    Chapter 16 Bayesian CAIPI: A Probabilistic Approach to Explanatory and Interactive Machine Learning
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    Chapter 17 Commonsense Reasoning and Explainable Artificial Intelligence Using Large Language Models
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    Chapter 18 Post-hoc Rule Based Explanations for Black Box Bayesian Optimization
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    Chapter 19 Subgroup Discovery with  SD4Py
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    Chapter 20 Exploring Multi-Task Learning for Explainability
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    Chapter 21 Optimizing Decision Trees for Enhanced Human Comprehension
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    Chapter 22 ChatGPT-HealthPrompt. Harnessing the Power of XAI in Prompt-Based Healthcare Decision Support using ChatGPT
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    Chapter 23 Simple Framework for Interpretable Fine-Grained Text Classification
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    Chapter 24 Mark My Words: Dangers of Watermarked Images in ImageNet
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    Chapter 25 Towards Evaluating Policy Optimisation Agents Using Algorithmic Intelligence Quotient Test
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Title
Artificial Intelligence. ECAI 2023 International Workshops
Published by
Springer Nature Switzerland, February 2024
DOI 10.1007/978-3-031-50396-2
ISBNs
978-3-03-150395-5, 978-3-03-150396-2
Editors

Nowaczyk, Sławomir, Biecek, Przemysław, Chung, Neo Christopher, Vallati, Mauro, Skruch, Paweł, Jaworek-Korjakowska, Joanna, Parkinson, Simon, Nikitas, Alexandros, Atzmüller, Martin, Kliegr, Tomáš, Schmid, Ute, Bobek, Szymon, Lavrac, Nada, Peeters, Marieke, van Dierendonck, Roland, Robben, Saskia, Mercier-Laurent, Eunika, Kayakutlu, Gülgün, Owoc, Mieczyslaw Lech, Mason, Karl, Wahid, Abdul, Bruno, Pierangela, Calimeri, Francesco, Cauteruccio, Francesco, Terracina, Giorgio, Wolter, Diedrich, Leidner, Jochen L., Kohlhase, Michael, Dimitrova, Vania

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