Machine Learning and Knowledge Extraction

Table of Contents

1. Altmetric Badge
   Book Overview
2. Altmetric Badge
   Chapter 1 Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions
3. Altmetric Badge
   Chapter 2 The Explanation Game: Explaining Machine Learning Models Using Shapley Values
4. Altmetric Badge
   Chapter 3 Back to the Feature: A Neural-Symbolic Perspective on Explainable AI
5. Altmetric Badge
   Chapter 4 Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification
6. Altmetric Badge
   Chapter 5 Explainable Reinforcement Learning: A Survey
7. Altmetric Badge
   Chapter 6 A Projected Stochastic Gradient Algorithm for Estimating Shapley Value Applied in Attribute Importance
8. Altmetric Badge
   Chapter 7 Explaining Predictive Models with Mixed Features Using Shapley Values and Conditional Inference Trees
9. Altmetric Badge
   Chapter 8 Explainable Deep Learning for Fault Prognostics in Complex Systems: A Particle Accelerator Use-Case
10. Altmetric Badge
    Chapter 9 eXDiL: A Tool for Classifying and eXplaining Hospital Discharge Letters
11. Altmetric Badge
    Chapter 10 Cooperation Between Data Analysts and Medical Experts: A Case Study
12. Altmetric Badge
    Chapter 11 A Study on the Fusion of Pixels and Patient Metadata in CNN-Based Classification of Skin Lesion Images
13. Altmetric Badge
    Chapter 12 The European Legal Framework for Medical AI
14. Altmetric Badge
    Chapter 13 An Efficient Method for Mining Informative Association Rules in Knowledge Extraction
15. Altmetric Badge
    Chapter 14 Interpretation of SVM Using Data Mining Technique to Extract Syllogistic Rules
16. Altmetric Badge
    Chapter 15 Non-local Second-Order Attention Network for Single Image Super Resolution
17. Altmetric Badge
    Chapter 16 ML-ModelExplorer: An Explorative Model-Agnostic Approach to Evaluate and Compare Multi-class Classifiers
18. Altmetric Badge
    Chapter 17 Subverting Network Intrusion Detection: Crafting Adversarial Examples Accounting for Domain-Specific Constraints
19. Altmetric Badge
    Chapter 18 Scenario-Based Requirements Elicitation for User-Centric Explainable AI
20. Altmetric Badge
    Chapter 19 On-the-fly Black-Box Probably Approximately Correct Checking of Recurrent Neural Networks
21. Altmetric Badge
    Chapter 20 Active Learning for Auditory Hierarchy
22. Altmetric Badge
    Chapter 21 Improving Short Text Classification Through Global Augmentation Methods
23. Altmetric Badge
    Chapter 22 Interpretable Topic Extraction and Word Embedding Learning Using Row-Stochastic DEDICOM
24. Altmetric Badge
    Chapter 23 A Clustering Backed Deep Learning Approach for Document Layout Analysis
25. Altmetric Badge
    Chapter 24 Calibrating Human-AI Collaboration: Impact of Risk, Ambiguity and Transparency on Algorithmic Bias
26. Altmetric Badge
    Chapter 25 Applying AI in Practice: Key Challenges and Lessons Learned
27. Altmetric Badge
    Chapter 26 Function Space Pooling for Graph Convolutional Networks
28. Altmetric Badge
    Chapter 27 Analysis of Optical Brain Signals Using Connectivity Graph Networks
29. Altmetric Badge
    Chapter 28 Property-Based Testing for Parameter Learning of Probabilistic Graphical Models
30. Altmetric Badge
    Chapter 29 An Ensemble Interpretable Machine Learning Scheme for Securing Data Quality at the Edge
31. Altmetric Badge
    Chapter 30 Inter-space Machine Learning in Smart Environments