Case-Based Reasoning Research and Development

Chapter 1 Using Case-Based Reasoning for Capturing Expert Knowledge on Explanation Methods

Chapter 2 A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations

Chapter 3 How Close Is Too Close? The Role of Feature Attributions in Discovering Counterfactual Explanations

Chapter 5 “Better” Counterfactuals, Ones People Can Understand: Psychologically-Plausible Case-Based Counterfactuals Using Categorical Features for Explainable AI (XAI)

Chapter 6 Extracting Case Indices from Convolutional Neural Networks: A Comparative Study

Chapter 7 Exploring the Effect of Recipe Representation on Critique-Based Conversational Recommendation

Chapter 8 Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study

Chapter 9 Adapting Semantic Similarity Methods for Case-Based Reasoning in the Cloud

Chapter 10 Case Adaptation with Neural Networks: Capabilities and Limitations

Chapter 11 A Deep Learning Approach to Solving Morphological Analogies

Chapter 12 Theoretical and Experimental Study of a Complexity Measure for Analogical Transfer

Chapter 13 Case-Based Learning and Reasoning Using Layered Boundary Multigraphs

Chapter 14 Particle Swarm Optimization in Small Case Bases for Software Effort Estimation

Chapter 15 MicroCBR: Case-Based Reasoning on Spatio-temporal Fault Knowledge Graph for Microservices Troubleshooting

Chapter 16 GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning

Chapter 17 Never Judge a Case by Its (Unreliable) Neighbors: Estimating Case Reliability for CBR

Chapter 18 Improving Automated Hyperparameter Optimization with Case-Based Reasoning

Chapter 19 A Factorial Study of Neural Network Learning from Differences for Regression

Chapter 20 Case-Based Inverse Reinforcement Learning Using Temporal Coherence

Chapter 21 Analogy-Based Post-treatment of CNN Image Segmentations

Chapter 22 An Extended Case-Based Approach to Race-Time Prediction for Recreational Marathon Runners

Chapter 23 A Case-Based Reasoning Approach to Plugin Parameter Selection in Vocal Audio Production

Chapter 24 Forecasting for Sustainable Dairy Produce: Enhanced Long-Term, Milk-Supply Forecasting Using k -NN for Data Augmentation, with Prefactual Explanations for XAI

Chapter 25 A Case-Based Approach for Content Planning in Data-to-Text Generation

Chapter 26 The Use of Computer-Assisted Case-Based Reasoning to Support Clinical Decision-Making – A Scoping Review