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ORCID30th ICCBR 2022: Nancy, France
- Mark T. Keane
, Nirmalie Wiratunga:
Case-Based Reasoning Research and Development - 30th International Conference, ICCBR 2022, Nancy, France, September 12-15, 2022, Proceedings. Lecture Notes in Computer Science 13405, Springer 2022, ISBN 978-3-031-14922-1
Explainability in CBR
- Jesus M. Darias, Marta Caro-Martínez, Belén Díaz-Agudo, Juan A. Recio-García:
Using Case-Based Reasoning for Capturing Expert Knowledge on Explanation Methods. 3-17 - Barry Smyth, Mark T. Keane:
A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations. 18-32 - Anjana Wijekoon, Nirmalie Wiratunga, Ikechukwu Nkisi-Orji, Chamath Palihawadana, David Corsar, Kyle Martin:
How Close Is Too Close? The Role of Feature Attributions in Discovering Counterfactual Explanations. 33-47 - William Blanzeisky, Barry Smyth, Pádraig Cunningham:
Algorithmic Bias and Fairness in Case-Based Reasoning. 48-62 - Greta Warren, Barry Smyth, Mark T. Keane:
"Better" Counterfactuals, Ones People Can Understand: Psychologically-Plausible Case-Based Counterfactuals Using Categorical Features for Explainable AI (XAI). 63-78
Representation and Similarity
- David Leake, Zachary Wilkerson, David Crandall:
Extracting Case Indices from Convolutional Neural Networks: A Comparative Study. 81-95 - Fakhri Abbas, Nadia Najjar, David C. Wilson:
Exploring the Effect of Recipe Representation on Critique-Based Conversational Recommendation. 96-110 - Paola Marín-Veites, Kerstin Bach:
Explaining CBR Systems Through Retrieval and Similarity Measure Visualizations: A Case Study. 111-124 - Ikechukwu Nkisi-Orji, Chamath Palihawadana, Nirmalie Wiratunga, David Corsar, Anjana Wijekoon:
Adapting Semantic Similarity Methods for Case-Based Reasoning in the Cloud. 125-139
Adaptation and Analogical Reasoning
- Xiaomeng Ye, David Leake, David Crandall:
Case Adaptation with Neural Networks: Capabilities and Limitations. 143-158 - Esteban Marquer, Safa Alsaidi, Amandine Decker, Pierre-Alexandre Murena, Miguel Couceiro:
A Deep Learning Approach to Solving Morphological Analogies. 159-174 - Fadi Badra, Marie-Jeanne Lesot, Aman Barakat, Christophe Marsala:
Theoretical and Experimental Study of a Complexity Measure for Analogical Transfer. 175-189
Graphs and Optimisation
- Thomas Gabel, Fabian Sommer:
Case-Based Learning and Reasoning Using Layered Boundary Multigraphs. 193-208 - Katharina Landeis, Gerhard Pews, Mirjam Minor:
Particle Swarm Optimization in Small Case Bases for Software Effort Estimation. 209-223 - Fengrui Liu, Yang Wang, Zhenyu Li, Rui Ren, Hongtao Guan, Xian Yu, Xiaofan Chen, Gaogang Xie:
MicroCBR: Case-Based Reasoning on Spatio-temporal Fault Knowledge Graph for Microservices Troubleshooting. 224-239 - Maximilian Hoffmann, Lukas Malburg, Nico Bach, Ralph Bergmann:
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning. 240-255 - Adwait P. Parsodkar, Deepak P, Sutanu Chakraborti:
Never Judge a Case by Its (Unreliable) Neighbors: Estimating Case Reliability for CBR. 256-270
CBR and Neural Networks
- Maximilian Hoffmann, Ralph Bergmann:
Improving Automated Hyperparameter Optimization with Case-Based Reasoning. 273-288 - Mathieu d'Aquin, Emmanuel Nauer, Jean Lieber:
A Factorial Study of Neural Network Learning from Differences for Regression. 289-303 - Jonas Nüßlein, Steffen Illium, Robert Müller, Thomas Gabor, Claudia Linnhoff-Popien:
Case-Based Inverse Reinforcement Learning Using Temporal Coherence. 304-317 - Justine Duck, Romain Schaller, Frédéric Auber, Yann Chaussy, Julien Henriet, Jean Lieber, Emmanuel Nauer, Henri Prade:
Analogy-Based Post-treatment of CNN Image Segmentations. 318-332
Case-Based Applications
- Ciara Feely, Brian Caulfield, Aonghus Lawlor, Barry Smyth:
An Extended Case-Based Approach to Race-Time Prediction for Recreational Marathon Runners. 335-349 - Michael Paul Clemens, Nancy N. Blackburn, Rushit Sanghrajka, Monthir Ali, Michael Gardone, Shilpa Thomas, Hunter Finney, Rogelio E. Cardona-Rivera:
A Case-Based Reasoning Approach to Plugin Parameter Selection in Vocal Audio Production. 350-364 - Eoin Delaney, Derek Greene, Laurence Shalloo, Michael Lynch, Mark T. Keane:
Forecasting for Sustainable Dairy Produce: Enhanced Long-Term, Milk-Supply Forecasting Using k-NN for Data Augmentation, with Prefactual Explanations for XAI. 365-379 - Ashish Upadhyay, Stewart Massie:
A Case-Based Approach for Content Planning in Data-to-Text Generation. 380-394 - Richard Noll, Jannik Schaaf, Holger Storf:
The Use of Computer-Assisted Case-Based Reasoning to Support Clinical Decision-Making - A Scoping Review. 395-409
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