| Vol-3389 urn:nbn:de:0074-3389-9 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# ICCBR-WS 2022
ICCBR 2022 Workshop Proceedings

### Workshop Proceedings of the 30th International Conference on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022)

### Nancy (France), September 12-15th, 2022.

Edited by

### Pascal Reuss *
Jakob Schönborn *

* DFKI & University of Hildesheim (Germany)

## Table of Contents

- Preface and Table of Contents 1-2
  Summary: There were 48 papers submitted for peer-reviews to the workshops. Out of these, 27 papers were accepted for this volume, 20 as regular papers and 7 as short papers.

### ATA: Workshop on Analogies: from Theory to Applications

- Preface 3
- Sentence Analogies for Text Morphing 4-13
  Zhicheng Pan, Xinbo Zhao, Yves Lepage
- Transferring Learned Models of Morphological Analogy 14-29
  Esteban Marquer, Pierre-Alexandre Murena, Miguel Couceiro
- Extraction of analogies between sentences on the level of syntax using parse trees 30-42
  Yifei Zhou, Rashel Fam, Yves Lepage
- CoAT-APC: When Analogical Proportion-based Classification Meets Case-based Reasoning 43-56
  Fadi Badra, Marie-Jeanne Lesot
- Interactions Between Knowledge Graph-Related Tasks and Analogical Reasoning: A Discussion 57-67
  Pierre Monnin, Miguel Couceiro
- An analogy based framework for patient-stay identification in healthcare 68-80
  Safa Alsaidi, Miguel Couceiro, Esteban Marquer, Sophie Quennelle, Anita Burgun, Nicolas Garcelon, Adrien Coulet
- The Application of Qualitative Metadata to Analogical Reasoning 81-88
  Dave Ragget
- Towards efficient scoring of student-generated long-form analogies in STEM 89-103
  Thilini Wijesiriwardene, Ruwan Wickramarachichi, Valerie L. Shalin, Amit P. Sheth

### XCBR: Workshop on Case-Based Reasoning for the Explanation of Intelligent Systems

- Preface 104
- Unsupervised clustering applied to the optimization of a Case-based Reasoning system for the selection of optimal image explanation methods 105-116
  Esteban E. Brito-Borges, Mauricio G. Orozco-del-Castillo, Juan A. Recio-García
- Conceptual Modelling of Explanation Experiences Through the iSeeOnto Ontology 117-128
  Marta Caro-Martínez, Anjana Wijekoon, Juan A. Recio-García, David Corsar, Ikechukwu Nkisi-Orji
- Applying explanation methods for the iterative refinement of an ANN-based depression screening tool 129-140
  Christian E. Sosa-Espadas, Manuel Cetina-Aguilar, Jose A. Soladrero, Jesus M. Darias, Esteban E. Brito-Borges, Nora L. Cuevas-Cuevas, Mauricio G. Orozco-del-Castillo
- When a CBR in Hand Better than Twins in the Bush 141-152
  Mobyen Uddin Ahmed, Shaibal Barua, Shahina Begum, Mir Riyanul Islam, Rosina O. Weber
- A Case-based Explanation Method for Weather Forecasting 153-164
  Moisés Fernando Valdez-Ávila, Gerardo Arturo Pérez-Pérez, Humberto Sarabia-Osorio, Carlos Bermejo-Sabbagh, Mauricio G. Orozco-del-Castillo
- Activity Recognition and Explanation for Cancer Health Awareness 165-176
  Haylex Borck, Jack Ludwig, Joseph B. Mueller, Steven Johnston, Helen Wauck, Ruta Wheelock, Richard G. Freedman
- Counterfactuals as Explanations for Monotonic Classifiers 177-188
  Sarathi K., Shania Mitra, Deepak P., Sutanu Chakraborti
- Generating Counterfactual Images: Towards a C2C-VAE Approach 189-194
  Ziwei Zhao, David Leake, Xiaomeng Ye, David Crandall
- Case-based Explanation: Making the Implicit Explicit 195-200
  David Leake

### POCBR: Workshop on Process-Oriented Case-Based Reasoning

- Preface 201
- FlexiTeam: Flexible Team and Work Organization using Process-Oriented Case-Based Reasoning (short paper) 201-210
  Ditty Mathew, Ralph Bergmann, Benjamin Weyers, Thomas Ellwart, Dominique Bohrmann, Ericson Hölzchen
- Towards Adaptive Workflow Management by Case-based Reasoning and Automated Planning (short paper) 211-220
  Lukas Malburg, Ralph Bergmann
- Towards Experience-based Assistance for Personal Robotic Process Automation by Process-Oriented Case-based Reasoning (short paper) 220-229
  Christian Zeyen, Rudolf Koch, Sven Schwarz, Heiko Maus, Ralph Bergmann

### CBR Demos and Showcases

- Preface 230
- iSee: Intelligent Sharing of Explanation Experiences (short paper) 231-232
  Kyle Martin, Anjana Wijekoon, Nirmalie Wiratunga, Chamath Palihawadana, Ikechukwu Nkisi-Orji, David Corsar, Belén Díaz-Agudo, Juan A. Recio-García, Marta Caro-Martínez, Derek Bridge, Preeja Pradeep, Anne Liret, Bruno Fleisch
- Introducing Clood CBR: A Cloud Based CBR Framework (short paper) 233-234
  Chamath Palihawadana, Ikechukwu Nkisi-Orji, Nirmalie Wiratunga, David Corsar, Anjana Wijekoon

### XCBR Challenge

- Preface 235
- Leveraging SHAP and CBR for Dimensionaltiy Reduction on the Psychology Prediction Dataset (short paper) 236-240
  Zachary Wilkerson, David Leake, David Crandall
- IREX: A reusable process for the iterative refinement and explanation of classification models (short paper) 241-245
  Christian E. Sosa-Espadas, Manuel Cetina-Aguilar, Jose A. Soladrero, Jesus M. Darias, Esteban E. Brito-Borges, Nora L. Cuevas-Cuevas, Mauricio G. Orozco-del-Castillo
- CBR-foX: A generic post-hoc case-based reasoning method for the explanation of time-series forecasting (short paper) 246-250
  Moisés Fernando Valdez-Ávila, Gerardo Arturo Pérez-Pérez, Humberto Sarabia-Osorio, Carlos Bermejo-Sabbagh, Mauricio G. Orozco-del-Castillo
- Explaining your Neighbourhood: A CBR Approach for Explaining Black-Box Models (short paper) 251-255
  Betül Bayrak, Paola Marin-Veites, Kerstin Bach
- Explainable Weather Forecasts Through an LSTM-CBR Twin System (short paper) 256-260
  Craig Pirie, Malavika Suresh, Pedram Salimi, Chamath Palihawadana, Gayani Nanayakkara

2023-04-20: submitted by Pascal Reuss, metadata incl. bibliographic data published under Creative Commons CC0
2023-05-11: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|