Title Case-based reasoning research and development : 27th international conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019 : proceedings / Kerstin Bach, Cindy Marling (eds.)

Published Cham : Springer, [2019] ©2019

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Description 1 online resource : illustrations (some color) Series Lecture notes in computer science. Lecture notes in artificial intelligence ; 11680 LNCS sublibrary. SL 7, Artificial intelligence Lecture notes in computer science ; 11680. Lecture notes in computer science. Lecture notes in artificial intelligence. LNCS sublibrary. SL 7, Artificial intelligence. Contents Intro; Preface; Organization; Abstracts of Invited Papers; Mapping the Challenges and Opportunities of CBR for eXplainable AI; Some Shades of Grey! Interpretability and Explanatory Capacity of Deep Neural Networks; Model-Based Reasoning for Explainable AI as a Service; Contents; Comparing Similarity Learning with Taxonomies and One-Mode Projection in Context of the FEATURE-TAK Framework; 1 Introduction; 2 Weighted One Mode Projection in FEATURE-TAK; 2.1 FEATURE-TAK; 2.2 Integration of the Weighted One-Mode Projection; 3 Evaluation; 3.1 Similarity Matrix Computation and Modelling Assumptions 3.2 Evaluation Results4 Discussion and Outlook; References; An Algorithm Independent Case-Based Explanation Approach for Recommender Systems Using Interaction Graphs; 1 Introduction; 2 Related Work; 3 Explanations Based on Interaction Graphs; 3.1 The Case-Based Explanation System; 3.2 Link Prediction Similarity Measures; 4 Evaluation; 4.1 Data; 4.2 Experimental Setup; 4.3 Results; 5 Conclusions and Future Work; References; Explanation of Recommenders Using Formal Concept Analysis; 1 Introduction; 2 Related Work; 3 Formal Concept Analysis; 4 FCA-Based Explanation Algorithm 4.1 Explanation of the User Profile4.2 Explaining a Recommendation; 5 Evaluation; 5.1 Global Behaviour of the FCA Lattices; 5.2 Item Selection Strategies; 6 Conclusions and Future Work; References; FLEA-CBR -- A Flexible Alternative to the Classic 4R Cycle of Case-Based Reasoning; 1 Introduction; 2 Related Work; 3 FLEA-CBR; 3.1 Problem Description; 3.2 Overview and Background; 3.3 Core Features; 3.4 Find; 3.5 Learn; 3.6 Explain; 3.7 Adapt; 4 Example Usages; 4.1 CBR and Creativity; 4.2 Library Service Optimization; 5 Conclusion and Future Work; References Lazy Learned Screening for Efficient Recruitment1 Introduction; 2 Related Work; 2.1 Existing Approaches to Screening; 2.2 Existing Semantic Resources; 3 Design and Implementation; 3.1 Case Representation; 3.2 Similarity Functions; 3.3 The CBR Cycle; 4 Test and Evaluation; 4.1 Setup; 4.2 Experiment 1; 4.3 Experiment 2; 5 Results and Discussion; 5.1 Experiment 1; 5.2 Experiment 2; 6 Conclusion and Future Work; References; On the Generalization Capabilities of Sharp Minima in Case-Based Reasoning; 1 Introduction; 2 Background and Related Work 2.1 Case Base Maintenance and Instance-Based Learning2.2 Sharp and Flat Minima of an Error Function; 3 Case Base Maintenance as Optimization Problem; 3.1 Case Base Editing Problem; 3.2 Introspective Problem-Solving Quality; 3.3 Local Optima in Case Base Editing; 3.4 Hill-Climbing Case Base Editors; 4 Sharpness of a Case Base Configuration; 4.1 Characterizing Flat and Sharp Case Base Editing Optima; 4.2 Discussion of the Sharpness Measure; 5 Empirical Evaluation; 5.1 Correlation Between Sharpness and Generalization; 5.2 Hill-Climber Variants and Their Optima; 6 Conclusion; References Summary This book constitutes the refereed proceedings of the 27th International Conference on Case-Based Reasoning Research and Development, ICCBR 2019, held in Otzenhausen, Germany, in September 2019. The 26 full papers presented in this book were carefully reviewed and selected from 43 submissions. 15 were selected for oral presentation and 11 for poster presentation. The theme of ICCBR 2019, "Explainable AI (XAI)," was highlighted by several activities. These papers, which are included in the proceedings, address many themes related to the theory and application of case-based reasoning and its future direction. -- Provided by publisher Notes Includes author index Online resource; title from PDF title page (SpringerLink, viewed September 16, 2019) Subject Case-based reasoning -- Congresses Case-based reasoning Genre/Form Electronic books proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Bach, Kerstin, editor Marling, Cindy, editor ISBN 9783030292492 3030292495 3030292487 9783030292485 9783030292508 3030292509

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