David B. Leake

Orcid: 0000-0002-8666-3416

Affiliations:
  • Indiana University, Bloomington, USA


According to our database1, David B. Leake authored at least 156 papers between 1988 and 2024.

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Bibliography

2024
Case-Enhanced Vision Transformer: Improving Explanations of Image Similarity with a ViT-based Similarity Metric.
CoRR, 2024

Towards Network Implementation of CBR: Case Study of a Neural Network K-NN Algorithm.
Proceedings of the Case-Based Reasoning Research and Development, 2024

Extracting Indexing Features for CBR from Deep Neural Networks: A Transfer Learning Approach.
Proceedings of the Case-Based Reasoning Research and Development, 2024

On Implementing Case-Based Reasoning with Large Language Models.
Proceedings of the Case-Based Reasoning Research and Development, 2024

2023
In Memoriam: Roger C. Schank, 1946-2023.
AI Mag., September, 2023

Enhancing Case-Based Reasoning with Neural Networks.
Proceedings of the Compendium of Neurosymbolic Artificial Intelligence, 2023

Large Language Models Need Symbolic AI.
Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, 2023

Less is Better: An Energy-Based Approach to Case Base Competence.
Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), 2023

Examining the Impact of Network Architecture on Extracted Feature Quality for CBR.
Proceedings of the Case-Based Reasoning Research and Development, 2023

Towards Addressing Problem-Distribution Drift with Case Discovery.
Proceedings of the Case-Based Reasoning Research and Development, 2023

Cases Are King: A User Study of Case Presentation to Explain CBR Decisions.
Proceedings of the Case-Based Reasoning Research and Development, 2023

2022
Generation and Evaluation of Creative Images from Limited Data: A Class-to-Class VAE Approach.
Proceedings of the 13th International Conference on Computational Creativity, Bozen-Bolzano, Italy, June 27, 2022

Generating Counterfactual Images: Towards a C2C-VAE Approach.
Proceedings of the Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), 2022

Case Adaptation with Neural Networks: Capabilities and Limitations.
Proceedings of the Case-Based Reasoning Research and Development, 2022

Leveraging SHAP and CBR for Dimensionaltiy Reduction on the Psychology Prediction Dataset.
Proceedings of the Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), 2022

Extracting Case Indices from Convolutional Neural Networks: A Comparative Study.
Proceedings of the Case-Based Reasoning Research and Development, 2022

Case-based Explanation: Making the Implicit Explicit.
Proceedings of the Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), 2022

2021
Applying the Case Difference Heuristic to Learn Adaptations from Deep Network Features.
CoRR, 2021

Learning Adaptations for Case-Based Classification: A Neural Network Approach.
Proceedings of the Case-Based Reasoning Research and Development, 2021

On Combining Knowledge-Engineered and Network-Extracted Features for Retrieval.
Proceedings of the Case-Based Reasoning Research and Development, 2021

Harmonizing Case Retrieval and Adaptation with Alternating Optimization.
Proceedings of the Case-Based Reasoning Research and Development, 2021

Evaluating CBR Explanation Capabilities: Survey and Next Steps.
Proceedings of the Workshops Proceedings for the 29th International Conference on Case-Based Reasoning co-located with the 29th International Conference on Case-Based Reasoning (ICCBR 2021), 2021

Supporting Case-Based Reasoning with Neural Networks: An Illustration for Case Adaptation.
Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), 2021

2020
Applying Class-to-Class Siamese Networks to Explain Classifications with Supportive and Contrastive Cases.
Proceedings of the Case-Based Reasoning Research and Development, 2020

Learning to Improve Efficiency for Adaptation Paths.
Proceedings of the Case-Based Reasoning Research and Development, 2020

On Bringing Case-Based Reasoning Methodology to Deep Learning.
Proceedings of the Case-Based Reasoning Research and Development, 2020

2019
Unsupervised Hierarchical Temporal Abstraction by Simultaneously Learning Expectations and Representations.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

On Combining Case Adaptation Rules.
Proceedings of the Case-Based Reasoning Research and Development, 2019

CBR Confidence as a Basis for Confidence in Black Box Systems.
Proceedings of the Case-Based Reasoning Research and Development, 2019

2018
Embedded Word Representations for Rich Indexing: A Case Study for Medical Records.
Proceedings of the Case-Based Reasoning Research and Development, 2018

Exploration vs. Exploitation in Case-Base Maintenance: Leveraging Competence-Based Deletion with Ghost Cases.
Proceedings of the Case-Based Reasoning Research and Development, 2018

Harnessing Hundreds of Millions of Cases: Case-Based Prediction at Industrial Scale.
Proceedings of the Case-Based Reasoning Research and Development, 2018

2017
Learning and applying adaptation rules for categorical features: An ensemble approach.
AI Commun., 2017

Learning and Applying Case Adaptation Rules for Classification: An Ensemble Approach.
Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

Maintenance for Case Streams: A Streaming Approach to Competence-Based Deletion.
Proceedings of the Case-Based Reasoning Research and Development, 2017

Scaling Up Ensemble of Adaptations for Classification by Approximate Nearest Neighbor Retrieval.
Proceedings of the Case-Based Reasoning Research and Development, 2017

Modelling Unsupervised Event Segmentation: Learning Event Boundaries from Prediction Errors.
Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

Knowledge-Based Morphological Classification of Galaxies from Vision Features.
Proceedings of the Workshops of the The Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Mining for Topics to Suggest Knowledge Model Extensions.
ACM Trans. Knowl. Discov. Data, 2016

Guest editors' introduction: special issue on case-based reasoning.
J. Intell. Inf. Syst., 2016

Enhancing case-based regression with automatically-generated ensembles of adaptations.
J. Intell. Inf. Syst., 2016

Passing the Torch.
AI Mag., 2016

After Seventeen Years and 70 Issues ...
AI Mag., 2016

Case-Base Maintenance: A Streaming Approach.
Proceedings of the Workshops Proceedings for the Twenty-fourth International Conference on Case-Based Reasoning (ICCBR 2016), Atlanta, Georgia, USA, October 31, 2016

Adaptation-Guided Feature Deletion: Testing Recoverability to Guide Case Compression.
Proceedings of the Case-Based Reasoning Research and Development, 2016

Ensemble of Adaptations for Classification: Learning Adaptation Rules for Categorical Features.
Proceedings of the Case-Based Reasoning Research and Development, 2016

A Computational Method for Extracting, Representing, and Predicting Social Closeness.
Proceedings of the ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands, 2016

2015
Transfer Learning via Relational Type Matching.
Proceedings of the 2015 IEEE International Conference on Data Mining, 2015

Flexible Feature Deletion: Compacting Case Bases by Selectively Compressing Case Contents.
Proceedings of the Case-Based Reasoning Research and Development, 2015

CBR Meets Big Data: A Case Study of Large-Scale Adaptation Rule Generation.
Proceedings of the Case-Based Reasoning Research and Development, 2015

Investigating Methods and Representations for Reasoning About Social Context and Relative Social Power.
Proceedings of the Modeling and Using Context, 2015

2014
Experience-based support for human-centered knowledge modeling.
Knowl. Based Syst., 2014

Facilitating representation and retrieval of structured cases: Principles and toolkit.
Inf. Syst., 2014

On Retention of Adaptation Rules.
Proceedings of the Case-Based Reasoning Research and Development, 2014

An Ensemble Approach to Adaptation-Guided Retrieval.
Proceedings of the Twenty-Seventh International Florida Artificial Intelligence Research Society Conference, 2014

Adaptation-Guided Case Base Maintenance.
Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence, 2014

Context and Case-Based Reasoning.
Proceedings of the Context in Computing, 2014

2013
Announcing the New App for AI Magazine.
AI Mag., 2013

Announcing the Digital Edition of AI Magazine.
AI Mag., 2013

Extending Case Adaptation with Automatically-Generated Ensembles of Adaptation Rules.
Proceedings of the Case-Based Reasoning Research and Development, 2013

On Deriving Adaptation Rule Confidence from the Rule Generation Process.
Proceedings of the Case-Based Reasoning Research and Development, 2013

An Ensemble Approach to Instance-Based Regression Using Stretched Neighborhoods.
Proceedings of the Twenty-Sixth International Florida Artificial Intelligence Research Society Conference, 2013

A Context-Aware Approach to Selecting Adaptations for Case-Based Reasoning.
Proceedings of the Modeling and Using Context, 2013

2012
The Diversity of AI.
AI Mag., 2012

Custom Accessibility-Based CCBR Question Selection by Ongoing User Classification.
Proceedings of the Case-Based Reasoning Research and Development, 2012

Customizing Question Selection in Conversational Case-Based Reasoning.
Proceedings of the Twenty-Fifth International Florida Artificial Intelligence Research Society Conference, 2012

Generalized representation and mapping for social-ecological data: Freeing data from the database.
Proceedings of the 8th IEEE International Conference on E-Science, 2012

Mining classifications from social-ecological databases.
Proceedings of the Information, Interaction, Innovation: Celebrating the Past, Constructing the Present and Creating the Future, 2012

2011
Enhancing Case Adaptation with Introspective Reasoning and Web Mining.
Proceedings of the IJCAI 2011, 2011

How Many Cases Do You Need? Assessing and Predicting Case-Base Coverage.
Proceedings of the Case-Based Reasoning Research and Development, 2011

A Noisy 10GB Provenance Database.
Proceedings of the Business Process Management Workshops, 2011

Using Introspective Reasoning to Improve CBR System Performance.
Proceedings of the Metareasoning - Thinking about Thinking., 2011

2010
Case-Based Reasoning Tomorrow: Provenance, the Web, and Cases in the Future of Intelligent Information Processing.
Proceedings of the Intelligent Information Processing V, 2010

A General Introspective Reasoning Approach to Web Search for Case Adaptation.
Proceedings of the Case-Based Reasoning. Research and Development, 2010

Organizing Committee / Preface.
Proceedings of the Explanation-aware Computing, 2010

2009
CBR Based Workflow Composition Assistant.
Proceedings of the 2009 IEEE Congress on Services, Part I, 2009

Four Heads Are Better than One: Combining Suggestions for Case Adaptation.
Proceedings of the Case-Based Reasoning Research and Development, 2009

Organizing Committee / Preface.
Proceedings of the Explanation-aware Computing, 2009

2008
Knowledge-Based Computation.
Proceedings of the Wiley Encyclopedia of Computer Science and Engineering, 2008

AI Magazine Poster: The AI Landscape.
AI Mag., 2008

Report on the 2007 Workshop on Modeling and Reasoning in Context.
AI Mag., 2008

Provenance and Case-Based Reasoning.
Proceedings of the Twenty-First International Florida Artificial Intelligence Research Society Conference, 2008

Knowledge Planning and Learned Personalization for Web-Based Case Adaptation.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

Towards Case-Based Support for e-Science Workflow Generation by Mining Provenance.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

Using Case Provenance to Propagate Feedback to Cases and Adaptations.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

Formal and Experimental Foundations of a New Rank Quality Measure.
Proceedings of the Advances in Case-Based Reasoning, 9th European Conference, 2008

2007
AAAI-07 Workshop Reports.
AI Mag., 2007

Case Provenance: The Value of Remembering Case Sources.
Proceedings of the Case-Based Reasoning Research and Development, 2007

Mining Large-Scale Knowledge Sources for Case Adaptation Knowledge.
Proceedings of the Case-Based Reasoning Research and Development, 2007

Organizing Committee / Preface.
Proceedings of the Explanation-Aware Computing, 2007

2006
Editorial Introduction.
AI Mag., 2006

Reports on the Twenty-First National Conference on Artificial Intelligence (AAAI-06) Workshop Program.
AI Mag., 2006

Cases, Context, and Comfort: Opportunities for Case-Based Reasoning in Smart Homes.
Proceedings of the Designing Smart Homes, The Role of Artificial Intelligence, 2006

Focusing AI Students' Attention: A Framework-Based Approach to Guiding Impasse-Driven Learning.
Proceedings of the Nineteenth International Florida Artificial Intelligence Research Society Conference, 2006

What Evaluation Criteria Are Right for CCBR? Considering Rank Quality.
Proceedings of the Advances in Case-Based Reasoning, 8th European Conference, 2006

2005
Retrieval, reuse, revision and retention in case-based reasoning.
Knowl. Eng. Rev., 2005

Introduction to the Special Issue on Explanation in Case-Based Reasoning.
Artif. Intell. Rev., 2005

Happy Anniversary, AAAI and AI Magazine!
AI Mag., 2005

Suggesting novel but related topics: towards context-based support for knowledge model extension.
Proceedings of the 10th International Conference on Intelligent User Interfaces, 2005

Preface.
Proceedings of the IJCAI-05 Workshop on Modeling and Retrieval of Context Edinburgh, July 31, 2005

Using Cases to Support Divergent Roles in Distributed Collaboration.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Increasing AI Project Effectiveness with Reusable Code Frameworks: A Case Study Using IUCBRF.
Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005

Exploiting Rich Context: An Incremental Approach to Context-Based Web Search.
Proceedings of the Modeling and Using Context, 2005

2004
Case dispatching versus case-base merging: when MCBR matters.
Int. J. Artif. Intell. Tools, 2004

The Seventh International Conference on Intelligent User Interfaces (IUI-2003).
AI Mag., 2004

A Web based Conversational Case-Based Recommender System for Ontology aided Metadata Discovery.
Proceedings of the 5th International Workshop on Grid Computing (GRID 2004), 2004

Facilitating CBR for Incompletely-Described Cases: Distance Metrics for Partial Problem Descriptions.
Proceedings of the Advances in Case-Based Reasoning, 7th European Conference, 2004

Dynamic extraction topic descriptors and discriminators: towards automatic context-based topic search.
Proceedings of the 2004 ACM CIKM International Conference on Information and Knowledge Management, 2004

2003
Detecting context-differentiating terms using competitive learning.
SIGIR Forum, 2003

Editorial.
AI Mag., 2003

Aiding knowledge capture by searching for extensions of knowledge models.
Proceedings of the 2nd International Conference on Knowledge Capture (K-CAP 2003), 2003

Human-Centered CBR: Integrating Case-Based Reasoning with Knowledge Construction and Extension.
Proceedings of the Case-Based Reasoning Research and Development, 2003

Dispatching Cases versus Merging Case-Bases: When MCBR Matters.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

Topic Extraction and Extension to Support Concept Mapping.
Proceedings of the Sixteenth International Florida Artificial Intelligence Research Society Conference, 2003

2002
Using Document Access Sequences to Recommend Customized Information.
IEEE Intell. Syst., 2002

Exploiting information access patterns for context-based retrieval.
Proceedings of the 7th International Conference on Intelligent User Interfaces, 2002

Managing Multiple Case Bases: Dimensions and Issues.
Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference, 2002

Assessing Conceptual Similarity to Support Concept Mapping.
Proceedings of the Fifteenth International Florida Artificial Intelligence Research Society Conference, 2002

Automatically Selecting Strategies for Multi-Case-Base Reasoning.
Proceedings of the Advances in Case-Based Reasoning, 6th European Conference, 2002

Personalized CBR-Challenges and Illustrations.
Proceedings of the 6th European Conference ov Case Based Reasoning, 2002

Handling Complex Information Environments: A Multi-Agent Framework.
Proceedings of the AOIS '02, 2002

2001
Introspective reasoning for index refinement in case-based reasoning.
J. Exp. Theor. Artif. Intell., 2001

Maintaining Cased-Based Reasoners: Dimensions and Directions.
Comput. Intell., 2001

Introduction to the Special Issue on Maintaining Case-Based Reasoning Systems.
Comput. Intell., 2001

A Case-Based Framework for Interactive Capture and Reuse of Design Knowledge.
Appl. Intell., 2001

Towards context-based search engine selection.
Proceedings of the 6th International Conference on Intelligent User Interfaces, 2001

An integrated interface for proactive, experience-based design support.
Proceedings of the 6th International Conference on Intelligent User Interfaces, 2001

When Two Case Bases Are Better than One: Exploiting Multiple Case Bases.
Proceedings of the Case-Based Reasoning Research and Development, 2001

Combining Concept Mapping with CBR: Towards Experience-Based Support for Knowledge Modeling.
Proceedings of the Fourteenth International Florida Artificial Intelligence Research Society Conference, 2001

WordSieve: A Method for Real-Time Context Extraction.
Proceedings of the Modeling and Using Context, 2001

Real Time User Context Modeling for Information Retrieval Agents.
Proceedings of the 2001 ACM CIKM International Conference on Information and Knowledge Management, 2001

2000
Remembering Why to Remember: Performance-Guided Case-Base Maintenance.
Proceedings of the Advances in Case-Based Reasoning, 5th European Workshop, 2000

1999
Constructing and Transforming CBR Implementations: Techniques for Corporate Memory Management.
Proceedings of the Challenges for Case-Based Reasoning, 1999

When Experience Is Wrong: Examining CBR for Changing Tasks and Environments.
Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

Combining CBR with Interactive Knowledge Acquisition, Manipulation and Reuse.
Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

Integrating Information Resources: A Case Study of Engineering Design Support.
Proceedings of the Case-Based Reasoning and Development, Third International Conference, 1999

1998
Categorizing Case-Base Maintenance: Dimensions and Directions.
Proceedings of the Advances in Case-Based Reasoning, 4th European Workshop, 1998

1997
Learning to Integrate Multiple Knowledge Sources for Case-Based Reasoning.
Proceedings of the Fifteenth International Joint Conference on Artificial Intelligence, 1997

A Case Study of Case-Based CBR.
Proceedings of the Case-Based Reasoning Research and Development, 1997

Case-Based Similarity Assessment: Estimating Adaptability from Experience.
Proceedings of the Fourteenth National Conference on Artificial Intelligence and Ninth Innovative Applications of Artificial Intelligence Conference, 1997

1996
Experience, introspection and expertise: Learning to refine the case-based reasoning process.
J. Exp. Theor. Artif. Intell., 1996

Acquiring Case Adaptation Knowledge: A Hybrid Approach.
Proceedings of the Thirteenth National Conference on Artificial Intelligence and Eighth Innovative Applications of Artificial Intelligence Conference, 1996

1995
Abduction, experience, and goals: a model of everyday abductive explanation.
J. Exp. Theor. Artif. Intell., 1995

Learning, Goals, and Learning Goals: A Perspective on Goal-Driven Learning.
Artif. Intell. Rev., 1995

Using Introspective Reasoning to Refine Indexing.
Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995

Learning to Improve Case Adaption by Introspective Reasoning and CBR.
Proceedings of the Case-Based Reasoning Research and Development, 1995

Learning to Refine Indexing by Introspective Reasoning.
Proceedings of the Case-Based Reasoning Research and Development, 1995

1994
Case-based reasoning.
Knowl. Eng. Rev., 1994

Towards Situated Explanation.
Proceedings of the 12th National Conference on Artificial Intelligence, Seattle, WA, USA, July 31, 1994

Introspective Reasoning in a Case-Based Planner.
Proceedings of the 12th National Conference on Artificial Intelligence, Seattle, WA, USA, July 31, 1994

1993
Goal-Driven Learning: Fundamental Issues: A Symposium Report.
AI Mag., 1993

Focusing Construction and Selection of Abductive Hypotheses.
Proceedings of the 13th International Joint Conference on Artificial Intelligence. Chambéry, France, August 28, 1993

1991
Goal-Based Explanation Evaluation.
Cogn. Sci., 1991

An Indexing Vocabulary for Case-Based Explanation.
Proceedings of the 9th National Conference on Artificial Intelligence, 1991

1989
Creativity and Learning in a Case-Based Explainer.
Artif. Intell., 1989

1988
Evaluating Explanations.
Proceedings of the 7th National Conference on Artificial Intelligence, 1988


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