Ian Davidson
Affiliations:- University of California, Davis, USA
  According to our database1,
  Ian Davidson
  authored at least 151 papers
  between 1985 and 2025.
  
  
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Bibliography
  2025
    CoRR, February, 2025
    
  
CXAD: Contrastive Explanations for Anomaly Detection: Algorithms, Complexity Results and Experiments.
    
  
    Trans. Mach. Learn. Res., 2025
    
  
    Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025
    
  
  2024
ChaosMining: A Benchmark to Evaluate Post-Hoc Local Attribution Methods in Low SNR Environments.
    
  
    CoRR, 2024
    
  
    Proceedings of the 2024 SIAM International Conference on Data Mining, 2024
    
  
An Exemplars-Based Approach for Explainable Clustering: Complexity and Efficient Approximation Algorithms.
    
  
    Proceedings of the 2024 SIAM International Conference on Data Mining, 2024
    
  
Foundations for Unfairness in Anomaly Detection - Case Studies in Facial Imaging Data.
    
  
    Proceedings of the Seventh AAAI/ACM Conference on AI, Ethics, and Society (AIES-24) - Full Archival Papers, October 21-23, 2024, San Jose, California, USA, 2024
    
  
    Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024
    
  
  2023
Context-Aware and Time-Aware Attention-Based Model for Disease Risk Prediction With Interpretability.
    
  
    IEEE Trans. Knowl. Data Eng., April, 2023
    
  
Making clusterings fairer by post-processing: algorithms, complexity results and experiments.
    
  
    Data Min. Knowl. Discov., 2023
    
  
    Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023
    
  
  2022
    CoRR, 2022
    
  
Explainable Clustering via Exemplars: Complexity and Efficient Approximation Algorithms.
    
  
    CoRR, 2022
    
  
Deep Learning for Prognosis Using Task-fMRI: A Novel Architecture and Training Scheme.
    
  
    Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022
    
  
  2021
A Self-Supervised Deep Learning Framework for Unsupervised Few-Shot Learning and Clustering.
    
  
    Pattern Recognit. Lett., 2021
    
  
    Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021
    
  
    Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, 2021
    
  
    Proceedings of the FAccT '21: 2021 ACM Conference on Fairness, 2021
    
  
  2020
Behavioral differences: insights, explanations and comparisons of French and US Twitter usage during elections.
    
  
    Soc. Netw. Anal. Min., 2020
    
  
    Proceedings of the 2020 SIAM International Conference on Data Mining, 2020
    
  
    Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020
    
  
    Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020
    
  
    Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020
    
  
    Proceedings of the Extraction et Gestion des Connaissances, 2020
    
  
    Proceedings of the ECAI 2020 - 24th European Conference on Artificial Intelligence, 29 August-8 September 2020, Santiago de Compostela, Spain, August 29 - September 8, 2020, 2020
    
  
    Proceedings of the Discovery Science - 23rd International Conference, 2020
    
  
Efficient Algorithms for Generating Provably Near-Optimal Cluster Descriptors for Explainability.
    
  
    Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020
    
  
    Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020
    
  
    Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020
    
  
  2019
    Proceedings of the 2019 International Conference on Software, 2019
    
  
    Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
    
  
    Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019
    
  
    Proceedings of the 31st Benelux Conference on Artificial Intelligence (BNAIC 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), 2019
    
  
    Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019
    
  
  2018
    Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018
    
  
On The Equivalence of Tries and Dendrograms - Efficient Hierarchical Clustering of Traffic Data.
    
  
    CoRR, 2018
    
  
    Proceedings of the 2018 SIAM International Conference on Data Mining, 2018
    
  
    Proceedings of the 2018 SIAM International Conference on Data Mining, 2018
    
  
The Cluster Description Problem - Complexity Results, Formulations and Approximations.
    
  
    Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018
    
  
    Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018
    
  
    Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018
    
  
    Proceedings of the 35th International Conference on Machine Learning, 2018
    
  
    Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018
    
  
  2017
Applications of Transductive Spectral Clustering Methods in a Military Medical Concussion Database.
    
  
    IEEE ACM Trans. Comput. Biol. Bioinform., 2017
    
  
    Multim. Tools Appl., 2017
    
  
    Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017
    
  
    Proceedings of the 2017 IEEE International Conference on Data Mining, 2017
    
  
    Proceedings of the 2017 IEEE International Conference on Data Mining, 2017
    
  
    Proceedings of the 2017 IEEE International Conference on Data Mining, 2017
    
  
    Proceedings of the 2017 IEEE International Conference on Data Mining, 2017
    
  
Transfer Learning in Intelligent Tutoring Systems - Results, Challenges and New Directions.
    
  
    Proceedings of the Thirtieth International Florida Artificial Intelligence Research Society Conference, 2017
    
  
    Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017
    
  
  2016
    Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016
    
  
    Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016
    
  
    Proceedings of the IEEE 16th International Conference on Data Mining, 2016
    
  
    Proceedings of the ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands, 2016
    
  
    Proceedings of the Thirtieth AAAI Conference on Artificial Intelligence, 2016
    
  
  2015
    IEEE Trans. Knowl. Data Eng., 2015
    
  
Influential factors of online fraud occurrence in retailing banking sectors from a global prospective: An empirical study of individual customers in the UK and China.
    
  
    Inf. Comput. Secur., 2015
    
  
    Data Min. Knowl. Discov., 2015
    
  
A Framework for Simplifying Trip Data into Networks via Coupled Matrix Factorization.
    
  
    Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30, 2015
    
  
    Proceedings of the Social Computing, Behavioral-Cultural Modeling, and Prediction, 2015
    
  
    Proceedings of the Social Computing, Behavioral-Cultural Modeling, and Prediction, 2015
    
  
    Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015
    
  
Unified and Contrasting Cuts in Multiple Graphs: Application to Medical Imaging Segmentation.
    
  
    Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015
    
  
    Proceedings of the 2015 IEEE International Conference on Data Mining, 2015
    
  
Constrained Tensor Decomposition via Guidance: Increased Inter and Intra-Group Reliability in fMRI Analyses.
    
  
    Proceedings of the Foundations of Augmented Cognition, 2015
    
  
    Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
    
  
  2014
    IEEE Trans. Image Process., 2014
    
  
    Data Min. Knowl. Discov., 2014
    
  
Stochastic Coordinate Coding and Its Application for Drosophila Gene Expression Pattern Annotation.
    
  
    CoRR, 2014
    
  
    Proceedings of the 2014 SIAM International Conference on Data Mining, 2014
    
  
    Proceedings of the 2014 SIAM International Conference on Data Mining, 2014
    
  
    Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014
    
  
    Proceedings of the 2014 IEEE International Conference on Data Mining, 2014
    
  
    Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management, 2014
    
  
  2013
    Proceedings of the 13th SIAM International Conference on Data Mining, 2013
    
  
    Proceedings of the 13th SIAM International Conference on Data Mining, 2013
    
  
    Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013
    
  
    Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013
    
  
    Proceedings of the 30th International Conference on Machine Learning, 2013
    
  
    Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013
    
  
    Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013
    
  
Guided Learning Algorithms: An Application of Constrained Spectral Partitioning to Functional Magnetic Resonance Imaging (fMRI).
    
  
    Proceedings of the Foundations of Augmented Cognition, 2013
    
  
    Proceedings of the 22nd ACM International Conference on Information and Knowledge Management, 2013
    
  
    Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013
    
  
    Proceedings of the Twenty-Seventh AAAI Conference on Artificial Intelligence, 2013
    
  
  2012
    ACM Trans. Knowl. Discov. Data, 2012
    
  
A Reconstruction Error Formulation for Semi-Supervised Multi-task and Multi-view Learning
    
  
    CoRR, 2012
    
  
    Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012
    
  
    Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012
    
  
    Proceedings of the Information Systems Security, 8th International Conference, 2012
    
  
Labels vs. Pairwise Constraints: A Unified View of Label Propagation and Constrained Spectral Clustering.
    
  
    Proceedings of the 12th IEEE International Conference on Data Mining, 2012
    
  
    Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012
    
  
  2011
Incorporating SAT solvers into hierarchical clustering algorithms: an efficient and flexible approach.
    
  
    Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011
    
  
    Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011
    
  
Exploring New Methodologies for the Analysis of Functional Magnetic Resonance Imaging (fMRI) Following Closed-Head Injuries.
    
  
    Proceedings of the Foundations of Augmented Cognition. Directing the Future of Adaptive Systems, 2011
    
  
  2010
    SIGKDD Explor., 2010
    
  
    Proceedings of the SIAM International Conference on Data Mining, 2010
    
  
    Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010
    
  
    Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010
    
  
    Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010
    
  
  2009
    Proceedings of the Encyclopedia of Database Systems, 2009
    
  
    Eur. J. Oper. Res., 2009
    
  
Using instance-level constraints in agglomerative hierarchical clustering: theoretical and empirical results.
    
  
    Data Min. Knowl. Discov., 2009
    
  
    Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009
    
  
    Proceedings of the IJCAI 2009, 2009
    
  
    Proceedings of the ICDM 2009, 2009
    
  
  2008
    Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008
    
  
  2007
The complexity of non-hierarchical clustering with instance and cluster level constraints.
    
  
    Data Min. Knowl. Discov., 2007
    
  
On Sample Selection Bias and Its Efficient Correction via Model Averaging and Unlabeled Examples.
    
  
    Proceedings of the Seventh SIAM International Conference on Data Mining, 2007
    
  
    Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007
    
  
    Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007
    
  
    Proceedings of the Machine Learning, 2007
    
  
  2006
    Proceedings of the Knowledge Discovery in Databases: PKDD 2006, 2006
    
  
    Proceedings of the Knowledge Discovery in Databases: PKDD 2006, 2006
    
  
Reverse testing: an efficient framework to select amongst classifiers under sample selection bias.
    
  
    Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006
    
  
    Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006
    
  
    Proceedings of the Proceedings, 2006
    
  
    Proceedings of the Proceedings, 2006
    
  
  2005
    Proceedings of the 2005 SIAM International Conference on Data Mining, 2005
    
  
Agglomerative Hierarchical Clustering with Constraints: Theoretical and Empirical Results.
    
  
    Proceedings of the Knowledge Discovery in Databases: PKDD 2005, 2005
    
  
A Dynamic Adaptive Sampling Algorithm (DASA) for Real World Applications: Finger Print Recognition and Face Recognition.
    
  
    Proceedings of the Foundations of Intelligent Systems, 15th International Symposium, 2005
    
  
    Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005
    
  
    Proceedings of the Eighteenth International Florida Artificial Intelligence Research Society Conference, 2005
    
  
  2004
    Proceedings of the Advances in Knowledge Discovery and Data Mining, 2004
    
  
    Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004
    
  
    Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004
    
  
    Proceedings of the International Symposium on Artificial Intelligence and Mathematics, 2004
    
  
    Proceedings of the International Symposium on Artificial Intelligence and Mathematics, 2004
    
  
    Proceedings of the Intelligent Data Engineering and Automated Learning, 2004
    
  
    Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004
    
  
  2003
    Proceedings of the Fifteenth Conference on Innovative Applications of Artificial Intelligence, 2003
    
  
  2002
    Proceedings of the Second SIAM International Conference on Data Mining, 2002
    
  
  2000
    Proceedings of the UAI '00: Proceedings of the 16th Conference in Uncertainty in Artificial Intelligence, Stanford University, Stanford, California, USA, June 30, 2000
    
  
  1996
    Proceedings of the Principles of Document Processing, Third International Workshop, 1996
    
  
  1985