A theory of diagnosis from first principles
Artificial Intelligence
Characterizing diagnoses and systems
Artificial Intelligence
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Consistency-based diagnosis of configuration knowledge bases
Artificial Intelligence
QUICKXPLAIN: preferred explanations and relaxations for over-constrained problems
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Representative explanations for over-constrained problems
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
The VITA financial services sales support environment
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
Improved heterogeneous distance functions
Journal of Artificial Intelligence Research
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
A general diagnosis method for ontologies
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
Personalized query relaxations and repairs in knowledge-based recommendation
Proceedings of the third ACM conference on Recommender systems
Consumer Decision Making in Knowledge-Based Recommendation
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Personalized user interfaces for product configuration
Proceedings of the 15th international conference on Intelligent user interfaces
Efficient Explanations for Inconsistent Constraint Sets
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
FastXplain: conflict detection for constraint-based recommendation problems
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Consumer decision making in knowledge-based recommendation
Journal of Intelligent Information Systems
An efficient diagnosis algorithm for inconsistent constraint sets
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
ReAction: personalized minimal repair adaptations for customer requests
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Generating range fixes for software configuration
Proceedings of the 34th International Conference on Software Engineering
Personalized diagnoses for inconsistent user requirements
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Personalized diagnosis for over-constrained problems
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
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Knowledge-based recommenders support users in the identification of interesting items from large and potentially complex assortments. In cases where no recommendation could be found for a given set of requirements, such systems propose explanations that indicate minimal sets of faulty requirements. Unfortunately, such explanations are not personalized and do not include repair proposals which triggers a low degree of satisfaction and frequent cancellations of recommendation sessions. In this paper we present a personalized repair approach that integrates the calculation of explanations with collaborative problem solving techniques. In order to demonstrate the applicability of our approach, we present the results of an empirical study that show significant improvements in the accuracy of predictions for interesting repairs.