Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Management Science
A framework for explaining decision-theoretic advice
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
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
Enriching buyers' experiences: the SmartClient approach
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
An introduction to support Vector Machines: and other kernel-based learning methods
An introduction to support Vector Machines: and other kernel-based learning methods
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
The role of transparency in recommender systems
CHI '02 Extended Abstracts on Human Factors in Computing Systems
Machine Learning for User Modeling
User Modeling and User-Adapted Interaction
Artificial Intelligence Review
Explanations in Knowledge Systems: Design for Explainable Expert Systems
IEEE Expert: Intelligent Systems and Their Applications
The FindMe Approach to Assisted Browsing
IEEE Expert: Intelligent Systems and Their Applications
Hierarchically Classifying Documents Using Very Few Words
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
RABBIT: An interface for database access
ACM '82 Proceedings of the ACM '82 conference
Empirical research in on-line trust: a review and critical assessment
International Journal of Human-Computer Studies - Special issue: Trust and technology
Designing example-critiquing interaction
Proceedings of the 9th international conference on Intelligent user interfaces
Evaluating example-based search tools
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
PocketLens: Toward a personal recommender system
ACM Transactions on Information Systems (TOIS)
Experiments in dynamic critiquing
Proceedings of the 10th international conference on Intelligent user interfaces
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
Integrating tradeoff support in product search tools for e-commerce sites
Proceedings of the 6th ACM conference on Electronic commerce
IEEE Transactions on Knowledge and Data Engineering
Trust building with explanation interfaces
Proceedings of the 11th international conference on Intelligent user interfaces
Support vector machines for collaborative filtering
Proceedings of the 44th annual Southeast regional conference
Hybrid critiquing-based recommender systems
Proceedings of the 12th international conference on Intelligent user interfaces
Refining preference-based search results through Bayesian filtering
Proceedings of the 12th international conference on Intelligent user interfaces
Evaluating compound critiquing recommenders: a real-user study
Proceedings of the 8th ACM conference on Electronic commerce
Acquiring and Revising Preferences in a Critique-Based Mobile Recommender System
IEEE Intelligent Systems
Trust-inspiring explanation interfaces for recommender systems
Knowledge-Based Systems
What Trust Means in E-Commerce Customer Relationships: An Interdisciplinary Conceptual Typology
International Journal of Electronic Commerce
An Algorithm for Finding Nearest Neighbors
IEEE Transactions on Computers
Evaluating critiquing-based recommender agents
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
On the evaluation of dynamic critiquing: a large-scale user study
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Optimal recommendation sets: covering uncertainty over user preferences
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
A personalized system for conversational recommendations
Journal of Artificial Intelligence Research
Preference-based search using example-critiquing with suggestions
Journal of Artificial Intelligence Research
ExpertClerk: navigating shoppers' buying process with the combination of asking and proposing
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Knowledge-Based Systems
Learning a model of a web user's interests
UM'03 Proceedings of the 9th international conference on User modeling
On the role of diversity in conversational recommender systems
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Knowledge-based navigation of complex information spaces
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
A comparative study of compound critique generation in conversational recommender systems
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
A live-user evaluation of incremental dynamic critiquing
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Survey of Data Mining Approaches to User Modeling for Adaptive Hypermedia
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
New approaches to mood-based hybrid collaborative filtering
Proceedings of the Workshop on Context-Aware Movie Recommendation
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Critiquing-based recommenders: survey and emerging trends
User Modeling and User-Adapted Interaction
Proceedings of the 13th ACM Conference on Electronic Commerce
Evaluating recommender systems from the user's perspective: survey of the state of the art
User Modeling and User-Adapted Interaction
Hi-index | 0.00 |
As e-commerce has evolved into its second generation, where the available products are becoming more complex and their abundance is almost unlimited, the task of locating a desired choice has become too difficult for the average user. Therefore, more effort has been made in recent years to develop recommender systems that recommend products or services to users so as to assist in their decision-making process. In this article, we describe crucial experimental results about a novel recommender technology, called the preference-based organization (Pref-ORG), which generates critique suggestions in addition to recommendations according to users' preferences. The critique is a form of feedback (“I would like something cheaper than this one”) that users can provide to the currently displayed product, with which the system may better predict what the user truly wants. We compare the preference-based organization technique with related approaches, including the ones that also produce critique candidates, but without the consideration of user preferences. A simulation setup is first presented, that identified Pref-ORG's significantly higher algorithm accuracy in predicting critiques and choices that users should intend to make, followed by a real-user evaluation which practically verified its significant impact on saving users' decision effort.