Decision theory in expert systems and artificial intelligence
International Journal of Approximate Reasoning
Questions and information systems
Questions and information systems
An explanatory and “argumentative” interface for a model-based diagnostic system
UIST '92 Proceedings of the 5th annual ACM symposium on User interface software and technology
Explanation facilities and interactive systems
IUI '93 Proceedings of the 1st international conference on Intelligent user interfaces
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Rule Based Expert Systems: The Mycin Experiments of the Stanford Heuristic Programming Project (The Addison-Wesley series in artificial intelligence)
Finding others online: reputation systems for social online spaces
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
The role of transparency in recommender systems
CHI '02 Extended Abstracts on Human Factors in Computing Systems
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Shock: Aggregating Information While Preserving Privacy
Information Systems Frontiers
Content-Independent Task-Focused Recommendation
IEEE Internet Computing
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
Is seeing believing?: how recommender system interfaces affect users' opinions
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Groupware and computer-supported cooperative work
The human-computer interaction handbook
Hipikat: recommending pertinent software development artifacts
Proceedings of the 25th International Conference on Software Engineering
Designing information spaces
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Studying the effect of similarity in online task-focused interactions
GROUP '03 Proceedings of the 2003 international ACM SIGGROUP conference on Supporting group work
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
OSGS—A Personalized Online Store for E-Commerce Environments
Information Retrieval
More than the sum of its members: challenges for group recommender systems
Proceedings of the working conference on Advanced visual interfaces
User Involvement in Automatic Filtering: An Experimental Study
User Modeling and User-Adapted Interaction
Recommending as personalized teaching: towards credible needs-based ecommerce recommender systems
Designing personalized user experiences in eCommerce
Recommender Systems Research: A Connection-Centric Survey
Journal of Intelligent Information Systems
Taxonomy-driven computation of product recommendations
Proceedings of the thirteenth ACM international conference on Information and knowledge management
IEEE Transactions on Knowledge and Data Engineering
Adaptive recommendation: putting the best foot forward
ISICT '04 Proceedings of the 2004 international symposium on Information and communication technologies
Seeking and implementing automated assistance during the search process
Information Processing and Management: an International Journal
User Profiling for Web Page Filtering
IEEE Internet Computing
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Designing and evaluating kalas: A social navigation system for food recipes
ACM Transactions on Computer-Human Interaction (TOCHI)
Social matching: A framework and research agenda
ACM Transactions on Computer-Human Interaction (TOCHI)
Learning Users' Interests by Quality Classification in Market-Based Recommender Systems
IEEE Transactions on Knowledge and Data Engineering
Introduction to the Special Issue on Explanation in Case-Based Reasoning
Artificial Intelligence Review
Explanation in Case-Based Reasoning---Perspectives and Goals
Artificial Intelligence Review
Explanation in Recommender Systems
Artificial Intelligence Review
Trust building with explanation interfaces
Proceedings of the 11th international conference on Intelligent user interfaces
Accounting for taste: using profile similarity to improve recommender systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
The impact of online music services on the demand for stars in the music industry
Proceedings of the 15th international conference on World Wide Web
A fuzzy model for reasoning about reputation in web services
Proceedings of the 2006 ACM symposium on Applied computing
Designing recommender systems for e-commerce: an integration approach
ICEC '06 Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet
Toward harnessing user feedback for machine learning
Proceedings of the 12th international conference on Intelligent user interfaces
Goal-based structuring in recommender systems
Interacting with Computers
Using virtual characters in personalized recommendations
Proceedings of the 38th SIGCSE technical symposium on Computer science education
AdROSA-Adaptive personalization of web advertising
Information Sciences: an International Journal
How it works: a field study of non-technical users interacting with an intelligent system
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Interaction with user-adaptive information filters.: trust, transparency and acceptance.
CHI '07 Extended Abstracts on Human Factors in Computing Systems
PolyLens: a recommender system for groups of users
ECSCW'01 Proceedings of the seventh conference on European Conference on Computer Supported Cooperative Work
ECSCW'05 Proceedings of the ninth conference on European Conference on Computer Supported Cooperative Work
Autonomy and Common Ground in Human-Robot Interaction: A Field Study
IEEE Intelligent Systems
User Modeling and User-Adapted Interaction
Utilizing Popularity Characteristics for Product Recommendation
International Journal of Electronic Commerce
Persuasion in Recommender Systems
International Journal of Electronic Commerce
Supporting intelligent Web search
ACM Transactions on Internet Technology (TOIT)
Trust-inspiring explanation interfaces for recommender systems
Knowledge-Based Systems
Case amazon: ratings and reviews as part of recommendations
Proceedings of the 2007 ACM conference on Recommender systems
Effective explanations of recommendations: user-centered design
Proceedings of the 2007 ACM conference on Recommender systems
Explanations of recommendations
Proceedings of the 2007 ACM conference on Recommender systems
Evaluating the impact of different virtual characters in product recommendations
IHC '06 Proceedings of VII Brazilian symposium on Human factors in computing systems
A recommender system using GA K-means clustering in an online shopping market
Expert Systems with Applications: An International Journal
Electronic Commerce Research and Applications
A Hybrid, Multi-dimensional Recommender for Journal Articles in a Scientific Digital Library
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Applications of wavelet data reduction in a recommender system
Expert Systems with Applications: An International Journal
PeerChooser: visual interactive recommendation
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Trust on the world wide web: a survey
Foundations and Trends in Web Science
Personalization in an interactive learning environment through a virtual character
Computers & Education
Integrating rich user feedback into intelligent user interfaces
Proceedings of the 13th international conference on Intelligent user interfaces
Factorization meets the neighborhood: a multifaceted collaborative filtering model
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Understanding the Utility of Rationale in a Mixed-Initiative System for GUI Customization
UM '07 Proceedings of the 11th international conference on User Modeling
Push-Poll Recommender System: Supporting Word of Mouth
UM '07 Proceedings of the 11th international conference on User Modeling
UM '07 Proceedings of the 11th international conference on User Modeling
Mood and Recommendations: On Non-cognitive Mood Inducers for High Quality Recommendation
APCHI '08 Proceedings of the 8th Asia-Pacific conference on Computer-Human Interaction
The Effectiveness of Personalized Movie Explanations: An Experiment Using Commercial Meta-data
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Recommending topics for self-descriptions in online user profiles
Proceedings of the 2008 ACM conference on Recommender systems
A cross-cultural user evaluation of product recommender interfaces
Proceedings of the 2008 ACM conference on Recommender systems
Implications of psychological phenomenons for recommender systems
Proceedings of the 2008 ACM conference on Recommender systems
The effects of transparency on trust in and acceptance of a content-based art recommender
User Modeling and User-Adapted Interaction
User-controllable learning of security and privacy policies
Proceedings of the 1st ACM workshop on Workshop on AISec
Key figure impact in trust-enhanced recommender systems
AI Communications - Recommender Systems
A peer-to-peer recommender system based on spontaneous affinities
ACM Transactions on Internet Technology (TOIT)
ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Designs for explaining intelligent agents
International Journal of Human-Computer Studies
Tagsplanations: explaining recommendations using tags
Proceedings of the 14th international conference on Intelligent user interfaces
Discovery-oriented collaborative filtering for improving user satisfaction
Proceedings of the 14th international conference on Intelligent user interfaces
Do you know?: recommending people to invite into your social network
Proceedings of the 14th international conference on Intelligent user interfaces
Contextualized Recommendation Based on Reality Mining From Mobile Subscribers
Cybernetics and Systems
Designing for e-science: Requirements gathering for collaboration in CiteSeer
International Journal of Human-Computer Studies
A collaborative filtering method based on artificial immune network
Expert Systems with Applications: An International Journal
It takes variety to make a world: diversification in recommender systems
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Make new friends, but keep the old: recommending people on social networking sites
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Why and why not explanations improve the intelligibility of context-aware intelligent systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
"The devil you know knows best": how online recommendations can benefit from social networking
BCS-HCI '07 Proceedings of the 21st British HCI Group Annual Conference on People and Computers: HCI...but not as we know it - Volume 1
Proceedings of the ACM 2009 international conference on Supporting group work
Interacting meaningfully with machine learning systems: Three experiments
International Journal of Human-Computer Studies
Expert Systems with Applications: An International Journal
Producing timely recommendations from social networks through targeted search
Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
Building community-centric information exploration applications on social content sites
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Explaining the Relevance of Court Decisions to Laymen
Proceedings of the 2007 conference on Legal Knowledge and Information Systems: JURIX 2007: The Twentieth Annual Conference
Using symbolic descriptions to explain similarity on CBR
Proceedings of the 2005 conference on Artificial Intelligence Research and Development
A Methodology towards Usable Trust Management
ATC '09 Proceedings of the 6th International Conference on Autonomic and Trusted Computing
Proceedings of the 11th International Conference on Electronic Commerce
Trust and nuanced profile similarity in online social networks
ACM Transactions on the Web (TWEB)
Mixed collaborative and content-based filtering with user-contributed semantic features
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Lessons on applying automated recommender systems to information-seeking tasks
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
The law of choice and the decision not to decide
IAAI'08 Proceedings of the 20th national conference on Innovative applications of artificial intelligence - Volume 3
Assessing demand for intelligibility in context-aware applications
Proceedings of the 11th international conference on Ubiquitous computing
Trust based recommender system for the semantic web
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Minimization of Product Utility Estimation Errors in Recommender Result Set Evaluations
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Collaborative prediction and ranking with non-random missing data
Proceedings of the third ACM conference on Recommender systems
Personalized recommendation of social software items based on social relations
Proceedings of the third ACM conference on Recommender systems
Adaptive tradeoff explanations in conversational recommenders
Proceedings of the third ACM conference on Recommender systems
Learning to recommend helpful hotel reviews
Proceedings of the third ACM conference on Recommender systems
MoviExplain: a recommender system with explanations
Proceedings of the third ACM conference on Recommender systems
Automating the discovery of recommendation knowledge
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
A new customized document categorization scheme using rough membership
Applied Soft Computing
Factor in the neighbors: Scalable and accurate collaborative filtering
ACM Transactions on Knowledge Discovery from Data (TKDD)
ReMashed --- Recommendations for Mash-Up Personal Learning Environments
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
New Hybrid Recommender Approaches: An Application to Equity Funds Selection
ADT '09 Proceedings of the 1st International Conference on Algorithmic Decision Theory
Qualitative analysis of user-based and item-based prediction algorithms for recommendation agents
Engineering Applications of Artificial Intelligence
Detection of the customer time-variant pattern for improving recommender systems
Expert Systems with Applications: An International Journal
Supporting exploratory information seeking by epistemology-based social search
Proceedings of the 15th international conference on Intelligent user interfaces
Experiments on the preference-based organization interface in recommender systems
ACM Transactions on Computer-Human Interaction (TOCHI)
Information Sciences: an International Journal
Lessons learned from blog muse: audience-based inspiration for bloggers
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Attaining fast and successful searches in E-commerce environments
ECIR'03 Proceedings of the 25th European conference on IR research
Web service discovery based on past user experience
BIS'07 Proceedings of the 10th international conference on Business information systems
A classification-based review recommender
Knowledge-Based Systems
Collaborative filtering recommender systems
The adaptive web
Personalization in e-commerce applications
The adaptive web
The adaptive web
Collaborative tagging in recommender systems
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
User interaction with user-adaptive information filters
UI-HCII'07 Proceedings of the 2nd international conference on Usability and internationalization
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
FeedRank: a semantic-based management system of web feeds
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Time-evolution of IPTV recommender systems
Proceedings of the 8th international interactive conference on Interactive TV&Video
SPGProfile: Speak Group Profile
Information Systems
Nimble cybersecurity incident management through visualization and defensible recommendations
Proceedings of the Seventh International Symposium on Visualization for Cyber Security
Information Sciences: an International Journal
Toolkit to support intelligibility in context-aware applications
Proceedings of the 12th ACM international conference on Ubiquitous computing
Who is talking about what: social map-based recommendation for content-centric social websites
Proceedings of the fourth ACM conference on Recommender systems
Recommending based on rating frequencies
Proceedings of the fourth ACM conference on Recommender systems
Intelligent tagging interfaces: beyond folksonomy
UIST '10 Adjunct proceedings of the 23nd annual ACM symposium on User interface software and technology
Collaborative filtering in social tagging systems based on joint item-tag recommendations
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
An analysis framework of activity context in e-learning environments
Edutainment'10 Proceedings of the Entertainment for education, and 5th international conference on E-learning and games
Soft-constraint based online LDA for community recommendation
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
An assessment of machine learning techniques for review recommendation
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Taking advice from intelligent systems: the double-edged sword of explanations
Proceedings of the 16th international conference on Intelligent user interfaces
Integrating user feedback with heuristic security and privacy management systems
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Who is Doing What and When: Social Map-Based Recommendation for Content-Centric Social Web Sites
ACM Transactions on Intelligent Systems and Technology (TIST)
Proceedings of the 13th International Conference on Human Computer Interaction with Mobile Devices and Services
A user-centric evaluation framework for recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Searching for software learning resources using application context
Proceedings of the 24th annual ACM symposium on User interface software and technology
Minimal and complete explanations for critical multi-attribute decisions
ADT'11 Proceedings of the Second international conference on Algorithmic decision theory
Learning with personalized recommender systems: A psychological view
Computers in Human Behavior
User preference through learning user profile for ubiquitous recommendation systems
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Generating predictive movie recommendations from trust in social networks
iTrust'06 Proceedings of the 4th international conference on Trust Management
Recomindation: new functions for augmented memories
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Quality and Leniency in Online Collaborative Rating Systems
ACM Transactions on the Web (TWEB)
Recommender systems using support vector machines
ICWE'05 Proceedings of the 5th international conference on Web Engineering
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Incremental collaborative filtering for highly-scalable recommendation algorithms
ISMIS'05 Proceedings of the 15th international conference on Foundations of Intelligent Systems
Dynamic fuzzy clustering for recommender systems
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Optimizing collaborative filtering recommender systems
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Impact of data characteristics on recommender systems performance
ACM Transactions on Management Information Systems (TMIS)
PERVASIVE'05 Proceedings of the Third international conference on Pervasive Computing
Alleviating the sparsity problem of collaborative filtering using trust inferences
iTrust'05 Proceedings of the Third international conference on Trust Management
LoCA'05 Proceedings of the First international conference on Location- and Context-Awareness
A recommender system based on historical usage data for web service discovery
Service Oriented Computing and Applications
Are explanations always important?: a study of deployed, low-cost intelligent interactive systems
Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
Modeling topic specific credibility on twitter
Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
SPRITS: secure pedagogical resources in intelligent tutoring systems
ITS'06 Proceedings of the 8th international conference on Intelligent Tutoring Systems
The pyramid collaborative filtering method: toward an efficient e-course
ITS'06 Proceedings of the 8th international conference on Intelligent Tutoring Systems
Optimal associative neighbor mining using attributes for ubiquitous recommendation systems
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
Bridging informal tagging and formal semantics via hybrid navigation
Journal of Information Science
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Recommender systems: from algorithms to user experience
User Modeling and User-Adapted Interaction
A generalized taxonomy of explanations styles for traditional and social recommender systems
Data Mining and Knowledge Discovery
A multi-agent recommender system for supporting device adaptivity in e-Commerce
Journal of Intelligent Information Systems
Tell me more?: the effects of mental model soundness on personalizing an intelligent agent
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Influencing Individually: Fusing Personalization and Persuasion
ACM Transactions on Interactive Intelligent Systems (TiiS)
End-user interactions with intelligent and autonomous systems
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Social knowledge-based recommender system. Application to the movies domain
Expert Systems with Applications: An International Journal
The relation between user intervention and user satisfaction for information recommendation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Collaborative user modeling for enhanced content filtering in recommender systems
Decision Support Systems
Preventing recommendation attack in trust-based recommender systems
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
Context relevance assessment and exploitation in mobile recommender systems
Personal and Ubiquitous Computing
Evaluating recommender systems from the user's perspective: survey of the state of the art
User Modeling and User-Adapted Interaction
Explaining the user experience of recommender systems
User Modeling and User-Adapted Interaction
Evaluating the effectiveness of explanations for recommender systems
User Modeling and User-Adapted Interaction
Explaining neighborhood-based recommendations
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Linked open data to support content-based recommender systems
Proceedings of the 8th International Conference on Semantic Systems
TasteWeights: a visual interactive hybrid recommender system
Proceedings of the sixth ACM conference on Recommender systems
Inspectability and control in social recommenders
Proceedings of the sixth ACM conference on Recommender systems
The influence of knowledgeable explanations on users' perception of a recommender system
Proceedings of the sixth ACM conference on Recommender systems
Rethinking the smart closet as an opportunity to enhance the social currency of clothing
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Proceedings of the CUBE International Information Technology Conference
Incorporating reliability measurements into the predictions of a recommender system
Information Sciences: an International Journal
A survey of collaborative filtering-based systems for online recommendation
Proceedings of the 12th International Conference on Electronic Commerce: Roadmap for the Future of Electronic Business
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special issue on highlights of the decade in interactive intelligent systems
Beyond Recommendations: Local Review Web Sites and Their Impact
ACM Transactions on Computer-Human Interaction (TOCHI)
You should read this! let me explain you why: explaining news recommendations to users
Proceedings of the 21st ACM international conference on Information and knowledge management
A modified random walk framework for handling negative ratings and generating explanations
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Smallworlds: visualizing social recommendations
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Personalized Reliability Prediction of Web Services
ACM Transactions on Software Engineering and Methodology (TOSEM)
A novel user-based collaborative filtering method by inferring tag ratings
ACM SIGAPP Applied Computing Review
Monetising user generated content using data mining techniques
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Visualizing recommendations to support exploration, transparency and controllability
Proceedings of the 2013 international conference on Intelligent user interfaces
Modeling the structure of recommending interfaces with adjustable influence on users
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
A flexible framework for context-aware recommendations in the social commerce domain
Proceedings of the Joint EDBT/ICDT 2013 Workshops
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Being confident about the quality of the predictions in recommender systems
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Expert Systems with Applications: An International Journal
Who should I add as a "friend"?: a study of friend recommendations using proximity and homophily
Proceedings of the 4th International Workshop on Modeling Social Media
Trees for explaining recommendations made through collaborative filtering
Information Sciences: an International Journal
Knowledge-Based Systems
Exploratory mining of collaborative social content
Proceedings of the 2013 Sigmod/PODS Ph.D. symposium on PhD symposium
Tagcloud-based explanation with feedback for recommender systems
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Learning to question: leveraging user preferences for shopping advice
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining expertise and interests from social media
Proceedings of the 22nd international conference on World Wide Web
Proceedings of the 22nd international conference on World Wide Web
A framework for learning and analyzing hybrid recommenders based on heterogeneous semantic data
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
A survey of trust in social networks
ACM Computing Surveys (CSUR)
Generating supplemental content information using virtual profiles
Proceedings of the 7th ACM conference on Recommender systems
A semantic social network-based expert recommender system
Applied Intelligence
Advances in Clustering Collaborative Filtering by means of Fuzzy C-means and trust
Expert Systems with Applications: An International Journal
Towards effective course-based recommendations for public tenders
International Journal of Knowledge and Web Intelligence
Virtual butler: what can we learn from adaptive user interfaces?
Your Virtual Butler
Simplifying the task of group gift giving
The Personal Web
Exploring the impact of trust information visualization on mobile application usage
Personal and Ubiquitous Computing
Editorial: Special Issue on Advances in Computer Supported Collaboration: Systems and Technologies
Future Generation Computer Systems
Cloud based real-time collaborative filtering for item-item recommendations
Computers in Industry
How should I explain? A comparison of different explanation types for recommender systems
International Journal of Human-Computer Studies
Minimization of decoy effects in recommender result sets
Web Intelligence and Agent Systems
Semantic Recommendation of Information Sources for Lifelong Learning
Journal of Integrated Design & Process Science
Hi-index | 0.03 |
Automated collaborative filtering (ACF) systems predict a person's affinity for items or information by connecting that person's recorded interests with the recorded interests of a community of people and sharing ratings between like-minded persons. However, current recommender systems are black boxes, providing no transparency into the working of the recommendation. Explanations provide that transparency, exposing the reasoning and data behind a recommendation. In this paper, we address explanation interfaces for ACF systems - how they should be implemented and why they should be implemented. To explore how, we present a model for explanations based on the user's conceptual model of the recommendation process. We then present experimental results demonstrating what components of an explanation are the most compelling. To address why, we present experimental evidence that shows that providing explanations can improve the acceptance of ACF systems. We also describe some initial explorations into measuring how explanations can improve the filtering performance of users.