Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
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
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Rank aggregation methods for the Web
Proceedings of the 10th international conference on World Wide Web
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Expert agreement and content based reranking in a meta search environment using Mearf
Proceedings of the 11th international conference on World Wide Web
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Meta-recommendation systems: user-controlled integration of diverse recommendations
Proceedings of the eleventh international conference on Information and knowledge management
Fusion Via a Linear Combination of Scores
Information Retrieval
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
SODA '03 Proceedings of the fourteenth annual ACM-SIAM symposium on Discrete algorithms
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Proceedings of the 13th international conference on World Wide Web
A collaborative filtering algorithm and evaluation metric that accurately model the user experience
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
TiVo: making show recommendations using a distributed collaborative filtering architecture
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Taxonomy-driven computation of product recommendations
Proceedings of the thirteenth ACM international conference on Information and knowledge management
REFEREE: an open framework for practical testing of recommender systems using ResearchIndex
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Trust building with explanation interfaces
Proceedings of the 11th international conference on Intelligent user interfaces
Increasing user decision accuracy using suggestions
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Being accurate is not enough: how accuracy metrics have hurt recommender systems
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Making recommendations better: an analytic model for human-recommender interaction
CHI '06 Extended Abstracts 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
Improving personalized web search using result diversification
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Measuring playlist diversity for recommendation systems
Proceedings of the 1st ACM workshop on Audio and music computing multimedia
Diversifying the image retrieval results
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Automatic computation of semantic proximity using taxonomic knowledge
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Investigating interactions of trust and interest similarity
Decision Support Systems
Modeling user behavior in recommender systems based on maximum entropy
Proceedings of the 16th international conference on World Wide Web
Towards Automated Reputation and Brand Monitoring on the Web
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
International Journal of Electronic Commerce
An Ontology-Based Product Recommender System for B2B Marketplaces
International Journal of Electronic Commerce
Generating semantically enriched user profiles for Web personalization
ACM Transactions on Internet Technology (TOIT)
Trust-inspiring explanation interfaces for recommender systems
Knowledge-Based Systems
Eigentaste 5.0: constant-time adaptability in a recommender system using item clustering
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
Enhancing the diversity of conversational collaborative recommendations: a comparison
Artificial Intelligence Review
Community systems research at Yahoo!
ACM SIGMOD Record
Mediation of user models for enhanced personalization in recommender systems
User Modeling and User-Adapted Interaction
Relational distance-based collaborative filtering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Capturing User Interests by Both Exploitation and Exploration
UM '07 Proceedings of the 11th international conference on User Modeling
UM '07 Proceedings of the 11th international conference on User Modeling
Mining recommendations from the web
Proceedings of the 2008 ACM conference on Recommender systems
CARD: a decision-guidance framework and application for recommending composite alternatives
Proceedings of the 2008 ACM conference on Recommender systems
A new approach to evaluating novel recommendations
Proceedings of the 2008 ACM conference on Recommender systems
Who predicts better?: results from an online study comparing humans and an online recommender system
Proceedings of the 2008 ACM conference on Recommender systems
A framework for WWW user activity analysis based on user interest
Knowledge-Based Systems
MedSearch: a specialized search engine for medical information retrieval
Proceedings of the 17th ACM conference on Information and knowledge management
Diversifying image search with user generated content
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
Proceedings of the 2008 ACM conference on Computer supported cooperative work
An iterative semi-explicit rating method for building collaborative recommender systems
Expert Systems with Applications: An International Journal
User credit-based collaborative filtering
Expert Systems with Applications: An International Journal
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Discovery-oriented collaborative filtering for improving user satisfaction
Proceedings of the 14th international conference on Intelligent user interfaces
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
Mixing it up: recommending collections of items
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
From x-rays to silly putty via Uranus: serendipity and its role in web search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Visual diversification of image search results
Proceedings of the 18th international conference on World wide web
An axiomatic approach for result diversification
Proceedings of the 18th international conference on World wide web
Mean-Variance Analysis: A New Document Ranking Theory in Information Retrieval
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Improving Privacy of Recommender Agents by Means of Full Dissociation
Proceedings of the 2006 conference on Artificial Intelligence Research and Development
The wisdom of the few: a collaborative filtering approach based on expert opinions from the web
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Leveraging sources of collective wisdom on the web for discovering technology synergies
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Inferring user's preferences using ontologies
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
Relevance feedback models for recommendation
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
What Have the Neighbours Ever Done for Us? A Collaborative Filtering Perspective
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Preference-aware publish/subscribe delivery with diversity
Proceedings of the Third ACM International Conference on Distributed Event-Based Systems
DD-PREF: a language for expressing preferences over sets
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
Social Trust-Aware Recommendation System: A T-Index Approach
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Statistical Modeling of Diversity in Top-N Recommender Systems
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Novel Item Recommendation by User Profile Partitioning
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Search shortcuts: a new approach to the recommendation of queries
Proceedings of the third ACM conference on Recommender systems
Donation dashboard: a recommender system for donation portfolios
Proceedings of the third ACM conference on Recommender systems
Getting recommender systems to think outside the box
Proceedings of the third ACM conference on Recommender systems
Recommendations with prerequisites
Proceedings of the third ACM conference on Recommender systems
Enhancing diversity in Top-N recommendation
Proceedings of the third ACM conference on Recommender systems
Discovery is never by chance: designing for (un)serendipity
Proceedings of the seventh ACM conference on Creativity and cognition
Expert Systems with Applications: An International Journal
Enhancing recommender systems under volatile userinterest drifts
Proceedings of the 18th ACM conference on Information and knowledge management
Jointly optimising relevance and diversity in image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Improving memory-based collaborative filtering via similarity updating and prediction modulation
Information Sciences: an International Journal
Beyond performance: Feature awareness in personalized interfaces
International Journal of Human-Computer Studies
fLDA: matrix factorization through latent dirichlet allocation
Proceedings of the third ACM international conference on Web search and data mining
Experiments on the preference-based organization interface in recommender systems
ACM Transactions on Computer-Human Interaction (TOCHI)
Predicting Missing Ratings in Recommender Systems: Adapted Factorization Approach
International Journal of Electronic Commerce
PerK: personalized keyword search in relational databases through preferences
Proceedings of the 13th International Conference on Extending Database Technology
Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
Information Sciences: an International Journal
A Survey of Accuracy Evaluation Metrics of Recommendation Tasks
The Journal of Machine Learning Research
Data mining for web personalization
The adaptive web
Collaborative filtering recommender systems
The adaptive web
Error-based collaborative filtering algorithm for top-N recommendation
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Metrics for evaluating the serendipity of recommendation lists
JSAI'07 Proceedings of the 2007 conference on New frontiers in artificial intelligence
Supporting keyword queries on structured databases with limited search interfaces
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Collaborative filtering based on an iterative prediction method to alleviate the sparsity problem
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Serendipitous recommendations via innovators
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
DivRank: the interplay of prestige and diversity in information networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Off the beaten track: a mobile field study exploring the long tail of tourist recommendations
Proceedings of the 12th international conference on Human computer interaction with mobile devices and services
Information Sciences: an International Journal
ACM SIGMOD Record
Eye-tracking product recommenders' usage
Proceedings of the fourth ACM conference on Recommender systems
Understanding choice overload in recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Recommending based on rating frequencies
Proceedings of the fourth ACM conference on Recommender systems
Topic-based recommendations in enterprise social media sharing platforms
Proceedings of the fourth ACM conference on Recommender systems
A grouped ranking model for item preference parameter
Neural Computation
Improving the effectiveness of collaborative recommendation with ontology-based user profiles
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Network growth and the spectral evolution model
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Evaluating, combining and generalizing recommendations with prerequisites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Classical music for rock fans?: novel recommendations for expanding user interests
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Exploiting user interests for collaborative filtering: interests expansion via personalized ranking
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
The link prediction problem in bipartite networks
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Approximation algorithms for diversified search ranking
ICALP'10 Proceedings of the 37th international colloquium conference on Automata, languages and programming: Part II
Overlay management for fully distributed user-based collaborative filtering
EuroPar'10 Proceedings of the 16th international Euro-Par conference on Parallel processing: Part I
Defining the dynamicity and diversity of text collections
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Layered evaluation of interactive adaptive systems: framework and formative methods
User Modeling and User-Adapted Interaction
Achieving optimal privacy in trust-aware social recommender systems
SocInfo'10 Proceedings of the Second international conference on Social informatics
Multi-dimensional search result diversification
Proceedings of the fourth ACM international conference on Web search and data mining
Visual topic model for web image annotation
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
User-based Collaborative Filtering: Sparsity and Performance
Proceedings of the 2010 conference on STAIRS 2010: Proceedings of the Fifth Starting AI Researchers' Symposium
Enhancing recommendation diversity with organization interfaces
Proceedings of the 16th international conference on Intelligent user interfaces
Novelty and Diversity in Top-N Recommendation -- Analysis and Evaluation
ACM Transactions on Internet Technology (TOIT)
A weighted-graph-based approach for diversifying search results
International Journal of Knowledge and Web Intelligence
Utilizing implicit feedback and context to recommend mobile applications from first use
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
RecLab: a system for eCommerce recommender research with real data, context and feedback
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
Design and evaluation of a command recommendation system for software applications
ACM Transactions on Computer-Human Interaction (TOCHI)
I will do it, but i don't like it: user reactions to preference-inconsistent recommendations
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Performance improvement in collaborative recommendation using multi-layer perceptron
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Efficient diversification of web search results
Proceedings of the VLDB Endowment
Efficient diversity-aware search
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Personalised rating prediction for new users using latent factor models
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Identifying relevant social media content: leveraging information diversity and user cognition
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Improving tag-based recommendation by topic diversification
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Serendipitous recommendation for scholarly papers considering relations among researchers
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Incremental diversification for very large sets: a streaming-based approach
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Intent-oriented diversity in recommender systems
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Diversified ranking on large graphs: an optimization viewpoint
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Distributed scalable collaborative filtering algorithm
Euro-Par'11 Proceedings of the 17th international conference on Parallel processing - Volume Part I
Making use of associative classifiers in order to alleviate typical drawbacks in recommender systems
Expert Systems with Applications: An International Journal
Topic-based recommendations for enterprise 2.0 resource sharing platforms
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Collaborative filtering for predicting users' potential preferences
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part IV
Looking for "good" recommendations: a comparative evaluation of recommender systems
INTERACT'11 Proceedings of the 13th IFIP TC 13 international conference on Human-computer interaction - Volume Part III
Rank and relevance in novelty and diversity metrics for recommender systems
Proceedings of the fifth ACM conference on Recommender systems
A user-centric evaluation framework for recommender systems
Proceedings of the fifth ACM conference on Recommender systems
MyMediaLite: a free recommender system library
Proceedings of the fifth ACM conference on Recommender systems
A pragmatic procedure to support the user-centric evaluation of recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Workshop on novelty and diversity in recommender systems - DiveRS 2011
Proceedings of the fifth ACM conference on Recommender systems
Commenders: A recommendation procedure for online book communities
Electronic Commerce Research and Applications
Diversifying Product Review Rankings: Getting the Full Picture
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Diversification and refinement in collaborative filtering recommender
Proceedings of the 20th ACM international conference on Information and knowledge management
Learning with personalized recommender systems: A psychological view
Computers in Human Behavior
Ways of computing diverse collaborative recommendations
AH'06 Proceedings of the 4th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Auralist: introducing serendipity into music recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
Online selection of diverse results
Proceedings of the fifth ACM international conference on Web search and data mining
Collaborative filtering: the aim of recommender systems and the significance of user ratings
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
A non-parametric visual-sense model of images--extending the cluster hypothesis beyond text
Multimedia Tools and Applications
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Recommender systems: from algorithms to user experience
User Modeling and User-Adapted Interaction
Implicit feedback techniques on recommender systems applied to electronic books
Computers in Human Behavior
ACM Transactions on Interactive Intelligent Systems (TiiS)
New approaches to diversity and novelty in recommender systems
FDIA'11 Proceedings of the Fourth BCS-IRSG conference on Future Directions in Information Access
The relation between user intervention and user satisfaction for information recommendation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Dynamic diversification of continuous data
Proceedings of the 15th International Conference on Extending Database Technology
User profiling vs. accuracy in recommender system user experience
Proceedings of the International Working Conference on Advanced Visual Interfaces
User similarity from linked taxonomies: subjective assessments of items
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
A group recommendation system for online communities
International Journal of Information Management: The Journal for Information Professionals
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
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Adaptive diversification of recommendation results via latent factor portfolio
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Predicting the ratings of multimedia items for making personalized recommendations
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Personalized diversification of search results
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Diversity in ranking using negative reinforcement
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
Pareto-efficient hybridization for multi-objective recommender systems
Proceedings of the sixth ACM conference on Recommender systems
Reranking web search results for diversity
Information Retrieval
Efficient jaccard-based diversity analysis of large document collections
Proceedings of the 21st ACM international conference on Information and knowledge management
SigTur/E-Destination: Ontology-based personalized recommendation of Tourism and Leisure Activities
Engineering Applications of Artificial Intelligence
Collaborative filtering by analyzing dynamic user interests modeled by taxonomy
ISWC'12 Proceedings of the 11th international conference on The Semantic Web - Volume Part I
mNIR: diversifying search results based on a mixture of novelty, intention and relevance
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
DisC diversity: result diversification based on dissimilarity and coverage
Proceedings of the VLDB Endowment
User-centric evaluation of a K-furthest neighbor collaborative filtering recommender algorithm
Proceedings of the 2013 conference on Computer supported cooperative work
Semi-automatic generation of recommendation processes and their GUIs
Proceedings of the 2013 international conference on Intelligent user interfaces
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Serendipitous Personalized Ranking for Top-N Recommendation
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Proceedings of the twenty-ninth annual symposium on Computational geometry
How personality influences users' needs for recommendation diversity?
CHI '13 Extended Abstracts on Human Factors in Computing Systems
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Using personality to adjust diversity in recommender systems
Proceedings of the 24th ACM Conference on Hypertext and Social Media
Knowledge-Based Systems
Modeling the uniqueness of the user preferences for recommendation systems
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Parameter-free and domain-independent similarity search with diversity
Proceedings of the 25th International Conference on Scientific and Statistical Database Management
Goal attainment on long tail web sites: An information foraging approach
Decision Support Systems
A new collaborative filtering approach for increasing the aggregate diversity of recommender systems
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Measuring spontaneous devaluations in user preferences
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Using link semantics to recommend collaborations in academic social networks
Proceedings of the 22nd international conference on World Wide Web companion
Profile diversity in search and recommendation
Proceedings of the 22nd international conference on World Wide Web companion
Real-time recommendation of diverse related articles
Proceedings of the 22nd international conference on World Wide Web
From query to question in one click: suggesting synthetic questions to searchers
Proceedings of the 22nd international conference on World Wide Web
Proceedings of the 22nd international conference on World Wide Web
Exploiting the diversity of user preferences for recommendation
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Spatial search for K diverse-near neighbors
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Understanding and improving relational matrix factorization in recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Selecting content-based features for collaborative filtering recommenders
Proceedings of the 7th ACM conference on Recommender systems
Set-oriented personalized ranking for diversified top-n recommendation
Proceedings of the 7th ACM conference on Recommender systems
Towards scalable and accurate item-oriented recommendations
Proceedings of the 7th ACM conference on Recommender systems
Personalised ranking with diversity
Proceedings of the 7th ACM conference on Recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Proceedings of the 2013 International News Recommender Systems Workshop and Challenge
A collaborative filtering recommendation system combining semantics and Bayesian reasoning
AusDM '12 Proceedings of the Tenth Australasian Data Mining Conference - Volume 134
On weighted hybrid track recommendations
ICWE'13 Proceedings of the 13th international conference on Web Engineering
Social experiment on advisory recommender system for energy-saving
HCI International'13 Proceedings of the 15th international conference on Human Interface and the Management of Information: information and interaction design - Volume Part I
Specialization, homophily, and gender in a social curation site: findings from pinterest
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
POIKILO: a tool for evaluating the results of diversification models and algorithms
Proceedings of the VLDB Endowment
On the complexity of query result diversification
Proceedings of the VLDB Endowment
Efficient indexing for diverse query results
Proceedings of the VLDB Endowment
Promoting diversity in recommendation by entropy regularizer
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Personalized emerging topic detection based on a term aging model
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Proceedings of the 7th ACM international conference on Web search and data mining
Latent dirichlet allocation based diversified retrieval for e-commerce search
Proceedings of the 7th ACM international conference on Web search and data mining
On a serendipity-oriented recommender system based on folksonomy
Artificial Life and Robotics
A Monte Carlo algorithm for cold start recommendation
Proceedings of the 23rd international conference on World wide web
Exploring the filter bubble: the effect of using recommender systems on content diversity
Proceedings of the 23rd international conference on World wide web
Time-aware recommender systems: a comprehensive survey and analysis of existing evaluation protocols
User Modeling and User-Adapted Interaction
Comparing context-aware recommender systems in terms of accuracy and diversity
User Modeling and User-Adapted Interaction
Clustering-based diversity improvement in top-N recommendation
Journal of Intelligent Information Systems
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In this work we present topic diversification, a novel method designed to balance and diversify personalized recommendation lists in order to reflect the user's complete spectrum of interests. Though being detrimental to average accuracy, we show that our method improves user satisfaction with recommendation lists, in particular for lists generated using the common item-based collaborative filtering algorithm.Our work builds upon prior research on recommender systems, looking at properties of recommendation lists as entities in their own right rather than specifically focusing on the accuracy of individual recommendations. We introduce the intra-list similarity metric to assess the topical diversity of recommendation lists and the topic diversification approach for decreasing the intra-list similarity. We evaluate our method using book recommendation data, including offline analysis on 361, !, 349 ratings and an online study involving more than 2, !, 100 subjects.