GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Pointing the way: active collaborative filtering
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
Web-collaborative filtering: recommending music by crawling the Web
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th 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
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Clustering Approach for Hybrid Recommender System
WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
ACM Transactions on Information Systems (TOIS)
CROC: A New Evaluation Criterion for Recommender Systems
Electronic Commerce Research
Feature Selection Methods for Conversational Recommender Systems
EEE '05 Proceedings of the 2005 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'05) on e-Technology, e-Commerce and e-Service
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
IEEE Transactions on Knowledge and Data Engineering
Collaborative filtering supporting web site navigation
AI Communications
CinemaScreen Recommender Agent: Combining Collaborative and Content-Based Filtering
IEEE Intelligent Systems
Naïve filterbots for robust cold-start recommendations
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
DCFLA: A distributed collaborative-filtering neighbor-locating algorithm
Information Sciences: an International Journal
Using SVD and demographic data for the enhancement of generalized Collaborative Filtering
Information Sciences: an International Journal
Similarity Measure and Instance Selection for Collaborative Filtering
International Journal of Electronic Commerce
Utilizing Popularity Characteristics for Product Recommendation
International Journal of Electronic Commerce
Expert Systems with Applications: An International Journal
Key figure impact in trust-enhanced recommender systems
AI Communications - Recommender Systems
Electronic promotion to new customers using mkNN learning
Information Sciences: an International Journal
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A collaborative filtering method based on artificial immune network
Expert Systems with Applications: An International Journal
Clustering of document collection - A weighting approach
Expert Systems with Applications: An International Journal
Performance evaluation of similarity join for real time information integration
Proceedings of the 2nd Bangalore Annual Compute Conference
Recommendation as link prediction: a graph kernel-based machine learning approach
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Alleviating Cold-Start Problem by Using Implicit Feedback
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
A hybrid of sequential rules and collaborative filtering for product recommendation
Information Sciences: an International Journal
REJA: A Georeferenced Hybrid Recommender System for Restaurants
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Analysis of cold-start recommendations in IPTV systems
Proceedings of the third ACM conference on Recommender systems
Measuring predictive capability in collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Information Sciences: an International Journal
Enhancing recommender systems under volatile userinterest drifts
Proceedings of the 18th ACM conference on Information and knowledge management
ePaper: A personalized mobile newspaper
Journal of the American Society for Information Science and Technology
Selecting a small number of products for effective user profiling in collaborative filtering
Expert Systems with Applications: An International Journal
Improving memory-based collaborative filtering via similarity updating and prediction modulation
Information Sciences: an International Journal
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Item-based collaborative filtering recommendation using self-organizing map
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Information Sciences: an International Journal
Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
Information Sciences: an International Journal
A collaborative filtering recommendation algorithm based on SVD smoothing
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Moment similarity of random variables to solve cold-start problems in collaborative filtering
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Time-evolution of IPTV recommender systems
Proceedings of the 8th international interactive conference on Interactive TV&Video
Distributed recommender for peer-to-peer knowledge sharing
Information Sciences: an International Journal
International Journal of Approximate Reasoning
Design and user issues in personality-based recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Making the most of TV on the move: My newschannel
Information Sciences: an International Journal
A probabilistic approach to semantic collaborative filtering using world knowledge
Journal of Information Science
SimRate: improve collaborative recommendation based on rating graph for sparsity
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Personalized recommendation of popular blog articles for mobile applications
Information Sciences: an International Journal
On context-aware distributed event dissemination
Personal and Ubiquitous Computing
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
Personalized emotional prediction method for real-life objects based on collaborative filtering
EPCE'11 Proceedings of the 9th international conference on Engineering psychology and cognitive ergonomics
Enhancing collaborative filtering systems with personality information
Proceedings of the fifth ACM conference on Recommender systems
A probabilistic definition of item similarity
Proceedings of the fifth ACM conference on Recommender systems
Information Sciences: an International Journal
A new criteria for selecting neighborhood in memory-based recommender systems
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
A collaborative filtering approach to mitigate the new user cold start problem
Knowledge-Based Systems
Extraction of user profile based on workflow and information flow
Expert Systems with Applications: An International Journal
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
Impact of data characteristics on recommender systems performance
ACM Transactions on Management Information Systems (TMIS)
Mining knowledge demands from information flow
Expert Systems with Applications: An International Journal
Using control theory for stable and efficient recommender systems
Proceedings of the 21st international conference on World Wide Web
Using past-prediction accuracy in recommender systems
Information Sciences: an International Journal
Kernel-Mapping Recommender system algorithms
Information Sciences: an International Journal
Privacy-preserving SOM-based recommendations on horizontally distributed data
Knowledge-Based Systems
An adaptive approach to dealing with unstable behaviour of users in collaborative filtering systems
Journal of Information Science
A mobile 3D-GIS hybrid recommender system for tourism
Information Sciences: an International Journal
Proceedings of the 13th International Conference on Electronic Commerce
A balanced memory-based collaborative filtering similarity measure
International Journal of Intelligent Systems
An effective recommendation method for cold start new users using trust and distrust networks
Information Sciences: an International Journal
Location-based and preference-aware recommendation using sparse geo-social networking data
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
A hybrid recommendation approach for a tourism system
Expert Systems with Applications: An International Journal
Information Processing and Management: an International Journal
Using profile expansion techniques to alleviate the new user problem
Information Processing and Management: an International Journal
A method for collaborative recommendation in document retrieval systems
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Novel personal and group-based trust models in collaborative filtering for document recommendation
Information Sciences: an International Journal
Knowledge-Based Systems
Silence is also evidence: interpreting dwell time for recommendation from psychological perspective
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
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
Interactive collaborative filtering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Proceedings of the 7th ACM conference on Recommender systems
Advances in Clustering Collaborative Filtering by means of Fuzzy C-means and trust
Expert Systems with Applications: An International Journal
HCI'13 Proceedings of the 15th international conference on Human Interface and the Management of Information: information and interaction for learning, culture, collaboration and business - Volume Part III
A probability-based unified framework for semantic search and recommendation
Journal of Information Science
Survey of social search from the perspectives of the village paradigm and online social networks
Journal of Information Science
Question Waves: A multicast query routing algorithm for social search
Information Sciences: an International Journal
Personalized news recommendation via implicit social experts
Information Sciences: an International Journal
A novel Bayesian similarity measure for recommender systems
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Div-clustering: Exploring active users for social collaborative recommendation
Journal of Network and Computer Applications
A quality based recommender system to disseminate information in a university digital library
Information Sciences: an International Journal
A new user similarity model to improve the accuracy of collaborative filtering
Knowledge-Based Systems
An entropy-based neighbor selection approach for collaborative filtering
Knowledge-Based Systems
Colbar: A collaborative location-based regularization framework for QoS prediction
Information Sciences: an International Journal
Personalized recommendation based on review topics
Service Oriented Computing and Applications
Clustering-based diversity improvement in top-N recommendation
Journal of Intelligent Information Systems
Hi-index | 0.09 |
Collaborative filtering is one of the most successful and widely used methods of automated product recommendation in online stores. The most critical component of the method is the mechanism of finding similarities among users using product ratings data so that products can be recommended based on the similarities. The calculation of similarities has relied on traditional distance and vector similarity measures such as Pearson's correlation and cosine which, however, have been seldom questioned in terms of their effectiveness in the recommendation problem domain. This paper presents a new heuristic similarity measure that focuses on improving recommendation performance under cold-start conditions where only a small number of ratings are available for similarity calculation for each user. Experiments using three different datasets show the superiority of the measure in new user cold-start conditions.