Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
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
Communications of the ACM
PHOAKS: a system for sharing recommendations
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Horting hatches an egg: a new graph-theoretic approach to collaborative filtering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
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
Recommender systems in e-commerce
Proceedings of the 1st ACM conference on Electronic commerce
Agglomerative clustering of a search engine query log
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Getting to know you: learning new user preferences in recommender systems
Proceedings of the 7th international conference on Intelligent user interfaces
CAiSE '02 Proceedings of the 14th International Conference on Advanced Information Systems Engineering
ACM Transactions on Information Systems (TOIS)
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Enhancing Product Recommender Systems on Sparse Binary Data
Data Mining and Knowledge Discovery
PocketLens: Toward a personal recommender system
ACM Transactions on Information Systems (TOIS)
Collaborative Filtering Using a Regression-Based Approach
Knowledge and Information Systems
Personalized Queries under a Generalized Preference Model
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
Constrained optimalities in query personalization
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Adaptive recommendation: putting the best foot forward
ISICT '04 Proceedings of the 2004 international symposium on Information and communication technologies
Self-organizing distributed collaborative filtering
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Collaborative filtering supporting web site navigation
AI Communications
Feature-based recommendation system
Proceedings of the 14th ACM international conference on Information and knowledge management
Distributed collaborative filtering for peer-to-peer file sharing systems
Proceedings of the 2006 ACM symposium on Applied computing
Naïve filterbots for robust cold-start recommendations
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Collaborative Filtering Supporting Web Site Navigation
AI Communications
Exploiting semantic annotation to supporting user browsing on the web
Knowledge-Based Systems
IEEE Transactions on Knowledge and Data Engineering
A recommender system for on-line course enrolment: an initial study
Proceedings of the 2007 ACM conference on Recommender systems
Collaborative recommender systems: Combining effectiveness and efficiency
Expert Systems with Applications: An International Journal
Applications of wavelet data reduction in a recommender system
Expert Systems with Applications: An International Journal
Comparing State-of-the-Art Collaborative Filtering Systems
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Designing Specific Weighted Similarity Measures to Improve Collaborative Filtering Systems
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
A Comparison of Different Rating Based Collaborative Filtering Algorithms
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Tag recommendations based on tensor dimensionality reduction
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
An independent platform for the monitoring, analysis and adaptation of web sites
Proceedings of the 2008 ACM conference on Recommender systems
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Tagommenders: connecting users to items through tags
Proceedings of the 18th international conference on World wide web
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Context aware recommendations for user-generated content on a social network site
Proceedings of the seventh european conference on European interactive television conference
A hybrid recommendation technique based on product category attributes
Expert Systems with Applications: An International Journal
FlexRecs: expressing and combining flexible recommendations
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
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
Relevance feedback models for recommendation
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Trust based recommender system for the semantic web
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Unifying and targeting cultural activities via events modelling and profiling
EiMM '09 Proceedings of the 1st ACM international workshop on Events in multimedia
Personalization of tagging systems
Information Processing and Management: an International Journal
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
Leveraging Users for Efficient Interruption Management in Agent-User Systems
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 02
Exploiting user similarity based on rated-item pools for improved user-based collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Using a trust network to improve top-N recommendation
Proceedings of the third ACM conference on Recommender systems
On the limitations of browsing top-N recommender systems
Proceedings of the third ACM conference on Recommender systems
Enhancing diversity in Top-N recommendation
Proceedings of the third ACM conference on Recommender systems
A Spatial User Similarity Measure for Geographic Recommender Systems
GeoS '09 Proceedings of the 3rd International Conference on GeoSpatial Semantics
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
A new algorithm for performing ratings-based collaborative filtering
APWeb'03 Proceedings of the 5th Asia-Pacific web conference on Web technologies and applications
Data mining for web personalization
The adaptive web
Collaborative filtering recommender systems
The adaptive web
Document recommendation in social tagging services
Proceedings of the 19th international conference on World wide web
A collaborative recommender system based on asymmetric user similarity
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Time filtering for better recommendations with small and sparse rating matrices
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
Nearest-biclusters collaborative filtering with constant values
WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
Entropy based fuzzy C-Mean for item-based collaborative filtering
ISCIT'09 Proceedings of the 9th international conference on Communications and information technologies
Temporal recommendation on graphs via long- and short-term preference fusion
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
DNS prefetching and its privacy implications: when good things go bad
LEET'10 Proceedings of the 3rd USENIX conference on Large-scale exploits and emergent threats: botnets, spyware, worms, and more
Recommendation in Internet forums and blogs
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Optimizing multiple objectives in collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
Automatically building research reading lists
Proceedings of the fourth ACM conference on Recommender systems
User comments for news recommendation in forum-based social media
Information Sciences: an International Journal
Towards location-based social networking services
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
Automatic news recommendations via profiling
Proceedings of the 3rd international workshop on Automated information extraction in media production
People recommendation based on aggregated bidirectional intentions in social network site
PKAW'10 Proceedings of the 11th international conference on Knowledge management and acquisition for smart systems and services
Novelty and Diversity in Top-N Recommendation -- Analysis and Evaluation
ACM Transactions on Internet Technology (TOIT)
Using genetic algorithms for personalized recommendation
ICCCI'10 Proceedings of the Second international conference on Computational collective intelligence: technologies and applications - Volume Part II
Interaction-based collaborative filtering methods for recommendation in online dating
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
A unified framework for recommendations based on quaternary semantic analysis
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Hybrid algorithms for recommending new items
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Product recommendation and rating prediction based on multi-modal social networks
Proceedings of the fifth ACM conference on Recommender systems
A probabilistic definition of item similarity
Proceedings of the fifth ACM conference on Recommender systems
MyMediaLite: a free recommender system library
Proceedings of the fifth ACM conference on Recommender systems
Utilizing related products for post-purchase recommendation in e-commerce
Proceedings of the fifth ACM conference on Recommender systems
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
ETRICS'06 Proceedings of the 2006 international conference on Emerging Trends in Information and Communication Security
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)
Unifying and targeting cultural activities via events modelling and profiling
Multimedia Tools and Applications
A user-item relevance model for log-based collaborative filtering
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Investigating the influence of QoS on personal evaluation behaviour in a mobile context
Multimedia Tools and Applications
Multimedia Tools and Applications
A multi-agent recommender system for supporting device adaptivity in e-Commerce
Journal of Intelligent Information Systems
RecDB: towards DBMS support for online recommender systems
PhD '12 Proceedings of the on SIGMOD/PODS 2012 PhD Symposium
A collaborative filtering recommendation system by unifying user similarity and item similarity
WAIM'11 Proceedings of the 2011 international conference on Web-Age Information Management
Proceedings of the 15th International Conference on Extending Database Technology
Taxonomy-Oriented recommendation towards recommendation with stage
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
An analysis of peer similarity for recommendations in P2P systems
Multimedia Tools and Applications
Smallworlds: visualizing social recommendations
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Algorithms to Resolve Conflict in Multiuser Context Aware Ubiquitous Environment
International Journal of Advanced Pervasive and Ubiquitous Computing
User-centric evaluation of a K-furthest neighbor collaborative filtering recommender algorithm
Proceedings of the 2013 conference on Computer supported cooperative work
Dimensions as Virtual Items: Improving the predictive ability of top-N recommender systems
Information Processing and Management: an International Journal
LinkedVis: exploring social and semantic career recommendations
Proceedings of the 2013 international conference on Intelligent user interfaces
Automatic news recommendations via aggregated profiling
Multimedia Tools and Applications
Learning User Preference Patterns for Top-N Recommendations
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
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
Efficient top-n recommendation for very large scale binary rated datasets
Proceedings of the 7th ACM conference on Recommender systems
International Journal of Business Information Systems
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
Research paper recommender system evaluation: a quantitative literature survey
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
International Journal of Business Information Systems
Ubiquitous recommender systems
Computing
Internal link prediction: A new approach for predicting links in bipartite graphs
Intelligent Data Analysis - Dynamic Networks and Knowledge Discovery
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The explosive growth of the world-wide-web and the emergence of e-commerce has led to the development of recommender systems---a personalized information filtering technology used to identify a set of N items that will be of interest to a certain user. User-based Collaborative filtering is the most successful technology for building recommender systems to date, and is extensively used in many commercial recommender systems. Unfortunately, the computational complexity of these methods grows linearly with the number of customers that in typical commercial applications can grow to be several millions. To address these scalability concerns item-based recommendation techniques have been developed that analyze the user-item matrix to identify relations between the different items, and use these relations to compute the list of recommendations.In this paper we present one such class of item-based recommendation algorithms that first determine the similarities between the various items and then used them to identify the set of items to be recommended. The key steps in this class of algorithms are (i) the method used to compute the similarity between the items, and (ii) the method used to combine these similarities in order to compute the similarity between a basket of items and a candidate recommender item. Our experimental evaluation on five different datasets show that the proposed item-based algorithms are up to 28 times faster than the traditional user-neighborhood based recommender systems and provide recommendations whose quality is up to 27% better.