Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Suffix arrays: a new method for on-line string searches
SIAM Journal on Computing
Journal of the American Society for Information Science
A rule-based message filtering system
ACM Transactions on Information Systems (TOIS)
Fast text searching for regular expressions or automaton searching on tries
Journal of the ACM (JACM)
Communications of the ACM
PHOAKS: a system for sharing recommendations
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
A multilevel approach to intelligent information filtering: model, system, and evaluation
ACM Transactions on Information Systems (TOIS)
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
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
Mining navigation history for recommendation
Proceedings of the 5th international conference on Intelligent user interfaces
Learning to recommend from positive evidence
Proceedings of the 5th international conference on Intelligent user interfaces
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Rating news documents for similarity
Journal of the American Society for Information Science
Expertise recommender: a flexible recommendation system and architecture
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
Exploring the use of concept spaces to improve medical information retrieval
Decision Support Systems
Community-based service location
Communications of the ACM
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
A graph-based recommender system for digital library
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
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
Journal of the American Society for Information Science and Technology
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Efficient Adaptive-Support Association Rule Mining for Recommender Systems
Data Mining and Knowledge Discovery
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Finding Interesting Associations without Support Pruning
IEEE Transactions on Knowledge and Data Engineering
Mining Associations with the Collective Strength Approach
IEEE Transactions on Knowledge and Data Engineering
Design and evaluation of a multi-agent collaborative Web mining system
Decision Support Systems - Web retrieval and mining
A stochastic parts program and noun phrase parser for unrestricted text
ANLC '88 Proceedings of the second conference on Applied natural language processing
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
ACM Transactions on Information Systems (TOIS)
International Journal of Electronic Commerce
Discovering cohesive subgroups from social networks for targeted advertising
Expert Systems with Applications: An International Journal
CI-KNOW: recommendation based on social networks
dg.o '08 Proceedings of the 2008 international conference on Digital government research
Recommendation in Education Portal by Relation Based Importance Ranking
ICWL '08 Proceedings of the 7th international conference on Advances in Web Based Learning
Individual and group behavior-based customer profile model for personalized product recommendation
Expert Systems with Applications: An International Journal
User Modeling and User-Adapted Interaction
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Analysis of user interests based on integrated-graph model
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
Personal recommendation based on weighted bipartite networks
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
SPGProfile: Speak Group Profile
Information Systems
Coauthorship networks and academic literature recommendation
Electronic Commerce Research and Applications
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
A Neural Network Hybrid Recommender System
Proceedings of the 2011 conference on Neural Nets WIRN10: Proceedings of the 20th Italian Workshop on Neural Nets
An emergent culture model for discerning tag semantics in folksonomies
Proceedings of the 2011 iConference
An analysis of network structure and post content for blog post recommendation
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
Utilizing marginal net utility for recommendation in e-commerce
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Latent subject-centered modeling of collaborative tagging: An application in social search
ACM Transactions on Management Information Systems (TMIS)
Hybrid personalized recommender system using centering-bunching based clustering algorithm
Expert Systems with Applications: An International Journal
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Incorporating context into recommender systems: an empirical comparison of context-based approaches
Electronic Commerce Research
A constrained spreading activation approach to collaborative filtering
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
USER: user-sensitive expert recommendations for knowledge-dense environments
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Proceedings of the 2012 ACM international conference on Intelligent User Interfaces
Discovering business intelligence from online product reviews: A rule-induction framework
Expert Systems with Applications: An International Journal
iTravel: A recommender system in mobile peer-to-peer environment
Journal of Systems and Software
A topic-based recommender system for electronic marketplace platforms
Expert Systems with Applications: An International Journal
Opportunity model for e-commerce recommendation: right product; right time
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Cost-Aware Collaborative Filtering for Travel Tour Recommendations
ACM Transactions on Information Systems (TOIS)
Hierarchical graph maps for visualization of collaborative recommender systems
Journal of Information Science
Web Intelligence and Agent Systems
A fuzzy co-clustering approach for hybrid recommender systems
International Journal of Hybrid Intelligent Systems
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Information overload on the Web has created enormous challenges to customers selecting products for online purchases and to online businesses attempting to identify customers' preferences efficiently. Various recommender systems employing different data representations and recommendation methods are currently used to address these challenges. In this research, we developed a graph model that provides a generic data representation and can support different recommendation methods. To demonstrate its usefulness and flexibility, we developed three recommendation methods: direct retrieval, association mining, and high-degree association retrieval. We used a data set from an online bookstore as our research test-bed. Evaluation results showed that combining product content information and historical customer transaction information achieved more accurate predictions and relevant recommendations than using only collaborative information. However, comparisons among different methods showed that high-degree association retrieval did not perform significantly better than the association mining method or the direct retrieval method in our test-bed.