User models: theory, method, and practice
International Journal of Man-Machine Studies
Learning internal representations by error propagation
Parallel distributed processing: explorations in the microstructure of cognition, vol. 1
An evaluation of text analysis technologies
AI Magazine
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
The Utility of Knowledge in Inductive Learning
Machine Learning
C4.5: programs for machine learning
C4.5: programs for machine learning
Agents that reduce work and information overload
Communications of the ACM
Theory refinement combining analytical and empirical methods
Artificial Intelligence
Improving Generalization with Active Learning
Machine Learning - Special issue on structured connectionist systems
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Knowledge-based artificial neural networks
Artificial Intelligence
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Feature selection, perceptron learning, and a usability case study for text categorization
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Comparing feature-based and clique-based user models for movie selection
Proceedings of the third ACM conference on Digital libraries
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
Learning to classify text from labeled and unlabeled documents
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A re-examination of text categorization methods
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Relational learning of pattern-match rules for information extraction
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
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
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Machine Learning
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Active learning with committees for text categorization
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Learning trees and rules with set-valued features
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Developing recommendation services for a digital library with uncertain and changing data
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
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
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Information Filtering: Overview of Issues, Research and Systems
User Modeling and User-Adapted Interaction
EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
A Data Mining Approach to New Library Book Recommendations
ICADL '02 Proceedings of the 5th International Conference on Asian Digital Libraries: Digital Libraries: People, Knowledge, and Technology
Fusion Approaches for Mappings between Heterogeneous Ontologies
ECDL '01 Proceedings of the 5th European Conference on Research and Advanced Technology for Digital Libraries
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Mining customer product ratings for personalized marketing
Decision Support Systems - Special issue: Web data mining
Customizing digital storefronts using the knowledge-based approach
Information management
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Customising WAP-based information services on mobile networks
Personal and Ubiquitous Computing
A graph model for E-commerce recommender systems
Journal of the American Society for Information Science and Technology
A nonparametric hierarchical bayesian framework for information filtering
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Unifying collaborative and content-based filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Recommender Systems Research: A Connection-Centric Survey
Journal of Intelligent Information Systems
CROC: A New Evaluation Criterion for Recommender Systems
Electronic Commerce Research
Technology supporting business solutions
Personalized Course Navigation Based on Grey Relational Analysis
Applied Intelligence
Mining knowledge from text using information extraction
ACM SIGKDD Explorations Newsletter - Natural language processing and text mining
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
A music recommendation system based on music and user grouping
Journal of Intelligent Information Systems - Special issue: Intelligent multimedia applications
Recommendation method for extending subscription periods
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Improving the prediction accuracy of recommendation algorithms: Approaches anchored on human factors
Interacting with Computers
Expert Systems with Applications: An International Journal
AdROSA-Adaptive personalization of web advertising
Information Sciences: an International Journal
A personalized English learning recommender system for ESL students
Expert Systems with Applications: An International Journal
A location-aware recommender system for mobile shopping environments
Expert Systems with Applications: An International Journal
Recommender systems and their impact on sales diversity
Proceedings of the 8th ACM conference on Electronic commerce
User Modeling and User-Adapted Interaction
Common structure and properties of filtering systems
Electronic Commerce Research and Applications
Attacks and Remedies in Collaborative Recommendation
IEEE Intelligent Systems
Discovering and Exploiting Causal Dependencies for Robust Mobile Context-Aware Recommenders
IEEE Transactions on Knowledge and Data Engineering
Toward Virtual Community Knowledge Evolution
Journal of Management Information Systems
Personalised online sales using web usage data mining
Computers in Industry
Comparing and evaluating information retrieval algorithms for news recommendation
Proceedings of the 2007 ACM conference on Recommender systems
A group recommendation system with consideration of interactions among group members
Expert Systems with Applications: An International Journal
Discovering cohesive subgroups from social networks for targeted advertising
Expert Systems with Applications: An International Journal
Proposing an ESL recommender teaching and learning system
Expert Systems with Applications: An International Journal
A time-based approach to effective recommender systems using implicit feedback
Expert Systems with Applications: An International Journal
A novel collaborative filtering approach for recommending ranked items
Expert Systems with Applications: An International Journal
A new restoration-based recommender system for shopping buddy smart carts
International Journal of Business Information Systems
A web-page recommender system via a data mining framework and the Semantic Web concept
International Journal of Computer Applications in Technology
A collaborative recommender system based on probabilistic inference from fuzzy observations
Fuzzy Sets and Systems
Preference networks: probabilistic models for recommendation systems
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
A semantic-expansion approach to personalized knowledge recommendation
Decision Support Systems
Document recommendation for knowledge sharing in personal folder environments
Journal of Systems and Software
Optimizing customer's selection for configurable product in B2C e-commerce application
Computers in Industry
Using Evolving Agents to Critique Subjective Music Compositions
Computational Intelligence and Security
A Context-Aware Movie Preference Model Using a Bayesian Network for Recommendation and Promotion
UM '07 Proceedings of the 11th international conference on User Modeling
A Graphical Model for Content Based Image Suggestion and Feature Selection
PKDD 2007 Proceedings of the 11th European conference on Principles and Practice of Knowledge Discovery in Databases
Discovering User Profiles from Semantically Indexed Scientific Papers
From Web to Social Web: Discovering and Deploying User and Content Profiles
Social Recommendations within the Multimedia Sharing Systems
WSKS '08 Proceedings of the 1st world summit on The Knowledge Society: Emerging Technologies and Information Systems for the Knowledge Society
Recommending topics for self-descriptions in online user profiles
Proceedings of the 2008 ACM conference on Recommender systems
A multilayer ontology-based hybrid recommendation model
AI Communications - Recommender Systems
Multiagent system for learning objects retrieval with context attributes
International Journal of Computer Applications in Technology
Using data mining to provide recommendation service
WSEAS Transactions on Information Science and Applications
Improving Prediction Quality in Collaborative Filtering Based on Clustering
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
A Graph-Based Method for Combining Collaborative and Content-Based Filtering
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
A mathematical model for product selection strategies in a recommender system
Expert Systems with Applications: An International Journal
User credit-based collaborative filtering
Expert Systems with Applications: An International Journal
Toward an optimum combination of English teachers for objective teaching
Expert Systems with Applications: An International Journal
Tagsplanations: explaining recommendations using tags
Proceedings of the 14th international conference on Intelligent user interfaces
A recommender system to avoid customer churn: A case study
Expert Systems with Applications: An International Journal
Collaborative filtering based on workflow space
Expert Systems with Applications: An International Journal
Make new friends, but keep the old: recommending people on social networking sites
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Impacts of decoy elements on result set evaluations in knowledge-based recommendation
International Journal of Advanced Intelligence Paradigms
Multi-instance genetic programming for web index recommendation
Expert Systems with Applications: An International Journal
Managing uncertainty in group recommending processes
User Modeling and User-Adapted Interaction
Proceedings of the 11th International Conference on Electronic Commerce
A hybrid of sequential rules and collaborative filtering for product recommendation
Information Sciences: an International Journal
Combining learning and word sense disambiguation for intelligent user profiling
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
TagiCoFi: tag informed collaborative filtering
Proceedings of the third ACM conference on Recommender systems
A unified approach to building hybrid recommender systems
Proceedings of the third ACM conference on Recommender systems
MoviExplain: a recommender system with explanations
Proceedings of the third ACM conference on Recommender systems
Predicting social-tags for cold start book recommendations
Proceedings of the third ACM conference on Recommender systems
An inner-enterprise knowledge recommender system
Expert Systems with Applications: An International Journal
Recommender system based on workflow
Decision Support Systems
Short and tweet: experiments on recommending content from information streams
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Lessons learned from blog muse: audience-based inspiration for bloggers
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
An integrated system of mining HTML texts and filtering structured documents
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
The utility of information extraction in the classification of books
ECIR'07 Proceedings of the 29th European conference on IR research
An effective threshold-based neighbor selection in collaborative filtering
ECIR'07 Proceedings of the 29th European conference on IR research
The adaptive web
Semantic bayesian profiling services for information recommendation
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Filtering of web recommendation lists using positive and negative usage patterns
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Aizu-BUS: need-based book recommendation using web reviews and web services
DNIS'07 Proceedings of the 5th international conference on Databases in networked information systems
Time filtering for better recommendations with small and sparse rating matrices
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
Content-based recommendation services for personalized digital libraries
DELOS'07 Proceedings of the 1st international conference on Digital libraries: research and development
Coauthorship networks and academic literature recommendation
Electronic Commerce Research and Applications
Distributed recommender for peer-to-peer knowledge sharing
Information Sciences: an International Journal
International Journal of Approximate Reasoning
Expert Systems with Applications: An International Journal
Proceedings of the 2010 conference on New Trends in Software Methodologies, Tools and Techniques: Proceedings of the 9th SoMeT_10
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
Collaborative future event recommendation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Recommendation based on object typicality
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Static preference models for options with dynamic extent
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
Information Systems Frontiers
Book recommendation system for utilisation of library services
International Journal of Computational Science and Engineering
A method for weighting multi-valued features in content-based filtering
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Proposing a charting recommender system for second-language nurses
Expert Systems with Applications: An International Journal
Social-based planning model for multiagent systems
Expert Systems with Applications: An International Journal
Explanation of spreading activation based recommendations
Proceedings of the 1st international workshop on Semantic models for adaptive interactive systems
Utilizing marginal net utility for recommendation in e-commerce
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
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
SFViz: interest-based friends exploration and recommendation in social networks
Proceedings of the 2011 Visual Information Communication - International Symposium
Collaborative topic modeling for recommending scientific articles
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Users' (Dis)satisfaction with the personalTV application: Combining objective and subjective data
Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
A game theoretic framework for data privacy preservation in recommender systems
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Fusing Recommendations for Social Bookmarking Web Sites
International Journal of Electronic Commerce
Drivers of the Long Tail Phenomenon: An Empirical Analysis
Journal of Management Information Systems
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
The role of context for information mediation in digital libraries
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
Evaluating subjective compositions by the cooperation between human and adaptive agents
MICAI'06 Proceedings of the 5th Mexican international conference on Artificial Intelligence
An intelligent personalized service for conference participants
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Content-based recommendation in e-commerce
ICCSA'05 Proceedings of the 2005 international conference on Computational Science and Its Applications - Volume Part II
A service-based framework for personalized learning objects retrieval and recommendation
ICWL'06 Proceedings of the 5th international conference on Advances in Web Based Learning
A strategy-oriented operation module for recommender systems in E-commerce
Computers and Operations Research
Extraction of user profile based on workflow and information flow
Expert Systems with Applications: An International Journal
Profile processing and evolution for smart environments
UIC'06 Proceedings of the Third international conference on Ubiquitous Intelligence and Computing
Personalization for the web: learning user preferences from text
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Collaborative machine learning
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Learning user profiles from text in e-commerce
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
WindOwls-Adaptive system for the integration of recommendation methods in e-commerce
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Mining the real-time web: A novel approach to product recommendation
Knowledge-Based Systems
Cluster ensembles in collaborative filtering recommendation
Applied Soft Computing
Advanced recommendation models for mobile tourist information
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
Mining knowledge demands from information flow
Expert Systems with Applications: An International Journal
Market-based recommender systems: learning users' interests by quality classification
AOIS'04 Proceedings of the 6th international conference on Agent-Oriented Information Systems II
The state-of-the-art in personalized recommender systems for social networking
Artificial Intelligence Review
A generative graphical model for collaborative filtering of visual content
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
AI'06 Proceedings of the 19th international conference on Advances in Artificial Intelligence: Canadian Society for Computational Studies of Intelligence
An effective recommendation algorithm for improving prediction quality
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
A personal ontology model for library recommendation system
ICADL'06 Proceedings of the 9th international conference on Asian Digital Libraries: achievements, Challenges and Opportunities
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Investigating the influence of QoS on personal evaluation behaviour in a mobile context
Multimedia Tools and Applications
A generalized taxonomy of explanations styles for traditional and social recommender systems
Data Mining and Knowledge Discovery
Machine Learning-Based Adaptive Wireless Interval Training Guidance System
Mobile Networks and Applications
Kernel-Mapping Recommender system algorithms
Information Sciences: an International Journal
Mining same-taste users with common preference patterns for ubiquitous exhibition navigation
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
A social network-based approach to expert recommendation system
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
An implementation and evaluation of recommender systems for traveling abroad
Expert Systems with Applications: An International Journal
User Modeling and User-Adapted Interaction
Context-aware social media recommendation based on potential group
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
Exploring social influence for recommendation: a generative model approach
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
The Tag Genome: Encoding Community Knowledge to Support Novel Interaction
ACM Transactions on Interactive Intelligent Systems (TiiS) - Special Issue on Common Sense for Interactive Systems
RESYGEN: A Recommendation System Generator using domain-based heuristics
Expert Systems with Applications: An International Journal
Journal of the American Society for Information Science and Technology
Recommendations using linked data
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Stylometric relevance-feedback towards a hybrid book recommendation algorithm
Proceedings of the fifth ACM workshop on Research advances in large digital book repositories and complementary media
Exploring personal impact for group recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
Learning to rank for hybrid recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
A personalized trustworthy seller recommendation in an open market
Expert Systems with Applications: An International Journal
Improving recommendation accuracy based on item-specific tag preferences
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Contextual recommendations for groups
ER'12 Proceedings of the 2012 international conference on Advances in Conceptual Modeling
Fast group recommendations by applying user clustering
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
App recommendation: a contest between satisfaction and temptation
Proceedings of the sixth ACM international conference on Web search and data mining
Automatic news recommendations via aggregated profiling
Multimedia Tools and Applications
A hidden Markov model for collaborative filtering
MIS Quarterly
Knowledge-Based Systems
Modeling user's receptiveness over time for recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
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
FISM: factored item similarity models for top-N recommender systems
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Whom to mention: expand the diffusion of tweets by @ recommendation on micro-blogging systems
Proceedings of the 22nd international conference on World Wide Web
Is it time for a career switch?
Proceedings of the 22nd international conference on World Wide Web
Trust based recommendation systems
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Recommendation algorithm of the app store by using semantic relations between apps
The Journal of Supercomputing
Mining user interest and its evolution for recommendation on the micro-blogging system
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Hybreed: A software framework for developing context-aware hybrid recommender systems
User Modeling and User-Adapted Interaction
YmalDB: exploring relational databases via result-driven recommendations
The VLDB Journal — The International Journal on Very Large Data Bases
Tutorial on application-oriented evaluation of recommendation systems
AI Communications
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Recommender systems improve access to relevant products and information by making personalized suggestions based on previous examples of a user's likes and dislikes. Most existing recommender systems use collaborative filtering methods that base recommendations on other users' preferences. By contrast,content-based methods use information about an item itself to make suggestions.This approach has the advantage of being able to recommend previously unrated items to users with unique interests and to provide explanations for its recommendations. We describe a content-based book recommending system that utilizes information extraction and a machine-learning algorithm for text categorization. Initial experimental results demonstrate that this approach can produce accurate recommendations.