Automatic text processing
Information filtering and information retrieval: two sides of the same coin?
Communications of the ACM - Special issue on information filtering
Architecting personalized delivery of multimedia information
Communications of the ACM - Special issue on information filtering
Personalized information delivery: an analysis of information filtering methods
Communications of the ACM - Special issue on information filtering
C4.5: programs for machine learning
C4.5: programs for machine learning
The nature of statistical learning theory
The nature of statistical learning theory
Training algorithms for linear text classifiers
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Fab: content-based, collaborative recommendation
Communications of the ACM
Exponentiated gradient versus gradient descent for linear predictors
Information and Computation
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
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
Automatic Indexing: An Experimental Inquiry
Journal of the ACM (JACM)
A learning agent for wireless news access
Proceedings of the 5th international conference on Intelligent user interfaces
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Machine Learning
Machine Learning
Naive (Bayes) at Forty: The Independence Assumption in Information Retrieval
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
A Comparative Study on Feature Selection in 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
Improving Text Classification by Shrinkage in a Hierarchy of Classes
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
TiVo: making show recommendations using a distributed collaborative filtering architecture
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
International Journal of Electronic Commerce
Collaborative filtering recommender systems
The adaptive web
Hybrid web recommender systems
The adaptive web
Personalized web exploration with task models
Proceedings of the 17th international conference on World Wide Web
Using data mining and recommender systems to scale up the requirements process
Proceedings of the 2nd international workshop on Ultra-large-scale software-intensive systems
Concept-Based Document Recommendations for CiteSeer Authors
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Aspect-Based Personalized Text Summarization
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Explicit Dynamic User Profiles for a Collaborative Filtering Recommender System
IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence
Tied boltzmann machines for cold start recommendations
Proceedings of the 2008 ACM conference on Recommender systems
Mining recommendations from the web
Proceedings of the 2008 ACM conference on Recommender systems
kNN CF: a temporal social network
Proceedings of the 2008 ACM conference on Recommender systems
Multiagent system for learning objects retrieval with context attributes
International Journal of Computer Applications in Technology
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Towards service-oriented recommendation functionalities within pervasive e-learning systems
International Journal of Business Intelligence and Data Mining
Supporting Personalized User Concept Spaces and Recommendations for a Publication Sharing System
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Recommender Systems on the Web: A Model-Driven Approach
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Towards Privacy Compliant and Anytime Recommender Systems
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
The law of choice and the decision not to decide
IAAI'08 Proceedings of the 20th national conference on Innovative applications of artificial intelligence - Volume 3
Collaborative filtering for social tagging systems: an experiment with CiteULike
Proceedings of the third ACM conference on Recommender systems
Recommendations with prerequisites
Proceedings of the third ACM conference on Recommender systems
Hydra: a hybrid recommender system [cross-linked rating and content information]
Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
Modeling a publication sharing system 2.0
HSI'09 Proceedings of the 2nd conference on Human System Interactions
Faith in the Algorithm, Part 2: Computational Eudaemonics
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Integrated Recommender Systems Based on Ontology and Usage Mining
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Using Keyword-Based Approaches to Adaptively Predict Interest in Museum Exhibits
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Ontological technologies for user modelling
International Journal of Metadata, Semantics and Ontologies
User models for adaptive hypermedia and adaptive educational systems
The adaptive web
User profiles for personalized information access
The adaptive web
Data mining for web personalization
The adaptive web
The adaptive web
The adaptive web
Collaborative filtering recommender systems
The adaptive web
The adaptive web
Adaptive content presentation for the web
The adaptive web
Personalization in e-commerce applications
The adaptive web
The adaptive web
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Open corpus adaptive educational hypermedia
The adaptive web
Semantic web technologies for the adaptive web
The adaptive web
Usability engineering for the adaptive web
The adaptive web
Adaptive visualization of search results: bringing user models to visual analytics
Information Visualization
Answer-set programming based dynamic user modeling for recommender systems
EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence
A ranking method for multimedia recommenders
Proceedings of the ACM International Conference on Image and Video Retrieval
Social media recommendation based on people and tags
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Privacy-preserving collaborative recommender systems
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A multimedia recommender integrating object features and user behavior
Multimedia Tools and Applications
Information Sciences: an International Journal
Will recommenders kill search?: recommender systems - an industry perspective
Proceedings of the fourth ACM conference on Recommender systems
Recommending twitter users to follow using content and collaborative filtering approaches
Proceedings of the fourth ACM conference on Recommender systems
Do clicks measure recommendation relevancy?: an empirical user study
Proceedings of the fourth ACM conference on Recommender systems
An approach to situational market segmentation on on-line newspapers based on current tasks
Proceedings of the fourth ACM conference on Recommender systems
Modeling recommendation as a social choice problem
Proceedings of the fourth ACM conference on Recommender systems
Evaluating, combining and generalizing recommendations with prerequisites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Selecting keywords for content based recommendation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Using affective parameters in a content-based recommender system for images
User Modeling and User-Adapted Interaction
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
Multi-criteria retrieval in cultural heritage recommendation systems
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Cross-language personalization through a semantic content-based recommender system
AIMSA'10 Proceedings of the 14th international conference on Artificial intelligence: methodology, systems, and applications
Term ranking and categorization for ad-hoc navigation
AIMSA'10 Proceedings of the 14th international conference on Artificial intelligence: methodology, systems, and applications
Information Systems Frontiers
Soft-constraint based online LDA for community recommendation
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
A recommendation strategy based on user behavior in digital ecosystems
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Buzzer: online real-time topical news article and source recommender
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
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
A proposal for news recommendation based on clustering techniques
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Otium: A web based planner for tourism and leisure
Expert Systems with Applications: An International Journal
On-demand feature recommendations derived from mining public product descriptions
Proceedings of the 33rd International Conference on Software Engineering
Open social learning communities
Proceedings of the International Conference on Web Intelligence, Mining and Semantics
Interaction-based collaborative filtering methods for recommendation in online dating
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Exploring folksonomy and cooking procedures to boost cooking recipe recommendation
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Improving tag-based recommendation by topic diversification
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Terms of a feather: content-based news recommendation and discovery using twitter
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Finding useful users on twitter: twittomender the followee recommender
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Location-adapted music recommendation using tags
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Modeling users for adaptive semantics visualizations
UAHCI'11 Proceedings of the 6th international conference on Universal access in human-computer interaction: users diversity - Volume Part II
An analysis of probabilistic methods for top-N recommendation in collaborative filtering
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Serendipitous fuzzy item recommendation with profilematcher
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
Recommendation systems with complex constraints: A course recommendation perspective
ACM Transactions on Information Systems (TOIS)
Learning multiple models for exploiting predictive heterogeneity in recommender systems
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Cross-language information filtering: word sense disambiguation vs. distributional models
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Double-sided recommendations: a novel framework for recommender systems
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
The effect of context-aware recommendations on customer purchasing behavior and trust
Proceedings of the fifth ACM conference on Recommender systems
Using tag recommendations to homogenize folksonomies in microblogging environments
SocInfo'11 Proceedings of the Third international conference on Social informatics
DC proposal: model for news filtering with named entities
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part II
A semantic similarity measure for recommender systems
Proceedings of the 7th International Conference on Semantic Systems
Proceedings of the 20th ACM international conference on Information and knowledge management
Dataset-driven research for improving recommender systems for learning
Proceedings of the 1st International Conference on Learning Analytics and Knowledge
Temporal rating habits: a valuable tool for rating discrimination
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Top-N news recommendations in digital newspapers
Knowledge-Based Systems
Mining the real-time web: A novel approach to product recommendation
Knowledge-Based Systems
User modeling based on emergent domain semantics
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Turist@: Agent-based personalised recommendation of tourist activities
Expert Systems with Applications: An International Journal
Evaluation of a web recommender system in electronic and mobile tourism
International Journal of Web Engineering and Technology
Content based recommender system by using eye gaze data
Proceedings of the Symposium on Eye Tracking Research and Applications
ICIDS'11 Proceedings of the 4th international conference on Interactive Digital Storytelling
Learning to make social recommendations: a model-based approach
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
User satisfaction in long term group recommendations
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Using personality to create alliances in group recommender systems
ICCBR'11 Proceedings of the 19th international conference on Case-Based Reasoning Research and Development
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Contextual trace-based video recommendations
Proceedings of the 21st international conference companion on World Wide Web
Personalised placement in networked video
Proceedings of the 21st international conference companion on World Wide Web
A rule based approach to group recommender systems
MIWAI'11 Proceedings of the 5th international conference on Multi-Disciplinary Trends in Artificial Intelligence
Personalization in cultural heritage: the road travelled and the one ahead
User Modeling and User-Adapted Interaction
A comparative survey of Personalised Information Retrieval and Adaptive Hypermedia techniques
Information Processing and Management: an International Journal
Web personalization based on usage mining
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
CCR: a content-collaborative reciprocal recommender for online dating
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Tag-aware recommender systems: a state-of-the-art survey
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
An evolving recommender-based framework for virtual learning communities
International Journal of Web Based Communities
User Modeling and User-Adapted Interaction
Expectation-Maximization collaborative filtering with explicit and implicit feedback
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Discovering unknown but interesting items on personal social network
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Learning driver preferences of POIs using a semantic web knowledge system
ESWC'12 Proceedings of the 9th international conference on The Semantic Web: research and applications
ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
A folksonomy-based recommender system for personalized access to digital artworks
Journal on Computing and Cultural Heritage (JOCCH)
High quality recommendations for small communities: the case of a regional parent network
Proceedings of the sixth ACM conference on Recommender systems
An expandable recommendation system on IPTV
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
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
SNOPS: a smart environment for cultural heritage applications
Proceedings of the twelfth international workshop on Web information and data management
Towards a user based recommendation strategy for digital ecosystems
Knowledge-Based Systems
Ensuring relevant and serendipitous information flow in decentralized online social network
AIMSA'12 Proceedings of the 15th international conference on Artificial Intelligence: methodology, systems, and applications
App recommendation: a contest between satisfaction and temptation
Proceedings of the sixth ACM international conference on Web search and data mining
Using structural information for distributed recommendation in a social network
Applied Intelligence
Structural context-aware cross media recommendation
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Application of recommendation system: an empirical study of the mobile reading platform
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Research opportunities for argumentation in social networks
Artificial Intelligence Review
Visualizing recommendations to support exploration, transparency and controllability
Proceedings of the 2013 international conference on Intelligent user interfaces
Automatic news recommendations via aggregated profiling
Multimedia Tools and Applications
Expert Systems with Applications: An International Journal
Crowdsourcing platform for workplace accessibility
Proceedings of the 10th International Cross-Disciplinary Conference on Web Accessibility
A hybrid fuzzy-based personalized recommender system for telecom products/services
Information Sciences: an International Journal
Preference-based user rating correction process for interactive recommendation systems
Multimedia Tools and Applications
Novel personal and group-based trust models in collaborative filtering for document recommendation
Information Sciences: an International Journal
Mining large streams of user data for personalized recommendations
ACM SIGKDD Explorations Newsletter
Knowledge-Based Systems
Improve collaborative filtering through bordered block diagonal form matrices
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
Users' satisfaction in recommendation systems for groups: an approach based on noncooperative games
Proceedings of the 22nd international conference on World Wide Web companion
Localized matrix factorization for recommendation based on matrix block diagonal forms
Proceedings of the 22nd international conference on World Wide Web
Book recommender prototype based on author's writing style
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Attribute-based collaborative filtering using genetic algorithm and weighted C-means algorithm
International Journal of Business Information Systems
Rating Bias and Preference Acquisition
ACM Transactions on Interactive Intelligent Systems (TiiS)
Automatically recommending multimedia content for use in group reminiscence therap
Proceedings of the 1st ACM international workshop on Multimedia indexing and information retrieval for healthcare
Sentimental product recommendation
Proceedings of the 7th ACM conference on Recommender systems
Generating supplemental content information using virtual profiles
Proceedings of the 7th ACM conference on Recommender systems
International Journal of Business Information Systems
An intelligent web recommendation system for ubiquitous geolocation awareness
International Journal of Ad Hoc and Ubiquitous Computing
A Multimedia Recommender System
ACM Transactions on Internet Technology (TOIT)
International Journal of Business Information Systems
Improving business rating predictions using graph based features
Proceedings of the 19th international conference on Intelligent User Interfaces
Contents Recommendation Method Using Social Network Analysis
Wireless Personal Communications: An International Journal
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Modeling contextual agreement in preferences
Proceedings of the 23rd international conference on World wide web
Measuring the privacy of user profiles in personalized information systems
Future Generation Computer Systems
Um ambiente colaborativo para suporte ao comércio na universidade
Proceedings of the 12th Brazilian Symposium on Human Factors in Computing Systems
QA document recommendations for communities of question-answering websites
Knowledge-Based Systems
Personalised Information Retrieval: survey and classification
User Modeling and User-Adapted Interaction
Semantic Recommendation of Information Sources for Lifelong Learning
Journal of Integrated Design & Process Science
Tutorial on application-oriented evaluation of recommendation systems
AI Communications
Automated repair of scoring rules in constraint-based recommender systems
AI Communications - Intelligent Engineering Techniques for Knowledge Bases
Crossover method for interactive genetic algorithms to estimate multimodal preferences
Applied Computational Intelligence and Soft Computing
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This chapter discusses content-based recommendation systems, i.e., systems that recommend an item to a user based upon a description of the item and a profile of the user's interests. Content-based recommendation systems may be used in a variety of domains ranging from recommending web pages, news articles, restaurants, television programs, and items for sale. Although the details of various systems differ, content-based recommendation systems share in common a means for describing the items that may be recommended, a means for creating a profile of the user that describes the types of items the user likes, and a means of comparing items to the user profile to determine what to recommend. The profile is often created and updated automatically in response to feedback on the desirability of items that have been presented to the user.