Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Beyond market baskets: generalizing association rules to correlations
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Information filtering via hill climbing, WordNet and index patterns
Information Processing and Management: an International Journal - Special issue on electronic news
Machine Learning - Special issue on learning with probabilistic representations
Learning personal preferences on online newspaper articles from user behaviors
Selected papers from the sixth international conference on World Wide Web
A hybrid user model for news story classification
UM '99 Proceedings of the seventh international conference on User modeling
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Introduction: personalized views of personalization
Communications of the ACM
A user-centered design approach to personalization
Communications of the ACM
Link prediction and path analysis using Markov chains
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
An Evaluation of Statistical Approaches to Text Categorization
Information Retrieval
Latent semantic indexing: a probabilistic analysis
Journal of Computer and System Sciences - Special issue on the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on principles of database systems
Semiotics in information systems engineering
Semiotics in information systems engineering
Individual differences, hypermedia navigation, and learning: an empirical study
Journal of Educational Multimedia and Hypermedia
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
A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web
User Modeling and User-Adapted Interaction
Privacy Risks in Recommender Systems
IEEE Internet Computing
Helping Online Customers Decide through Web Personalization
IEEE Intelligent Systems
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Web mining for web personalization
ACM Transactions on Internet Technology (TOIT)
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European 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
ICCS '02 Proceedings of the 10th International Conference on Conceptual Structures: Integration and Interfaces
Evaluating and Enhancing Meta-Search Performance in Digital Libraries
WISE '02 Proceedings of the 3rd International Conference on Web Information Systems Engineering
Data Mining of Association Rules and the Process of Knowledge Discovery in Databases
Industrial Conference on Data Mining: Advances in Data Mining, Applications in E-Commerce, Medicine, and Knowledge Management
Multidimensional Recommender Systems: A Data Warehousing Approach
WELCOM '01 Proceedings of the Second International Workshop on Electronic Commerce
Multi-model, Metadata Driven Approach to Adaptive Hypermedia Services for Personalized eLearning
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Personalizing Web Sites with Mixed-Initiative Interaction
IT Professional
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
Towards Error-Free and Personalized Web-Based Courses
AINA '03 Proceedings of the 17th International Conference on Advanced Information Networking and Applications
Personalizing Textbooks with Slicing Technologies - Concept, Tools, Architecture, Collaboration Use
HICSS '02 Proceedings of the 35th Annual Hawaii International Conference on System Sciences (HICSS'02)-Volume
Adaptive User Modeling for Filtering Electronic News
HICSS '02 Proceedings of the 35th Annual Hawaii International Conference on System Sciences (HICSS'02)-Volume 4 - Volume 4
Discovering User Interests from Web Browsing Behavior: An Application to Internet News Services
HICSS '02 Proceedings of the 35th Annual Hawaii International Conference on System Sciences (HICSS'02)-Volume 7 - Volume 7
The Role of Structured Content in a Personalized News Service
HICSS '01 Proceedings of the 34th Annual Hawaii International Conference on System Sciences ( HICSS-34)-Volume 7 - Volume 7
Web Search with Personalization and Knowledge
MSE '02 Proceedings of the Fourth IEEE International Symposium on Multimedia Software Engineering
ICCE '02 Proceedings of the International Conference on Computers in Education
Designing Shareable and Personalisable e-Learning Paths
ITCC '03 Proceedings of the International Conference on Information Technology: Computers and Communications
Ontology Based Personalized Search
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Collaborative filtering via gaussian probabilistic latent semantic analysis
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
An Architecture for Defining Re-usable Adaptive Educational Content
ICALT '01 Proceedings of the IEEE International Conference on Advanced Learning Technologies
Personalization with Dynamic Profiler
WECWIS '01 Proceedings of the Third International Workshop on Advanced Issues of E-Commerce and Web-Based Information Systems (WECWIS '01)
Personalized Courseware Construction Based on Web Data Mining
WISE '00 Proceedings of the First International Conference on Web Information Systems Engineering (WISE'00)-Volume 2 - Volume 2
The Journal of Machine Learning Research
Customized Internet news services based on customer profiles
ICEC '03 Proceedings of the 5th international conference on Electronic commerce
Personalized Web Search For Improving Retrieval Effectiveness
IEEE Transactions on Knowledge and Data Engineering
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
The Role of the Management Sciences in Research on Personalization
Management Science
A Keyword-Based Semantic Prefetching Approach in Internet News Services
IEEE Transactions on Knowledge and Data Engineering
Web usage mining based on probabilistic latent semantic analysis
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Ontology-based personalized search and browsing
Web Intelligence and Agent Systems
NewsRec, a SVM-driven Personal Recommendation System for News Websites
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Web personalization based on static information and dynamic user behavior
Proceedings of the 6th annual ACM international workshop on Web information and data management
A personalized collaborative digital library environment: a model and an application
Information Processing and Management: an International Journal - Special issue: An Asian digital libraries perspective
Incorporating contextual information in recommender systems using a multidimensional approach
ACM Transactions on Information Systems (TOIS)
IEEE Transactions on Knowledge and Data Engineering
A Statistical Model for User Preference
IEEE Transactions on Knowledge and Data Engineering
Efficient support vector classifiers for named entity recognition
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
Journal of Systems and Software
How slow is the k-means method?
Proceedings of the twenty-second annual symposium on Computational geometry
Virtual Learning Environments
Google news personalization: scalable online collaborative filtering
Proceedings of the 16th international conference on World Wide Web
New Recommendation Techniques for Multicriteria Rating Systems
IEEE Intelligent Systems
International Journal of Electronic Commerce
Personalized web-based tutoring system based on fuzzy item response theory
Expert Systems with Applications: An International Journal
A semantic-expansion approach to personalized knowledge recommendation
Decision Support Systems
A collaborative filtering-based approach to personalized document clustering
Decision Support Systems
The Electronic Road: Personalized Content Browsing
IEEE MultiMedia
Individual and group behavior-based customer profile model for personalized product recommendation
Expert Systems with Applications: An International Journal
Active learning for structure in Bayesian networks
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Detection of the customer time-variant pattern for improving recommender systems
Expert Systems with Applications: An International Journal
Adapting to the user's internet search strategy
UM'03 Proceedings of the 9th international conference on User modeling
Data mining for web personalization
The adaptive web
Content-based recommendation systems
The adaptive web
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
The lumière project: Bayesian user modeling for inferring the goals and needs of software users
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Patterns for the pragmatic web
ICCS'05 Proceedings of the 13th international conference on Conceptual Structures: common Semantics for Sharing Knowledge
Design of model-based interfaces for a real world information system
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Automated user modeling for personalized digital libraries
International Journal of Information Management: The Journal for Information Professionals
A hybrid approach of neural network and memory-based learning to data mining
IEEE Transactions on Neural Networks
Pagerank-based collaborative filtering recommendation
ICICA'10 Proceedings of the First international conference on Information computing and applications
Userrank for item-based collaborative filtering recommendation
Information Processing Letters
A mobile 3D-GIS hybrid recommender system for tourism
Information Sciences: an International Journal
A Community Based Algorithm for Deriving Users' Profiles from Egocentrics Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
A hybrid fuzzy-based personalized recommender system for telecom products/services
Information Sciences: an International Journal
International Journal of Business Information Systems
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Recently, personalised search engines and recommendation systems have been widely adopted by users who require assistance in searching, classifying, and filtering information. This paper presents an overview of the field of personalisation systems and describes current state-of-the-art methods and techniques. It reviews approaches for (1) user profiling, including behaviour, preference, and intention modelling; (2) content modelling, comprising content representation, analysis, and classification; and (3) filtering methods for recommendation, classified into four main categories: rule-based, content-based, collaborative, and hybrid filtering. The paper also discusses personalisation systems in different domains, and various techniques and their limitations. Finally, it identifies several issues and possible directions for further research that can improve recommendation capabilities and enhance personalised systems.