Fuzzy sets and fuzzy logic: theory and applications
Fuzzy sets and fuzzy logic: theory and applications
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Neuro-fuzzy and soft computing: a computational approach to learning and machine intelligence
Tailoring the interaction with users in electronic shops
UM '99 Proceedings of the seventh international conference on User modeling
Predicting users' requests on the WWW
UM '99 Proceedings of the seventh international conference on User modeling
Data mining: practical machine learning tools and techniques with Java implementations
Data mining: practical machine learning tools and techniques with Java implementations
Introduction: personalized views of personalization
Communications of the ACM
Automatic personalization based on Web usage mining
Communications of the ACM
Personalization of search engine services for effective retrieval and knowledge management
ICIS '00 Proceedings of the twenty first international conference on Information systems
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Machine Learning for User Modeling
User Modeling and User-Adapted Interaction
User Modeling and User-Adapted Interaction
Web mining for web personalization
ACM Transactions on Internet Technology (TOIT)
A Fuzzy Rule-Based Agent for Web Retrieval-Filtering
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
A System for Building Intelligent Agents that Learn to Retrieve and Extract Information
User Modeling and User-Adapted Interaction
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
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
An intelligent system for customer targeting: a data mining approach
Decision Support Systems
Segmentation of stock trading customers according to potential value
Expert Systems with Applications: An International Journal
Discovering prediction rules in AHA! courses
UM'03 Proceedings of the 9th international conference on User modeling
Multivariate preference models and decision making with the MAUT machine
UM'03 Proceedings of the 9th international conference on User modeling
Predicting student help-request behavior in an intelligent tutor for reading
UM'03 Proceedings of the 9th international conference on User modeling
A neuro-fuzzy approach in student modeling
UM'03 Proceedings of the 9th international conference on User modeling
IEEE Transactions on Evolutionary Computation
Low-complexity fuzzy relational clustering algorithms for Web mining
IEEE Transactions on Fuzzy Systems
IEEE Transactions on Neural Networks
Web mining in soft computing framework: relevance, state of the art and future directions
IEEE Transactions on Neural Networks
Mining usage profiles from access data using fuzzy clustering
SMO'06 Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization
A descriptive reference framework for the personalisation of e-business applications
Electronic Commerce Research
Web User Profiling Using Fuzzy Clustering
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Towards an information model of consistency maintenance in distributed interactive applications
International Journal of Computer Games Technology - Networking for Computer Games
Computational Intelligence techniques for Web personalization
Web Intelligence and Agent Systems
A neuro-fuzzy strategy for web personalization
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Fuzzy Sets and Systems
Fuzzy linguistic modelling cognitive/learning styles for adaptation through multi-level granulation
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: users and applications - Volume Part IV
User modeling: Through statistical analysis and subspace learning
Expert Systems with Applications: An International Journal
User profile based activities in flexible processes
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
ER'12 Proceedings of the 2012 international conference on Advances in Conceptual Modeling
An Approach to Data Confidentiality Protection in Cloud Environments
International Journal of Web Services Research
Review: Soft computing applications in customer segmentation: State-of-art review and critique
Expert Systems with Applications: An International Journal
Journal of Systems and Software
Hi-index | 12.05 |
Adaptive Hypermedia systems are becoming more important in our everyday activities and users are expecting more intelligent services from them. The key element of a generic adaptive hypermedia system is the user model. Traditional machine learning techniques used to create user models are usually too rigid to capture the inherent uncertainty of human behavior. In this context, soft computing techniques can be used to handle and process human uncertainty and to simulate human decision-making. This paper examines how soft computing techniques, including fuzzy logic, neural networks, genetic algorithms, fuzzy clustering and neuro-fuzzy systems, have been used, alone or in combination with other machine learning techniques, for user modeling from 1999 to 2004. For each technique, its main applications, limitations and future directions for user modeling are presented. The paper also presents guidelines that show which soft computing techniques should be used according to the task implemented by the application.