Latent variable models and factors analysis
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Information filtering and information retrieval: two sides of the same coin?
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Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Fab: content-based, collaborative recommendation
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GroupLens: applying collaborative filtering to Usenet news
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Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
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
Adaptive Web sites: automatically synthesizing Web pages
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Using path profiles to predict HTTP requests
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SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
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An algorithmic framework for performing collaborative filtering
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Unexpectedness as a measure of interestingness in knowledge discovery
Decision Support Systems - Special issue on WITS '97
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Personalization on the Net using Web mining: introduction
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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
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
A tree projection algorithm for generation of frequent item sets
Journal of Parallel and Distributed Computing - Special issue on high-performance data mining
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
The físchlár digital video system: a digital library of broadcast TV programmes
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
Evaluation of Item-Based Top-N Recommendation Algorithms
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Effective personalization based on association rule discovery from web usage data
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The role of transparency in recommender systems
CHI '02 Extended Abstracts on Human Factors in Computing Systems
Pattern Recognition with Fuzzy Objective Function Algorithms
Pattern Recognition with Fuzzy Objective Function Algorithms
Collaborative filtering with privacy via factor analysis
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Topic-based document segmentation with probabilistic latent semantic analysis
Proceedings of the eleventh international conference on Information and knowledge management
Applications of Data Mining to Electronic Commerce
Data Mining and Knowledge Discovery
Discovery of Web Robot Sessions Based on their Navigational Patterns
Data Mining and Knowledge Discovery
Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization
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Eigentaste: A Constant Time Collaborative Filtering Algorithm
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IEEE Transactions on Knowledge and Data Engineering
Text-Learning and Related Intelligent Agents: A Survey
IEEE Intelligent Systems
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Learning to Probabilistically Identify Authoritative Documents
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
WUM - A Tool for WWW Ulitization Analysis
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
Data Mining and Personalization Technologies
DASFAA '99 Proceedings of the Sixth International Conference on Database Systems for Advanced Applications
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Analysis of navigation behaviour in web sites integrating multiple information systems
The VLDB Journal — The International Journal on Very Large Data Bases
Using Sequential and Non-Sequential Patterns in Predictive Web Usage Mining Tasks
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
On an equivalence between PLSI and LDA
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Model-Based Clustering and Visualization of Navigation Patterns on a Web Site
Data Mining and Knowledge Discovery
Web Mining: Information and Pattern Discovery on the World Wide Web
ICTAI '97 Proceedings of the 9th International Conference on Tools with Artificial Intelligence
The Journal of Machine Learning Research
Sequence Modeling with Mixtures of Conditional Maximum Entropy Distributions
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
SEWeP: using site semantics and a taxonomy to enhance the Web personalization process
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
A Framework for the Evaluation of Session Reconstruction Heuristics in Web-Usage Analysis
INFORMS Journal on Computing
Relationship-Based Clustering and Visualization for High-Dimensional Data Mining
INFORMS Journal on Computing
Advanced Data Preprocessing for Intersites Web Usage Mining
IEEE Intelligent Systems
Selecting the right objective measure for association analysis
Information Systems - Knowledge discovery and data mining (KDD 2002)
Shilling recommender systems for fun and profit
Proceedings of the 13th international conference on World Wide Web
Selective Markov models for predicting Web page accesses
ACM Transactions on Internet Technology (TOIT)
Lessons and Challenges from Mining Retail E-Commerce Data
Machine Learning
Web usage mining based on probabilistic latent semantic analysis
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic author-topic models for information discovery
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Collaborative recommendation: A robustness analysis
ACM Transactions on Internet Technology (TOIT)
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
Personalizing search via automated analysis of interests and activities
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
WI '05 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence
Mining longest repeating subsequences to predict world wide web surfing
USITS'99 Proceedings of the 2nd conference on USENIX Symposium on Internet Technologies and Systems - Volume 2
Letizia: an agent that assists web browsing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Adaptive web navigation for wireless devices
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
User profiles for personalized information access
The adaptive web
The adaptive web
Collaborative filtering recommender systems
The adaptive web
Content-based recommendation systems
The adaptive web
Hybrid web recommender systems
The adaptive web
Expectation-propagation for the generative aspect model
UAI'02 Proceedings of the Eighteenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
Task-Oriented web user modeling for recommendation
UM'05 Proceedings of the 10th international conference on User Modeling
Hybrid systems for personalized recommendations
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Introduction to intelligent techniques for Web personalization
ACM Transactions on Internet Technology (TOIT)
Toward trustworthy recommender systems: An analysis of attack models and algorithm robustness
ACM Transactions on Internet Technology (TOIT)
Mining Unexpected Web Usage Behaviors
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Item-Based Filtering and Semantic Networks for Personalized Web Content Adaptation in E-Commerce
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Web Behaviormetric User Profiling Concept
EC-Web '08 Proceedings of the 9th international conference on E-Commerce and Web Technologies
An ontology-based approach for providing multimedia personalised recommendations
International Journal of Web and Grid Services
User Modeling and User-Adapted Interaction
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Exploiting Domain Knowledge by Automated Taxonomy Generation in Recommender Systems
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
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
The adaptive web
The adaptive web
Personalized search on the world wide web
The adaptive web
Collaborative filtering recommender systems
The adaptive web
The adaptive web
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Usability engineering for the adaptive web
The adaptive web
A recommender system based on multi-features
ICCSA'07 Proceedings of the 2007 international conference on Computational science and Its applications - Volume Part II
Efficient web usage mining process for sequential patterns
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Information Sciences: an International Journal
Information Systems Frontiers
Layered evaluation of interactive adaptive systems: framework and formative methods
User Modeling and User-Adapted Interaction
WebUser: mining unexpected web usage
International Journal of Business Intelligence and Data Mining
Learning relational policies from electronic health record access logs
Journal of Biomedical Informatics
Web personalization by assimilating usage data and semantics expressed in ontology terms
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Improving matching process in social network using implicit and explicit user information
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
IWINAC'11 Proceedings of the 4th international conference on Interplay between natural and artificial computation - Volume Part I
An approach to early recognition of web user tasks by the surfing behavior
SAMT'10 Proceedings of the 5th international conference on Semantic and digital media technologies
Mining preferences from OLAP query logs for proactive personalization
ADBIS'11 Proceedings of the 15th international conference on Advances in databases and information systems
Towards Semantics-Based Instantiation of Services
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
Enhancing meta-portals using dynamic user context personalization techniques
Journal of Network and Computer Applications
Personalized links recommendation based on data mining in adaptive educational hypermedia systems
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
ER'12 Proceedings of the 2012 international conference on Advances in Conceptual Modeling
Mining Frequent Generalized Patterns for Web Personalization in the Presence of Taxonomies
International Journal of Data Warehousing and Mining
Journal of Intelligent Manufacturing
Effective web log mining and online navigational pattern prediction
Knowledge-Based Systems
Socially-aware video recommendation using users' profiles and crowdsourced annotations
Proceedings of the 2nd international workshop on Socially-aware multimedia
Advances in Human-Computer Interaction
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In this chapter we present an overview of Web personalization process viewed as an application of data mining requiring support for all the phases of a typical data mining cycle. These phases include data collection and pre-processing, pattern discovery and evaluation, and finally applying the discovered knowledge in real-time to mediate between the user and the Web. This view of the personalization process provides added flexibility in leveraging multiple data sources and in effectively using the discovered models in an automatic personalization system. The chapter provides a detailed discussion of a host of activities and techniques used at different stages of this cycle, including the preprocessing and integration of data from multiple sources, as well as pattern discovery techniques that are typically applied to this data. We consider a number of classes of data mining algorithms used particularly forWeb personalization, including techniques based on clustering, association rule discovery, sequential pattern mining, Markov models, and probabilistic mixture and hidden (latent) variable models. Finally, we discuss hybrid data mining frameworks that leverage data from a variety of channels to provide more effective personalization solutions.