Adaptive Web sites: automatically synthesizing Web pages
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Using path profiles to predict HTTP requests
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Web usage mining for Web site evaluation
Communications of the ACM
Automatic personalization based on Web usage mining
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
Mining web logs to improve website organization
Proceedings of the 10th international conference on World Wide Web
Topic-based document segmentation with probabilistic latent semantic analysis
Proceedings of the eleventh international conference on Information and knowledge management
Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization
Data Mining and Knowledge Discovery
Unsupervised Learning by Probabilistic Latent Semantic Analysis
Machine Learning
A Hierarchical Model for Clustering and Categorising Documents
Proceedings of the 24th BCS-IRSG European Colloquium on IR Research: Advances in Information Retrieval
Learning to Probabilistically Identify Authoritative Documents
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Relational Markov models and their application to adaptive web navigation
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Creating Adaptive Web Sites Through Usage-Based Clustering of URLs
KDEX '99 Proceedings of the 1999 Workshop on Knowledge and Data Engineering Exchange
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
Web Mining: Information and Pattern Discovery on the World Wide Web
ICTAI '97 Proceedings of the 9th International Conference on Tools with Artificial Intelligence
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
A Framework for the Evaluation of Session Reconstruction Heuristics in Web-Usage Analysis
INFORMS Journal on Computing
Lessons and Challenges from Mining Retail E-Commerce Data
Machine Learning
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
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
CubeSVD: a novel approach to personalized Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Semantic image retrieval based on probabilistic latent semantic analysis
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Efficient topic-based unsupervised name disambiguation
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
Robustness of collaborative recommendation based on association rule mining
Proceedings of the 2007 ACM conference on Recommender systems
Discovering geographical-specific interests from web click data
Proceedings of the first international workshop on Location and the web
Decision support for team staffing: An automated relational recommendation approach
Decision Support Systems
Representation and dimensionality reduction of semantically enriched clickstreams
Ph.D. '08 Proceedings of the 2008 EDBT Ph.D. workshop
Solution Architecture for Visitor Segmentation and Recommendation Generation in Real Time
EC-Web '08 Proceedings of the 9th international conference on E-Commerce and Web Technologies
MODELING WEB NAVIGATION USING GRAMMATICAL INFERENCE
Applied Artificial Intelligence
Graph theory application and web page ranking for website link structure improvement
Behaviour & Information Technology
A hybrid approach to item recommendation in folksonomies
Proceedings of the WSDM '09 Workshop on Exploiting Semantic Annotations in Information Retrieval
Probabilistic latent semantic user segmentation for behavioral targeted advertising
Proceedings of the Third International Workshop on Data Mining and Audience Intelligence for Advertising
PLSI: The True Fisher Kernel and beyond
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part I
Topic tracking model for analyzing consumer purchase behavior
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Visual Mining of Web Logs with DataTube2
WISE '09 Proceedings of the 10th International Conference on Web Information Systems Engineering
Social tagging in recommender systems: a survey of the state-of-the-art and possible extensions
Artificial Intelligence Review
Web Semantics: Science, Services and Agents on the World Wide Web
Data mining for web personalization
The adaptive web
A mixture model for expert finding
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Information Systems Frontiers
Semantically enriched event based model for web usage mining
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Web user profiling on proxy logs and its evaluation in personalization
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
An integrated technique for web site usage semantic analysis: the organ system
Journal of Web Engineering
Topic analysis of web user behavior using LDA model on proxy logs
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
A unified probabilistic framework for clustering correlated heterogeneous web objects
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Using probabilistic latent semantic analysis for personalized web search
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Revisiting fisher kernels for document similarities
ECML'06 Proceedings of the 17th European conference on Machine Learning
Artificial immune system-based customer data clustering in an e-shopping application
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Cleopatra: evolutionary pattern-based clustering of web usage data
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining temporally changing web usage graphs
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Expert Systems with Applications: An International Journal
The intention behind web queries
SPIRE'06 Proceedings of the 13th international conference on String Processing and Information Retrieval
Web performance indicator by implicit user feedback – application and formal approach
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Exploiting probabilistic latent information for the construction of community web directories
UM'05 Proceedings of the 10th international conference on User Modeling
Task-Oriented web user modeling for recommendation
UM'05 Proceedings of the 10th international conference on User Modeling
Using latent topics to enhance search and recommendation in Enterprise Social Software
Expert Systems with Applications: An International Journal
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
Topic model for analyzing purchase data with price information
Data Mining and Knowledge Discovery
Geo topic model: joint modeling of user's activity area and interests for location recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
Mining search and browse logs for web search: A Survey
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
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The primary goal of Web usage mining is the discovery of patterns in the navigational behavior of Web users. Standard approaches, such as clustering of user sessions and discovering association rules or frequent navigational paths, do not generally provide the ability to automatically characterize or quantify the unobservable factors that lead to common navigational patterns. It is, therefore, necessary to develop techniques that can automatically discover hidden semantic relationships among users as well as between users and Web objects. Probabilistic Latent Semantic Analysis (PLSA) is particularly useful in this context, since it can uncover latent semantic associations among users and pages based on the co-occurrence patterns of these pages in user sessions. In this paper, we develop a unified framework for the discovery and analysis of Web navigational patterns based on PLSA. We show the flexibility of this framework in characterizing various relationships among users and Web objects. Since these relationships are measured in terms of probabilities, we are able to use probabilistic inference to perform a variety of analysis tasks such as user segmentation, page classification, as well as predictive tasks such as collaborative recommendations. We demonstrate the effectiveness of our approach through experiments performed on real-world data sets.