A sequential algorithm for training text classifiers
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
From user access patterns to dynamic hypertext linking
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
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
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
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Document Categorization and Query Generation on the World Wide WebUsing WebACE
Artificial Intelligence Review - Special issue on data mining on the Internet
Automatic personalization based on Web usage mining
Communications of the ACM
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Statistical Language Learning
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Data Mining and Personalization Technologies
DASFAA '99 Proceedings of the Sixth International Conference on Database Systems for Advanced Applications
Discovering Web Access Patterns and Trends by Applying OLAP and Data Mining Technology on Web Logs
ADL '98 Proceedings of the Advances in Digital Libraries Conference
Creating Adaptive Web Sites Through Usage-Based Clustering of URLs
KDEX '99 Proceedings of the 1999 Workshop on Knowledge and Data Engineering Exchange
Knowledge discovery from users Web-page navigation
RIDE '97 Proceedings of the 7th International Workshop on Research Issues in Data Engineering (RIDE '97) High Performance Database Management for Large-Scale Applications
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
A Customer Purchase Incidence Model Applied to Recommender Services
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
Similarity-based clustering of Web transactions
Proceedings of the 2003 ACM symposium on Applied computing
Advanced Data Preprocessing for Intersites Web Usage Mining
IEEE Intelligent Systems
User Involvement in Automatic Filtering: An Experimental Study
User Modeling and User-Adapted Interaction
Discovery of aggregate usage profiles based on clustering information needs
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
PocketLens: Toward a personal recommender system
ACM Transactions on Information Systems (TOIS)
Web usage mining based on probabilistic latent semantic analysis
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Web Site Structure and Content Recommendations
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
CubeSVD: a novel approach to personalized Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Mining interesting knowledge from weblogs: a survey
Data & Knowledge Engineering
IEEE Transactions on Knowledge and Data Engineering
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ADC '05 Proceedings of the 16th Australasian database conference - Volume 39
Using PACT in an e-commerce recommendation system
ICEC '05 Proceedings of the 7th international conference on Electronic commerce
On improving local website search using web server traffic logs: a preliminary report
Proceedings of the 7th annual ACM international workshop on Web information and data management
Discovering task-oriented usage pattern for web recommendation
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
An intelligent fuzzy-based recommendation system for consumer electronic products
Expert Systems with Applications: An International Journal
Improving Linkage of Web Pages
INFORMS Journal on Computing
Navigation behavior models for link structure optimization
User Modeling and User-Adapted Interaction
AWESOME: a data warehouse-based system for adaptive website recommendations
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
Discovering cohesive subgroups from social networks for targeted advertising
Expert Systems with Applications: An International Journal
Conceptual modeling of service-oriented programmable smart assistive environments
Proceedings of the 1st international conference on PErvasive Technologies Related to Assistive Environments
Capturing User Interests by Both Exploitation and Exploration
UM '07 Proceedings of the 11th international conference on User Modeling
Using contextual information and multidimensional approach for recommendation
Expert Systems with Applications: An International Journal
Using Web Clustering for Web Communities Mining and Analysis
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Modelling User Behaviour for Web Recommendation Using LDA Model
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
A semi-automatic usage-based method for improving hyperlink descriptions in menus
International Journal of Human-Computer Studies
Expert Systems with Applications: An International Journal
Study on personalized recommendation based on collaborative filtering
CEA'09 Proceedings of the 3rd WSEAS international conference on Computer engineering and applications
Model-based collaborative filtering as a defense against profile injection attacks
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Web Co-clustering of Usage Network Using Tensor Decomposition
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Expert Systems with Applications: An International Journal
Recommender systems: incremental clustering on web log data
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Integrating web mining and neural network for personalized e-commerce automatic service
Expert Systems with Applications: An International Journal
Combination of Web page recommender systems
Expert Systems with Applications: An International Journal
Browsing Recommendation Based on the Intertemporal Choice Model
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Feature-based recommendations for one-to-one marketing
Expert Systems with Applications: An International Journal
Toward user patterns for online security: Observation time and online user identification
Decision Support Systems
Identifying web navigation behaviour and patterns automatically from clickstream data
International Journal of Web Engineering and Technology
Automatic index construction for multimedia digital libraries
Information Processing and Management: an International Journal
Data mining for web personalization
The adaptive web
Hybrid web recommender systems
The adaptive web
A PLSA-based approach for building user profile and implementing personalized recommendation
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Web user behavioral profiling for user identification
Decision Support Systems
A fuzzy bi-clustering approach to correlate web users and pages
International Journal of Knowledge and Web Intelligence
Resource Allocation Policies for Personalization in Content Delivery Sites
Information Systems Research
Expert Systems with Applications: An International Journal
A belief propagation based recommender system for online services
Proceedings of the fourth ACM conference on Recommender systems
Co-clustering analysis of weblogs using bipartite spectral projection approach
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part III
Analyzing web logs to detect user-visible failures
SLAML'10 Proceedings of the 2010 workshop on Managing systems via log analysis and machine learning techniques
ARS: web page recommendation system for anonymous users based on web usage mining
ECS'10/ECCTD'10/ECCOM'10/ECCS'10 Proceedings of the European conference of systems, and European conference of circuits technology and devices, and European conference of communications, and European conference on Computer science
Association rules mining for knowledge management: a case study of library services
MMACTEE'07 Proceedings of the 9th WSEAS international conference on Mathematical methods and computational techniques in electrical engineering
Personalized web recommendation based on path clustering
ICCOMP'06 Proceedings of the 10th WSEAS international conference on Computers
An analysis of network structure and post content for blog post recommendation
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
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
Finding unexpected navigation behaviour in clickstream data for website design improvement
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
Timing of Adaptive Web Personalization and Its Effects on Online Consumer Behavior
Information Systems Research
A web-based pervasive recommendation system for mobile tourist guides
Personal and Ubiquitous Computing
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
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
Towards user profiling for web recommendation
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
A web recommendation technique based on probabilistic latent semantic analysis
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Web user segmentation based on a mixture of factor analyzers
EC-Web'06 Proceedings of the 7th international conference on E-Commerce and Web Technologies
Task-Oriented web user modeling for recommendation
UM'05 Proceedings of the 10th international conference on User Modeling
Discovering stages in web navigation
UM'05 Proceedings of the 10th international conference on User Modeling
A latent usage approach for clustering web transaction and building user profile
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Research on path clustering based on the access interest of users
AWIC'05 Proceedings of the Third international conference on Advances in Web Intelligence
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
IKUM: an integrated web personalization platform based on content structures and user behavior
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Personalized web recommendation based on path clustering
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
A habit mining approach for discovering similar mobile users
Proceedings of the 21st international conference on World Wide Web
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
Customer relationship management and Web mining: the next frontier
Data Mining and Knowledge Discovery
A multi-agent recommender system for supporting device adaptivity in e-Commerce
Journal of Intelligent Information Systems
An implementation and evaluation of recommender systems for traveling abroad
Expert Systems with Applications: An International Journal
Enhancing readability of web documents by text augmentation for deaf people
Proceedings of the 3rd International Conference on Web Intelligence, Mining and Semantics
Effective web log mining and online navigational pattern prediction
Knowledge-Based Systems
A neurology-inspired model of web usage
Neurocomputing
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Web usage mining, possibly used in conjunction with standard approaches to personalization such as collaborative filtering, can help address some of the shortcomings of these techniques, including reliance on subjective user ratings, lack of scalability, and poor performance in the face of high-dimensional and sparse data. However, the discovery of patterns from usage data by itself is not sufficient for performing the personalization tasks. The critical step is the effective derivation of good quality and useful (i.e., actionable) “aggregate usage profiles” from these patterns. In this paper we present and experimentally evaluate two techniques, based on clustering of user transactions and clustering of pageviews, in order to discover overlapping aggregate profiles that can be effectively used by recommender systems for real-time Web personalization. We evaluate these techniques both in terms of the quality of the individual profiles generated, as well as in the context of providing recommendations as an integrated part of a personalization engine. In particular, our results indicate that using the generated aggregate profiles, we can achieve effective personalization at early stages of users' visits to a site, based only on anonymous clickstream data and without the benefit of explicit input by these users or deeper knowledge about them.