Web personalization integrating content semantics and navigational patterns

Authors:
Magdalini Eirinaki;Charalampos Lampos;Stratos Paulakis;Michalis Vazirgiannis
Affiliations:
Athens University of Economics and Business;Athens University of Economics and Business;Athens University of Economics and Business;Athens University of Economics and Business
Venue:
Proceedings of the 6th annual ACM international workshop on Web information and data management
Year:
2004

Citing 9
Cited 19

Web mining for web personalization

ACM Transactions on Internet Technology (TOIT)
Incremental Clustering for Mining in a Data Warehousing Environment

VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases

VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
THESUS: Organizing Web document collections based on link semantics

The VLDB Journal — The International Journal on Very Large Data Bases
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
Weighted Association Rule Mining using weighted support and significance framework

Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Ontological user profiling in recommender systems

ACM Transactions on Information Systems (TOIS)
Verbs semantics and lexical selection

ACL '94 Proceedings of the 32nd annual meeting on Association for Computational Linguistics
Conceptual user tracking

AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence

Avaliação comparativa de algoritmos de personalização para direcionamento de conteúdo

CLIHC '05 Proceedings of the 2005 Latin American conference on Human-computer interaction
The web from a complex adaptive systems perspective

Journal of Computer and System Sciences
Recommendation of e-commerce sites by matching category-based buyer query and product e-catalogs

Computers in Industry
A hybrid web recommender system based on Q-learning

Proceedings of the 2008 ACM symposium on Applied computing
A hybrid system for concept-based web usage mining

International Journal of Hybrid Intelligent Systems
Query-sets: using implicit feedback and query patterns to organize web documents

Proceedings of the 17th international conference on World Wide Web
An Architecture and a Formal Description Technique for the Design and Implementation of Reconfigurable User Interfaces

Interactive Systems. Design, Specification, and Verification
A Formal Approach for User Interaction Reconfiguration of Safety Critical Interactive Systems

SAFECOMP '08 Proceedings of the 27th international conference on Computer Safety, Reliability, and Security
Effective Ranking and Recommendation on Web Page Retrieval by Integrating Association Mining and PageRank

WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Effective page recommendation algorithms based on distributed learning automata and weighted association rules

Expert Systems with Applications: An International Journal
Ontological technologies for user modelling

International Journal of Metadata, Semantics and Ontologies
Making web users' domain models explicit by applying ontologies

ER'07 Proceedings of the 2007 conference on Advances in conceptual modeling: foundations and applications
An integrated model for next page access prediction

International Journal of Knowledge and Web Intelligence
Web site off-line structure reconfiguration: a web user browsing analysis

KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Integrating web content clustering into web log association rule mining

AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
Personalized search results with user interest hierarchies learnt from bookmarks

WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Introducing semantics in web personalization: the role of ontologies

EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Conceptual classification to improve a web site content

IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
A fuzzy co-clustering approach for hybrid recommender systems

International Journal of Hybrid Intelligent Systems

Quantified Score

Hi-index	0.00

Visualization

Abstract

The amounts of information residing on web sites make users' navigation a hard task. To address this problem, web sites provide recommendations to the end users, based on similar users' navigational patterns mined from past visits. In this paper we introduce a recommendation method, which integrates usage data recorded in web logs, and the conceptual relationships between web documents. In the proposed framework, the usage-oriented URI representation of web pages and users' behavior is augmented with content-based semantics expressed using domain-ontology terms. Since the number of multilingual web sites is constantly increasing, we also propose an automatic method for uniformly characterizing a web site's documents using a common vocabulary. Both methods are integrated in the semantic web personalization system SEWeP.