Computer Networks and ISDN Systems
Discovery of Web Robot Sessions Based on their Navigational Patterns
Data Mining and Knowledge Discovery
Sequence Rules for Web Clickstream Analysis
Industrial Conference on Data Mining: Advances in Data Mining, Applications in E-Commerce, Medicine, and Knowledge Management
Intelligent E-marketing with Web Mining, Personalization, and User-Adpated Interfaces
Industrial Conference on Data Mining: Advances in Data Mining, Applications in E-Commerce, Medicine, and Knowledge Management
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
Web usage mining: discovery and application of interesting patterns from web data
Web usage mining: discovery and application of interesting patterns from web data
IJCAI'99 Proceedings of the 16th international joint conference on Artifical intelligence - Volume 1
Proceedings of the 2009 workshop on Web Search Click Data
Web robot detection techniques: overview and limitations
Data Mining and Knowledge Discovery
Web robot detection based on pattern-matching technique
Journal of Information Science
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This paper describes part of a web usage mining study executed on log files obtained from a Belgian e-commerce company. From these log files, it can be observed that numerous web robots are active on the site. Most of these robots show a crawling behavior that is radically different from the browsing behavior of human visitors. Because the owners of the e-shop desire information about the paths that human visitors follow through the site, it is of crucial importance to remove these robotic visits from the log files. Several existing methods for web robot discovery are evaluated and compared, none of them leading to satisfying results. Therefore, a new technique is developed that results in a successful and reliable identification of web robots.