A study of three alternative workstation server architectures for object-oriented database systems
Proceedings of the sixteenth international conference on Very large databases
Using predictive prefetching to improve World Wide Web latency
ACM SIGCOMM Computer Communication Review
Web prefetching between low-bandwidth clients and proxies: potential and performance
SIGMETRICS '99 Proceedings of the 1999 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Finding related pages in the World Wide Web
WWW '99 Proceedings of the eighth international conference on World Wide Web
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Mining web logs for prediction models in WWW caching and prefetching
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Database Management Systems
Efficient Data Mining for Path Traversal Patterns
IEEE Transactions on Knowledge and Data Engineering
Cut-and-Pick Transactions for Proxy Log Mining
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
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
A Data-Mining-Based Prefetching Approach to Caching for Network Storage Systems
INFORMS Journal on Computing
Mining web logs to improve hit ratios of prefetching and caching
Knowledge-Based Systems
An ontological Proxy Agent with prediction, CBR, and RBR techniques for fast query processing
Expert Systems with Applications: An International Journal
Personalized recommendation based on partial similarity of interests
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
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Web access prediction is an active research topic with many applications. Various approaches have been proposed for Web access prediction in the domain of individual Web servers but they have to be tailored to the domain of proxy servers to satisfy its special requirements in prediction efficiency and scalability. In this paper, the design and implementation of proxy-based prediction service (PPS) is presented. For prediction efficiency, PPS applies a new prediction scheme which employs a two-layer navigation model to capture both inter-site and intra-site access patterns, incorporated with a bottom-up prediction mechanism that exploits reference locality in proxy logs. For system scalability, PPS manages the navigation model in disk database and adopts a predictive cache replacement strategy for data shipping between the model database and cache. We show the superiority of our prediction scheme over existing approaches and validate our model management and caching strategies, with a detailed performance study using real-world data.