C4.5: programs for machine learning
C4.5: programs for machine learning
The nature of statistical learning theory
The nature of statistical learning theory
Removal policies in network caches for World-Wide Web documents
Conference proceedings on Applications, technologies, architectures, and protocols for computer communications
Data mining: concepts and techniques
Data mining: concepts and techniques
Evolutionary Techniques for Web Caching
Distributed and Parallel Databases
Logistic Regression in an Adaptive Web Cache
IEEE Internet Computing
WebTraff: A GUI for Web Proxy Cache Workload Modeling and Analysis
MASCOTS '02 Proceedings of the 10th IEEE International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunications Systems
A survey of Web cache replacement strategies
ACM Computing Surveys (CSUR)
Web cache optimization with nonlinear model using object features
Computer Networks: The International Journal of Computer and Telecommunications Networking
A data cube model for prediction-based web prefetching
Journal of Intelligent Information Systems - Special issue on web intelligence
Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data (Data-Centric Systems and Applications)
Cost-aware WWW proxy caching algorithms
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
Intelligent Web Caching Using Neurocomputing and Particle Swarm Optimization Algorithm
AMS '08 Proceedings of the 2008 Second Asia International Conference on Modelling & Simulation (AMS)
Web proxy cache replacement scheme based on back-propagation neural network
Journal of Systems and Software
A new approach for a proxy-level web caching mechanism
Decision Support Systems
Performance evaluation for implementations of a network of proxy caches
Decision Support Systems
An admission-control technique for delay reduction in proxy caching
Decision Support Systems
ISNN 2009 Proceedings of the 6th International Symposium on Neural Networks: Advances in Neural Networks - Part II
Improvement of the neural network proxy cache replacement strategy
SpringSim '09 Proceedings of the 2009 Spring Simulation Multiconference
Data Mining with Decision Trees: Theroy and Applications
Data Mining with Decision Trees: Theroy and Applications
A neural network proxy cache replacement strategy and its implementation in the Squid proxy server
Neural Computing and Applications
Web cache replacement policies: a pragmatic approach
IEEE Network: The Magazine of Global Internetworking
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In this paper, machine learning techniques are used to enhance the performances of conventional Web proxy caching policies such as Least-Recently-Used (LRU), Greedy-Dual-Size (GDS) and Greedy-Dual-Size-Frequency (GDSF). A support vector machine (SVM) and a decision tree (C4.5) are intelligently incorporated with conventional Web proxy caching techniques to form intelligent caching approaches known as SVM-LRU, SVM-GDSF and C4.5-GDS. The proposed intelligent approaches are evaluated by trace-driven simulation and compared with the most relevant Web proxy caching polices. Experimental results have revealed that the proposed SVM-LRU, SVM-GDSF and C4.5-GDS significantly improve the performances of LRU, GDSF and GDS respectively.