Performance Improvement of Web Proxy Cache Replacement using Intelligent Greedy-Dual Approaches
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2018, Vol 9, Issue 8
Abstract
This paper reports on how intelligent Greedy-Dual approaches based on supervised machine learning were used to improve the web proxy caching performance. The proposed intelligent Greedy-Dual approaches predict the significant web objects’ demand for web proxy caching using Naïve Bayes (NB), decision tree (C4.5), or support vector machine (SVM) classifiers. Accordingly, the proposed intelligent Greedy-Dual approaches effectively make the cache replacement decision based on the trained classifiers. The trace-driven simulation results indicated that in terms of byte hit ratio and/or hit ratio, the performance of each of the conventional Greedy-Dual-Size-Frequency (GDSF) and Greedy-Dual-Size (GDS) was noticeably enhanced by applying the proposed Greedy-Dual approaches on five real datasets.
Authors and Affiliations
Waleed Ali
Keywords
Related Articles
- EP ID EP375360
- DOI 10.14569/IJACSA.2018.090810
- Views 86
- Downloads 0
Analysis and Maximizing Energy Harvesting from RF Signals using T-Shaped Microstrip Patch Antenna
The advancement of the modern world requires catering the power crisis. New methodologies for energy harvesting were considered, but their succession in a different environment is still to explore. This paper deals with...
Application of the Scattering Bond Graph Methodology for Composite Right/Left Handed Transmission Lines
The approach of the metamaterials based on the theory of transmission lines has an influence on the development of the radiofrequency domain, so the types and techniques of elaboration of these artificial lines are quite...
Throughput Measurement Method Using Command Packets for Mobile Robot Teleoperation Via a Wireless Sensor Network
We are working to develop an information gathering system comprising a mobile robot and a wireless sensor network (WSN) for use in post-disaster underground environments. In the proposed system, a mobile robot carries wi...
GPC Temperature Control of A Simulation Model Infant-Incubator and Practice with Arduino Board
The thermal environment surrounding preterm neonates in closed incubators is regulated via air temperature control mode. At present, these control modes do not take account of all the thermal parameters involved in a pat...
Bins Formation using CG based Partitioning of Histogram Modified Using Proposed Polynomial
This paper proposes a novel polynomial transform to modify the original histogram of the image to adjust the pixel density equally towards the high intensity levels so that uniform distribution of the pixels can be...