Resource management on Cloud systems with Machine Learning
Fang Zhen-yu · LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · 2010
Machine Learning techniques based on Weka are adopted to build a middleware platform called "SysWeka", which extends Weka capabilities and provide a software interface for usage by higher application for managing resources on cloud systems.This work is based on Javier Alonso"s and Josep Lluí s Berral"s doctoral theses works.In this work, three different machine learning methodologies are employed to make classifications and predictions from source datasets; these predictive results can be used in distributed decision systems.Particularly, the confidence prediction and the study about Importance-Aware Linear Regression involve innovative application usage and a promising research.The experimental evaluation platform offers here contains detailed performance estimation and evaluation of referred methods.It is expected that this framework provides a fast and easy approach to build applications based on Machine Learning.