Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window

机译：Wikipedia流量的服务器负载预测：粒度和时间窗口的影响

获取原文

页面导航

摘要
著录项
相似文献
相关主题

摘要

Server load prediction has different approaches and applications, with the general goal of predicting future load for a period of time ahead on a given system. Depending on the specific goal, different methodologies can be defined. In this paper, we follow a pre-processing approach based on defining and testing time-windows and granularity using linear regression, ANN and SVM learning models. Results on real data from Wikipedia servers show that it is possible to tune the size of the time-window and the granularity to improve prediction results.

机译：服务器负载预测具有不同的方法和应用，具有预测未来负载的一般目标，在给定系统上提前一段时间。根据具体目标，可以定义不同的方法。在本文中，我们使用线性回归，ANN和SVM学习模型来遵循基于定义和测试时间窗口和粒度的预处理方法。结果来自维基百科服务器的真实数据表明，可以调整时间窗的大小和粒度以改善预测结果。

著录项

来源
《International Conference on Soft Computing and Pattern Recognition》|2020年|xvi 394 p. :|共10页
会议地点
作者
Cláudio A. D. Silva; Carlos Grilo; Catarina Silva;
展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种
中图分类 TP391.4-532;
关键词
Load forecasting; Linear regression; Artificial Neural Networks; Support Vector Machines; Server load prediction; Wikipedia;

机译：负载预测;线性回归;人工神经网络;支持向量机;服务器负载预测;维基百科;

相似文献

外文文献
中文文献
专利

1. Prediction of traffic flow with small time granularity at intersection based on probabilistic network [J] . Xiao Wenbin, Zhu Shunying, Chen Qiucheng Journal of intelligent & fuzzy systems: Applications in Engineering and Technology . 2020,第2Pta1期

机译：基于概率网络的交叉点小时间粒度对交通流量的预测
2. Wikipedia traffic data and electoral prediction: towards theoretically informed models [J] . Taha Yasseri, Jonathan Bright EPJ Data Science . 2016,第1期

机译：维基百科交通数据和选举预测：朝向理论上知情的模型
3. A load scheduler for SIP proxy servers: design, implementation and evaluation of a history weighted window approach [J] . Montazerolghaem Ahmadreza, Shekofteh S. Kazem, Yaghmaee M. H., International journal of communication systems . 2017,第3期

机译：SIP代理服务器的负载调度程序：历史加权窗口方法的设计，实现和评估
4. Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window [C] . Cláudio A. D. Silva, Carlos Grilo, Catarina Silva International Conference on Soft Computing and Pattern Recognition . 2020

机译：Wikipedia流量的服务器负载预测：粒度和时间窗口的影响
5. A transputer window server and server channel automation program. [D] . Prigge, Carsten Hermann. 1992

机译：晶片机窗口服务器和服务器通道自动化程序。
6. Focused attention vs. crossmodal signals paradigm: deriving predictions from the time-window-of-integration model [O] . Hans Colonius, Adele Diederich 2012

机译：集中注意力与交叉模式信号范式：从时间窗积分模型得出的预测
7. Speculative Data Dissemination and Service to Reduce Server Load, Network Traffic and Service Time in Distributed Information Systems [O] . Azer Bestavros 1996

机译：分布式信息系统中减少服务器负载，网络流量和服务时间的推测数据传播和服务
8. Influence of the Microstructure of Granular Media on Wave Propagation and Dynamic Load Transfer [R] . Sadd, M. H., Shukla, A., Zhu, C. Y. 1988

机译：颗粒介质微观结构对波传播和动态载荷传递的影响

Server Load Prediction on Wikipedia Traffic: Influence of Granularity and Time Window

摘要

著录项

相似文献

相关主题

期刊订阅