Log Prediction of Wireless Telecommunication Systems Based on a Sequence-To-Sequence Model
Journal Title: Journal of Advances in Mathematics and Computer Science - Year 2017, Vol 24, Issue 1
Abstract
Nowadays people are becoming increasingly dependent on wireless networks. Taking precautions and acting in advance to avoid problems of wireless networks have already shown great importance. In analyzing problems of wireless telecommunication systems, current methods mainly rely on structured data, like alarm data. Compared with structured data, log data are more abundant and recently implemented to detect problems of wireless telecommunication systems. In order to predict future problems, it becomes essential to predict future log data based on current log data. In the paper, we propose a novel method to predict log data of the wireless telecommunication system based on a sequence-to-sequence model. We use current logs as input, and generate future log with our model. In addition we discuss the effects of different parameters of our model through some experimental results.
Authors and Affiliations
Weiliang Ji, Renai Chen, Feng Li, Qiang Ling
Keywords
Related Articles
- EP ID EP321985
- DOI 10.9734/JAMCS/2017/35796
- Views 83
- Downloads 0
Formal Analysis of MCAP Protocol Against Replay Attack
Replay attack is considered a common attacking technique that is used by adversaries to gain access to confidential information. Several approaches have been proposed to prevent replay attack in security-critical systems...
Computational Model of Prime Numbers by the Modified Chi-square Function
An innovative approach that treats prime numbers as raw experimental data and as elements of larger and larger finite sequences {Pm}≡{P(mp)} is shown in the present report. The modified chi-square function Xk2(A,mp/xo) w...
The Riemann Zeta Function and Its Analytic Continuation
The objective of this dissertation is to study the Riemann zeta function in particular it will examine its analytic continuation, functional equation and applications. We will begin with some historical background, then...
Common Fixed Point Theorems for Compatible and Weakly Compatible Maps Satisfying E. A. and CLRT Property in Non-Newtonian Metric Space
In this paper, we prove some results for compatible and weakly compatible maps in non-Newtonian metric spaces. We also introduce E.A. and CLRT property in the context of non-Newtonian metric space and prove the correspon...
Evaluation of Calinski-Harabasz Criterion as Fitness Measure for Genetic Algorithm Based Segmentation of Cervical Cell Nuclei
In this paper, the classi cation capability of Calinski-Harabasz criterion as an internal cluster validation measure has been evaluated for clustering-based region discrimination on cervical cells. In this approach, subr...