Deep transfer learning for intelligent cellular traffic prediction based on cross-domain big data

C Zhang, H Zhang, J Qiao, D Yuan… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Machine (deep) learning-enabled accurate traffic modeling and prediction is an
indispensable part for future big data-driven intelligent cellular networks, since it can help …

Forecasting traffic congestion using ARIMA modeling

T Alghamdi, K Elgazzar, M Bayoumi… - … & mobile computing …, 2019 - ieeexplore.ieee.org
Traffic congestion is a widely recognized challenging problem that is increasingly growing
around the world. This paper leverages ARIMA-based modeling to study some factors that …

Anomaly detection using dynamic time warping

DM Diab, B AsSadhan, H Binsalleeh… - … (CSE) and IEEE …, 2019 - ieeexplore.ieee.org
Analyzing network traffic behavior is essential for detecting network anomalies. However, it
remains a challenge to effectively analyze this behavior for anomaly diagnosis. One …

[PDF][PDF] Modeling via wavelet GARCH algorithm on multivariate ENSO index

MN Ahasan, MA Khalek, MM Alam - International Journal of …, 2019 - academia.edu
Modeling and forecasts of global oceanographic index has important implications for
decision making. An effective management on climate anomalies impact depends on the …

[PDF][PDF] Using autoregressive integrated moving average models in the analysis and forecasting of mobile network traffic data

FK Oduro-Gyimah, KO Boateng - African Journal of Engineering …, 2019 - netjournals.org
Developing prediction models for mobile networks have been increasing in recent years, in
response to the ever increasing volumes of customer traffic and also to understand the …

[PDF][PDF] MODELING OF INDIAN OCEAN DIPOLE INDEX VIA W-GARCH METHODS

MN Ahasan, MA Khalek, MM Alam - academia.edu
To pursue a superior modeling tools for improving the predictive efficacy in Indian Ocean
Dipole Index (IOD) using a hybrid time series model. A methods which makes use of …

ANOVA Decision Tool for Determining the Best Estimation of a Large Scale IP Network Traffic Matrix Using ARIMA/GARCH Algorithm

S Mekaoui, A Boubekeur, C Benhamed… - Proceedings of the 1st …, 2019 - Springer
This paper deals with the Estimation of the Traffic Matrix (TM) of the well-known American
ABILENE IP Network also called Internet 2. This work which has been processed on real …

ディープラーニングを用いたネットワーク状態変化検知

中津川恵一, 山下真司, 奥田將人 - 電子情報通信学会論文誌 B, 2019 - search.ieice.org
ネットワークの大規模化や通信サービスの多様化に伴い, 機械学習/AI 技術を活用したネットワーク
運用管理の高度化が期待されている. 本論文では, ネットワークの自動監視においてより高精度な …