Forecasting internet traffic by using seasonal GARCH models

S Kim - Journal of Communications and Networks, 2011 - ieeexplore.ieee.org
With the rapid growth of Internet traffic, accurate and reliable prediction of Internet traffic has
been a key issue in network management and planning. This paper proposes an …

Dynamic bandwidth allocation for video traffic using FARIMA-based forecasting models

C Katris, S Daskalaki - Journal of Network and Systems Management, 2019 - Springer
In this work time series forecasting models and techniques are implemented to video traffic
as part of three dynamic bandwidth allocation schemes. Traffic produced by videos is known …

Traffic modelling for IoT networks: A survey

Y Li, W Tu - Proceedings of the 10th International Conference on …, 2020 - dl.acm.org
A network traffic model obtains the rules and characteristics of computer networks to support
the monitoring, predicting, managing, and securing of network services. With the fast …

Traffic flow forecasting based on a hybrid model

C Wang, Z Ye - Journal of Intelligent Transportation Systems, 2016 - Taylor & Francis
Real-time traffic flow forecasting is of great importance in the development of advanced
traffic management systems and advanced traveler information systems. Traffic flow is …

Data-throughput enhancement using data mining-informed cognitive radio

K Kotobi, PB Mainwaring, CS Tucker, SG Bilen - Electronics, 2015 - mdpi.com
We propose the data mining-informed cognitive radio, which uses non-traditional data
sources and data-mining techniques for decision making and improving the performance of …

Real-time algorithms for the detection of changes in the variance of video content popularity

S Skaperas, L Mamatas, A Chorti - IEEE Access, 2020 - ieeexplore.ieee.org
As video content is responsible for more than 70% of the global IP traffic, related resource
allocation approaches, eg, using content caching, become increasingly important. In this …

To send or not to send: Reducing the cost of data transmission

L Golubchik, S Khuller, K Mukherjee… - 2013 Proceedings IEEE …, 2013 - ieeexplore.ieee.org
Frequently, ISPs charge for Internet use not based on peak bandwidth usage, but according
to a percentile (often the 95th percentile) cost model. In other words, the time slots with the …

Application of the ARIMAX model on forecasting freeway traffic flow

M Yang, J Xie, P Mao, C Wang, Z Ye - 17th COTA International …, 2017 - ascelibrary.org
Real-time traffic flow forecasting is of vital significance to the intelligent transportation system
(ITS). Providing real-time and efficient information for travellers, the forecast aims to reduce …

Traffic speed prediction using GARCH‐GRU hybrid model

M Ali, KM Yusof, B Wilson… - IET Intelligent Transport …, 2023 - Wiley Online Library
Traffic speed prediction is an integral part of an intelligent transportation system (ITS)
because an advanced knowledge of traffic speed can help taking proactive preventive steps …

Taxi passenger hotspot prediction using automatic ARIMA model

MS Jamil, S Akbar - … 3rd International Conference on Science in …, 2017 - ieeexplore.ieee.org
As a transportation mode, taxis facing low occupancy rate problems at certain time and over-
demand at another. This issue is due to imbalance of supply and demand of taxi service …