no code implementations • 6 Jun 2023 • Sajal Saha, Sudipto Baral, Anwar Haque
In our proposed traffic prediction model, we used an average of all IMFs components for signal denoising.
no code implementations • 5 Jan 2023 • Caroline Strickland, Chandrika Saha, Muhammad Zakar, Sareh Nejad, Noshin Tasnim, Daniel Lizotte, Anwar Haque
Our increasingly connected world continues to face an ever-growing amount of network-based attacks.
no code implementations • 9 May 2022 • Sajal Saha, Anwar Haque, Greg Sidebottom
In this paper, we investigated and evaluated the performance of the deep transfer learning technique in traffic prediction with inadequate historical data leveraging the knowledge of our pre-trained model.
no code implementations • 9 May 2022 • Sajal Saha, Anwar Haque, Greg Sidebottom
However, our proposed hybrid model considerably reduces the performance gap between identical and out-of-distribution evaluation compared with the standalone model, indicating the decomposition technique's effectiveness in the case of out-of-distribution generalization.
no code implementations • 3 May 2022 • Sajal Saha, Anwar Haque, Greg Sidebottom
Several deep sequences models were implemented to predict real traffic without and with outliers and show the significance of outlier detection in real-world traffic prediction.
no code implementations • 3 May 2022 • Sajal Saha, Anwar Haque, Greg Sidebottom
As a result, many different mathematical models have been studied to capture the general trend of the network traffic and predict accordingly.
no code implementations • 3 May 2022 • Sajal Saha, Anwar Haque, Greg Sidebottom
Then, we performed a comparative performance analysis among AutoRegressive Integrated Moving Average (ARIMA), Seasonal ARIMA (SARIMA), SARIMA with eXogenous factors (SARIMAX), and Holt-Winter for single-step prediction.
no code implementations • 25 Jan 2021 • Abdelkareem Jaradat, Hanan Lutfiyya, Anwar Haque
The emerging technologies of Internet of Things (IoT) and Machine Learning (ML) deliver techniques that have the potential to efficiently conserve energy and improve the utilization of energy consumption.
no code implementations • 4 Jan 2021 • Harsh Dhillon, Anwar Haque
Network traffic is growing at an outpaced speed globally.
no code implementations • 4 Sep 2020 • Abdallah Moubayed, Tanveer Ahmed, Anwar Haque, Abdallah Shami
Adopting effective and efficient spectrum sharing mechanisms is in itself a challenging task given the multitude of levels and techniques that can be integrated to enable it.
no code implementations • 7 Aug 2020 • Abdelkareem Jaradat, Hanan Lutfiyya, Anwar Haque
In the Smart Grid environment, the advent of intelligent measuring devices facilitates monitoring appliance electricity consumption.