no code implementations • 27 Mar 2024 • Syed Mhamudul Hasan, Abdur R. Shahid, Ahmed Imteaj
The widespread adoption of machine learning (ML) across various industries has raised sustainability concerns due to its substantial energy usage and carbon emissions.
1 code implementation • 2 May 2023 • Md Zarif Hossain, Ahmed Imteaj
Through extensive evaluations of FedAVO on benchmark datasets, we show that FedAVO achieves significant improvement in terms of model accuracy and communication round, particularly with realistic cases of Non-IID datasets.
no code implementations • 24 Mar 2023 • Ervin Moore, Ahmed Imteaj, Shabnam Rezapour, M. Hadi Amini
Federated Learning (FL) has gained widespread popularity in recent years due to the fast booming of advanced machine learning and artificial intelligence along with emerging security and privacy threats.
no code implementations • 18 Oct 2022 • Zillur Rahman, Md. Sabir Hossain, Mohammad Hasan, Ahmed Imteaj
Clustering is one of the widely used techniques to find out patterns from a dataset that can be applied in different applications or analyses.
no code implementations • 17 Aug 2022 • Abdur R. Shahid, Ahmed Imteaj, Peter Y. Wu, Diane A. Igoche, Tauhidul Alam
This paper presents the design of a label flipping data poisoning attack for a HAR system, where the label of a sensor reading is maliciously changed in the data collection phase.
no code implementations • 11 Jan 2021 • Ahmed Imteaj, M. Hadi Amini
Smartphones, autonomous vehicles, and the Internet-of-things (IoT) devices are considered the primary data source for a distributed network.
no code implementations • 25 Feb 2020 • Ahmed Imteaj, Urmish Thakker, Shiqiang Wang, Jian Li, M. Hadi Amini
Nowadays, devices are equipped with advanced sensors with higher processing/computing capabilities.
no code implementations • 18 Nov 2019 • Ahmed Imteaj, M. Hadi Amini, Javad Mohammadi
This paper reintroduces the notion of resilience in the context of recent issues originated from climate change triggered events including severe hurricanes and wildfires.