Search Results for author: Tareq Al-Naffouri

Found 9 papers, 0 papers with code

On the Interplay of Artificial Intelligence and Space-Air-Ground Integrated Networks: A Survey

no code implementations20 Jan 2024 Adilya Bakambekova, Nour Kouzayha, Tareq Al-Naffouri

In this work, we aim to investigate the interplay of AI and SAGINs by providing a holistic overview of state-of-the-art research in AI-enabled SAGINs.

Decision Making

Multi-RIS-Enabled 3D Sidelink Positioning

no code implementations24 Feb 2023 Hui Chen, Pinjun Zheng, Musa Furkan Keskin, Tareq Al-Naffouri, Henk Wymeersch

Positioning is expected to be a core function in intelligent transportation systems (ITSs) to support communication and location-based services, such as autonomous driving, traffic control, etc.

Autonomous Driving

Equitable 6G Access Service via Cloud-Enabled HAPS for Optimizing Hybrid Air-Ground Networks

no code implementations5 Dec 2022 Rawan Alghamdi, Hayssam Dahrouj, Tareq Al-Naffouri, Mohamed-Slim Alouini

The evolvement of wireless communication services concurs with significant growth in data traffic, thereby inflicting stringent requirements on terrestrial networks.

Scheduling

Weight Vector Tuning and Asymptotic Analysis of Binary Linear Classifiers

no code implementations1 Oct 2021 Lama B. Niyazi, Abla Kammoun, Hayssam Dahrouj, Mohamed-Slim Alouini, Tareq Al-Naffouri

Applying this method to a number of linear classifiers under a variety of data dimensionality and sample size settings reveals that the classification performance loss due to non-optimal native hyperparameters can be compensated for by weight vector tuning.

Dimensionality Reduction

Details Preserving Deep Collaborative Filtering-Based Method for Image Denoising

no code implementations11 Jul 2021 Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri

Extensive experiments show that the DeepCoFiB performed quantitatively (in terms of PSNR and SSIM) and qualitatively (visually) better than many of the state-of-the-art denoising algorithms.

Collaborative Filtering Image Denoising +1

Dense-Sparse Deep CNN Training for Image Denoising

no code implementations10 Jul 2021 Basit O. Alawode, Mudassir Masood, Tarig Ballal, Tareq Al-Naffouri

We extend this training approach to a reduced DnCNN (RDnCNN) network resulting in a faster denoising network with significantly reduced parameters and comparable performance to the DnCNN.

Image Denoising

Risk Convergence of Centered Kernel Ridge Regression with Large Dimensional Data

no code implementations19 Apr 2019 Khalil Elkhalil, Abla Kammoun, Xiangliang Zhang, Mohamed-Slim Alouini, Tareq Al-Naffouri

This paper carries out a large dimensional analysis of a variation of kernel ridge regression that we call \emph{centered kernel ridge regression} (CKRR), also known in the literature as kernel ridge regression with offset.

regression

Cannot find the paper you are looking for? You can Submit a new open access paper.