Search Results for author: Usama Masood

Found 7 papers, 1 papers with code

Towards using Cough for Respiratory Disease Diagnosis by leveraging Artificial Intelligence: A Survey

no code implementations24 Sep 2023 Aneeqa Ijaz, Muhammad Nabeel, Usama Masood, Tahir Mahmood, Mydah Sajid Hashmi, Iryna Posokhova, Ali Rizwan, Ali Imran

Reliable and accurate detection of cough events by investigating the underlying cough latent features and disease diagnosis can play an indispensable role in revitalizing the healthcare practices.

Disease Prediction

Towards Addressing Training Data Scarcity Challenge in Emerging Radio Access Networks: A Survey and Framework

no code implementations24 Apr 2023 Haneya Naeem Qureshi, Usama Masood, Marvin Manalastas, Syed Muhammad Asad Zaidi, Hasan Farooq, Julien Forgeat, Maxime Bouton, Shruti Bothe, Per Karlsson, Ali Rizwan, Ali Imran

The extensive survey of training data scarcity addressing techniques combined with proposed framework to select a suitable technique for given type of data, can assist researchers and network operators in choosing appropriate methods to overcome the data scarcity challenge in leveraging AI to radio access network automation.

Few-Shot Learning Matrix Completion +1

Interpretable AI-based Large-scale 3D Pathloss Prediction Model for enabling Emerging Self-Driving Networks

no code implementations30 Jan 2022 Usama Masood, Hasan Farooq, Ali Imran, Adnan Abu-Dayya

In modern wireless communication systems, radio propagation modeling to estimate pathloss has always been a fundamental task in system design and optimization.

A Machine Learning based Framework for KPI Maximization in Emerging Networks using Mobility Parameters

no code implementations4 May 2020 Joel Shodamola, Usama Masood, Marvin Manalastas, Ali Imran

Hence, we propose a machine learning-based framework combined with a heuristic technique to discover the optimal combination of two pertinent COPs used in mobility, Cell Individual Offset (CIO) and Handover Margin (HOM), that maximizes a specific Key Performance Indicator (KPI) such as mean Signal to Interference and Noise Ratio (SINR) of all the connected users.

BIG-bench Machine Learning

Neuromorphic AI Empowered Root Cause Analysis of Faults in Emerging Networks

no code implementations4 May 2020 Shruti Bothe, Usama Masood, Hasan Farooq, Ali Imran

In this paper, we propose an AI-based fault diagnosis solution that offers a key step towards a completely automated self-healing system without requiring human expert input.

Fault Detection Management

AI4COVID-19: AI Enabled Preliminary Diagnosis for COVID-19 from Cough Samples via an App

1 code implementation2 Apr 2020 Ali Imran, Iryna Posokhova, Haneya N. Qureshi, Usama Masood, Muhammad Sajid Riaz, Kamran Ali, Charles N. John, MD Iftikhar Hussain, Muhammad Nabeel

Building on the prior work on cough-based diagnosis of respiratory diseases, we propose, develop and test an Artificial Intelligence (AI)-powered screening solution for COVID-19 infection that is deployable via a smartphone app.

COVID-19 Diagnosis Transfer Learning

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