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Mohammad, Umair
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Scholarly & Creative Works
Research
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Scholarly & Creative Works
selected scholarly works & creative activities
Article
2023
Dynamic Task Allocation for Mobile Edge Learning
.
IEEE TRANSACTIONS ON MOBILE COMPUTING
. 22:6860-6873.
Full Text via DOI:
10.1109/TMC.2021.3137017
Web of Science:
001098818300001
2023
Energy Aware Task Allocation for Semi-Asynchronous Mobile Edge Learning
Full Text via DOI:
10.1109/TGCN.2023.3244710
Web of Science:
001124167400016
2020
Vendor-Independent Reliability Testing Model for Vehicle-to-Infrastructure Communications
.
TRANSPORTATION RESEARCH RECORD
. 2674:898-912.
Full Text via DOI:
10.1177/0361198120932910
Web of Science:
000547874500001
2019
Ticket-based QoS routing optimization using genetic algorithm for WSN applications in smart grid
Full Text via DOI:
10.1007/s12652-018-0906-0
Web of Science:
000461322700005
Book Chapter
2024
Heterogeneity Aware Distributed Machine Learning at the Wireless Edge for Health IoT Applications: An EEG Data Case Study
. 33-70.
Full Text via DOI:
10.1007/978-3-031-57567-9_3
Conference
2025
Utilizing Pretrained Vision Transformers and Large Language Models for Epileptic Seizure Prediction
. 132-137.
Full Text via DOI:
10.1109/CDMA61895.2025.00028
2024
Communication Evaluation of a Wireless 4-Channel Wearable EEG for Brain-Computer Interface (BCI) and Healthcare Applications
.
IEEE SOUTHEASTCON 2011: BUILDING GLOBAL ENGINEERS
. 902-903.
Full Text via DOI:
10.1109/SOUTHEASTCON52093.2024.10500137
Web of Science:
001219464000148
2024
Lightweight Transformer exhibits comparable performance to LLMs for Seizure Prediction: A case for light-weight models for EEG data
. 4941-4945.
Full Text via DOI:
10.1109/BigData62323.2024.10825319
2024
Robustness of ML-Based Seizure Prediction Using Noisy EEG Data From Limited Channels
. 620-626.
Full Text via DOI:
10.1109/DCOSS-IoT61029.2024.00097
Web of Science:
001298122900086
2023
Energy Efficient AI/ML based Continuous Monitoring at the Edge: ECG and EEG Case Study
. 3313-3320.
Full Text via DOI:
10.1109/BIBM58861.2023.10385620
2022
SPERTL: Epileptic Seizure Prediction using EEG with ResNets and Transfer Learning
Full Text via DOI:
10.1109/BHI56158.2022.9926767
Web of Science:
000895865900005
2021
Search feasibility in distributed MS-proteomics big data
. 1-1.
Full Text via DOI:
10.1145/3459930.3470855
2021
Optimal Task Allocation for Mobile Edge Learning with Global Training Time Constraints
.
2014 IEEE 11TH CONSUMER COMMUNICATIONS AND NETWORKING CONFERENCE (CCNC)
.
Full Text via DOI:
10.1109/CCNC49032.2021.9369468
Web of Science:
000668563500020
2021
Simulation Testbed for Evaluating Distributed Querying and Searching of Mass Spectrometry Big Data in a Network-based Infrastructure
. 137-142.
Full Text via DOI:
10.1109/BigDataService52369.2021.00022
Web of Science:
001448453900017
2020
Task Allocation for Mobile Federated and Offloaded Learning with Energy and Delay Constraints
Full Text via DOI:
10.1109/iccworkshops49005.2020.9145450
Web of Science:
000607199300292
2019
Adaptive Task Allocation for Mobile Edge Learning
Full Text via DOI:
10.1109/wcncw.2019.8902527
Web of Science:
000520408100006
2018
OFDM with generalized index shift keying
Full Text via DOI:
10.1109/IEEEGCC.2017.8447958
2018
Multi-Objective Resource Optimization for Hierarchical Mobile Edge Computing
Web of Science:
000465774306003
2018
OFDM with Generalized Index Shift Keying
. 533-538.
Web of Science:
000468867400089
2016
Application of combined arma-neural network models to predict stock prices
Full Text via DOI:
10.1145/2955129.2955171
Preprint
2024
MLSPred-Bench: ML-Ready Benchmark Leveraging Seizure Detection EEG data for Predictive Models
Full Text via DOI:
10.1101/2024.07.17.604006
2020
Task Allocation for Asynchronous Mobile Edge Learning with Delay and Energy Constraints
2020
Jointly Optimizing Dataset Size and Local Updates in Heterogeneous Mobile Edge Learning
2020
Returning the Favor: What Wireless Networking Can Offer to AI and Edge Learning
Full Text via DOI:
10.48550/arxiv.2006.07453
2019
Adaptive Task Allocation for Asynchronous Federated and Parallelized Mobile Edge Learning
2018
Adaptive Task Allocation for Mobile Edge Learning
Utilizing Pretrained Vision Transformers and Large Language Models for Epileptic Seizure Prediction
Full Text via DOI:
10.1101/2024.11.03.621742
Review
2020
Wearable Skin Sensors and Their Challenges: A Review of Transdermal, Optical, and Mechanical Sensors
Full Text via DOI:
10.3390/bios10060056
Web of Science:
000551231800001
2019
Implementation of a hybrid wind-solar desalination plant from an Internet of Things (IoT) perspective on a network simulation tool
. 7-11.
Full Text via DOI:
10.1016/j.aci.2018.03.001
Research
investigator on
STTR Phase I: Patient-Specific System for epileptic seizure prediction using wearable EEG data
awarded by
National Science Foundation
2024 - 2025
Identifiers
ORCID iD
https://orcid.org/0000-0002-4499-548X
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