Search Results for author: Zahraa S. Abdallah

Found 10 papers, 3 papers with code

FluxGAT: Integrating Flux Sampling with Graph Neural Networks for Unbiased Gene Essentiality Classification

1 code implementation27 Mar 2024 Kieren Sharma, Lucia Marucci, Zahraa S. Abdallah

Gene essentiality, the necessity of a specific gene for the survival of an organism, is crucial to our understanding of cellular processes and identifying drug targets.

RED CoMETS: An ensemble classifier for symbolically represented multivariate time series

1 code implementation25 Jul 2023 Luca A. Bennett, Zahraa S. Abdallah

Multivariate time series classification is a rapidly growing research field with practical applications in finance, healthcare, engineering, and more.

Time Series Time Series Classification

Transfer Learning and Class Decomposition for Detecting the Cognitive Decline of Alzheimer Disease

no code implementations31 Jan 2023 Maha M. Alwuthaynani, Zahraa S. Abdallah, Raul Santos-Rodriguez

Motivated by these approaches, this paper proposes a transfer learning method using class decomposition to detect Alzheimer's disease from sMRI images.

Image Classification Medical Image Classification +1

Temporal patterns in insulin needs for Type 1 diabetes

1 code implementation14 Nov 2022 Isabella Degen, Zahraa S. Abdallah

Type 1 Diabetes (T1D) is a chronic condition where the body produces little or no insulin, a hormone required for the cells to use blood glucose (BG) for energy and to regulate BG levels in the body.

Time Series Time Series Analysis +1

IMG-NILM: A Deep learning NILM approach using energy heatmaps

no code implementations12 Jul 2022 Jonah Edmonds, Zahraa S. Abdallah

IMG-NILM is robust and flexible with consistent performance on various types of appliances; including single and multiple states.

Non-Intrusive Load Monitoring Time Series +1

Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey

no code implementations13 Apr 2022 James Brock, Zahraa S. Abdallah

Satellite Image Time Series (SITS) of the Earth's surface provide detailed land cover maps, with their quality in the spatial and temporal dimensions consistently improving.

Time Series Time Series Analysis +1

Transfer Learning Approach for Detecting Psychological Distress in Brexit Tweets

no code implementations25 Jan 2021 Sean-Kelly Palicki, Shereen Fouad, Mariam Adedoyin-Olowe, Zahraa S. Abdallah

The framework transfers the knowledge learnt from self-reported psychological distress tweets (source domain) to detect the distress status in Brexit tweets (target domain).

Domain Adaptation Sentiment Analysis +1

Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification

no code implementations14 Apr 2020 Zahraa S. Abdallah, Mohamed Medhat Gaber

The developed technique similarly uses different lenses and representations to look at the time series, and then combines them for broader visibility.

General Classification Time Series +2

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