Graph Neural Networks - AI Medical Compendium

Detection of pre-mRNA involved in abnormal splicing using Graph Neural Network and Nearest Correlation Method.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024

BACKGROUND: DNA is the building block of genetic information, and is composed of alternating sequences of exons with genetic information and introns without no genetic information. DNA is damaged by normal metabolic activities and environmental facto...

Graph Neural Networks RNA Splicing ROC Curve Neural Networks, Computer RNA Precursors Algorithms Polymorphism, Single Nucleotide Humans

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Leveraging Graph Neural Networks for MIC Prediction in Antimicrobial Resistance Studies.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024

Antimicrobial resistance (AMR) poses a significant challenge in healthcare and public health, with organisms such as nontyphoidal Salmonella leading the way due to their escalating resistance to antimicrobial agents. This situation severely complicat...

Microbial Sensitivity Tests Graph Neural Networks Drug Resistance, Bacterial Humans Algorithms Anti-Bacterial Agents Machine Learning Neural Networks, Computer

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Novel Alzheimer's Disease Stating Based on Comorbidities-Informed Graph Neural Networks.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024

Alzheimer's Disease (AD), the most prevalent form of dementia, requires early prediction for timely intervention. Leveraging data from the Alzheimer's Disease Neuroimaging Initiative (ADNI), our study employs Graph Neural Networks (GNNs) for multi-cl...

Neural Networks, Computer Humans Alzheimer Disease Female Cognitive Dysfunction Algorithms Graph Neural Networks Neuroimaging Male Comorbidity Aged

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Decoding Visual Perception from EEG Using Explainable Graph Neural Network.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024

Brain decoding is an emerging area in the fields of neuroscience and machine learning. The goal of decoding is to utilize measured brain activity to understand the thoughts or sensations of individuals. In the fields of computer vision and machine le...

Graph Neural Networks Visual Perception Brain Algorithms Signal Processing, Computer-Assisted Electroencephalography Neural Networks, Computer Machine Learning Humans

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A Graph Neural Network Model for Real-Time Gesture Recognition Based on sEMG Signals.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024

For seemless control of advanced hand prostheses and augmented reality, accurate and immediate hand gestures recognition is essential. Surface electromyography (sEMG) signals obtained from the forearm are commonly employed for this purpose. In this p...

Humans Algorithms Male Machine Learning Neural Networks, Computer Pattern Recognition, Automated Electromyography Graph Neural Networks Signal Processing, Computer-Assisted Forearm Hand Gestures

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Multi-task Learning Graph Neural Networks for Cancer Prognosis Prediction with Genomic Data.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024

Providing robust prognosis predictions for cancers with limited data samples remains a challenge for precision oncology. In this study, we propose a novel approach that combines multi-task learning (MTL) and graph neural networks (GNNs) to address th...

Neural Networks, Computer Algorithms Humans Genomics Graph Neural Networks Neoplasms Prognosis

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AIMC Topic: Graph Neural Networks

Detection of pre-mRNA involved in abnormal splicing using Graph Neural Network and Nearest Correlation Method.

Leveraging Graph Neural Networks for MIC Prediction in Antimicrobial Resistance Studies.

Novel Alzheimer's Disease Stating Based on Comorbidities-Informed Graph Neural Networks.

Decoding Visual Perception from EEG Using Explainable Graph Neural Network.

A Graph Neural Network Model for Real-Time Gesture Recognition Based on sEMG Signals.

Multi-task Learning Graph Neural Networks for Cancer Prognosis Prediction with Genomic Data.

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AIMC Topic: Graph Neural Networks

Detection of pre-mRNA involved in abnormal splicing using Graph Neural Network and Nearest Correlation Method.

Leveraging Graph Neural Networks for MIC Prediction in Antimicrobial Resistance Studies.

Novel Alzheimer's Disease Stating Based on Comorbidities-Informed Graph Neural Networks.

Decoding Visual Perception from EEG Using Explainable Graph Neural Network.

A Graph Neural Network Model for Real-Time Gesture Recognition Based on sEMG Signals.

Multi-task Learning Graph Neural Networks for Cancer Prognosis Prediction with Genomic Data.

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