AIMC Topic: Neural Networks, Computer

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TPAFNet: Transformer-Driven Pyramid Attention Fusion Network for 3D Medical Image Segmentation.

IEEE journal of biomedical and health informatics Nov 6, 2024
The field of 3D medical image segmentation is witnessing a growing trend in the utilization of combined networks that integrate convolutional neural networks and transformers. Nevertheless, prevailing hybrid networks are confronted with limitations i...
Imaging, Three-Dimensional Algorithms Image Interpretation, Computer-Assisted Humans Deep Learning Neural Networks, Computer
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ECG Biometric Authentication Using Self-Supervised Learning for IoT Edge Sensors.

IEEE journal of biomedical and health informatics Nov 6, 2024
Wearable Internet of Things (IoT) devices are gaining ground for continuous physiological data acquisition and health monitoring. These physiological signals can be used for security applications to achieve continuous authentication and user convenie...
Internet of Things Adult Neural Networks, Computer Biometric Identification Male Humans Databases, Factual Electrocardiography Female Signal Processing, Computer-Assisted Young Adult Supervised Machine Learning Middle Aged Wearable Electronic Devices
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SGFCCDA: Scale Graph Convolutional Networks and Feature Convolution for circRNA-Disease Association Prediction.

IEEE journal of biomedical and health informatics Nov 6, 2024
Circular RNAs (circRNAs) have emerged as a novel class of non-coding RNAs with regulatory roles in disease pathogenesis. Computational models aimed at predicting circRNA-disease associations offer valuable insights into disease mechanisms, thereby en...
Algorithms Computational Biology RNA, Circular Humans Neural Networks, Computer
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Modeling Functional Brain Networks for ADHD via Spatial Preservation-Based Neural Architecture Search.

IEEE journal of biomedical and health informatics Nov 6, 2024
Modeling functional brain networks (FBNs) for attention deficit hyperactivity disorder (ADHD) has sparked significant interest since the abnormal functional connectivity is discovered in certain functional magnetic resonance imaging (fMRI)-based brai...
Humans Neural Networks, Computer Magnetic Resonance Imaging Brain Mapping Attention Deficit Disorder with Hyperactivity Male Adolescent Child Algorithms Brain
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Drug-Target Prediction Based on Dynamic Heterogeneous Graph Convolutional Network.

IEEE journal of biomedical and health informatics Nov 6, 2024
Novel drug-target interaction (DTI) prediction is crucial in drug discovery and repositioning. Recently, graph neural network (GNN) has shown promising results in identifying DTI by using thresholds to construct heterogeneous graphs. However, an empi...
Deep Learning Computational Biology Algorithms Drug Discovery Humans Neural Networks, Computer
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A General DNA-Like Hybrid Symbiosis Framework: An EEG Cognitive Recognition Method.

IEEE journal of biomedical and health informatics Nov 6, 2024
In electroencephalogram (EEG) cognitive recognition research, the combined use of artificial neural networks (ANNs) and spiking neural networks (SNNs) plays an important role to realize different categories of recognition tasks. However, most of the ...
Pattern Recognition, Automated Electroencephalography Signal Processing, Computer-Assisted Humans Neural Networks, Computer Cognition DNA Algorithms
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Generating Biomedical Hypothesis With Spatiotemporal Transformers.

IEEE journal of biomedical and health informatics Nov 6, 2024
Generating biomedical hypotheses is a difficult task as it requires uncovering the implicit associations between massive scientific terms from a large body of published literature. A recent line of Hypothesis Generation (HG) approaches - temporal gra...
Humans Neural Networks, Computer Computational Biology Algorithms Biomedical Research
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Federated Learning With Deep Neural Networks: A Privacy-Preserving Approach to Enhanced ECG Classification.

IEEE journal of biomedical and health informatics Nov 6, 2024
In response to increasing data privacy regulations, this work examines the use of federated learning for deep residual networks to diagnose cardiac abnormalities from electrocardiogram (ECG) data. This approach allows medical institutions to collabor...
Humans Neural Networks, Computer Privacy Databases, Factual Electrocardiography Deep Learning Signal Processing, Computer-Assisted
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SFWN: A Novel Semi-Supervised Feature Weighted Neural Network for Gene Data Feature Learning and Mining With Graph Modeling.

IEEE journal of biomedical and health informatics Nov 6, 2024
Gene expression data can serve for analyzing the genes with changed expressions, the correlation between genes and the influence of different circumstance on gene activities. However, labeling a large number of gene expression data is laborious and t...
Humans Supervised Machine Learning Algorithms Data Mining Computational Biology Gene Expression Profiling Databases, Genetic Neural Networks, Computer
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Self-Supervised Medical Image Denoising Based on WISTA-Net for Human Healthcare in Metaverse.

IEEE journal of biomedical and health informatics Nov 6, 2024
Medical image processing plays an important role in the interaction of real world and metaverse for healthcare. Self-supervised denoising based on sparse coding methods, without any prerequisite on large-scale training samples, has been attracting ex...
Humans Deep Learning Image Processing, Computer-Assisted Signal-To-Noise Ratio Neural Networks, Computer Algorithms
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