AIMC Topic: Recurrent Neural Networks

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SegElegans: Instance segmentation using dual convolutional recurrent neural network decoder in Caenorhabditis elegans microscopic images.

Computers in biology and medicine Mar 21, 2025
Caenorhabditis elegans is a great model for exploring organismal, cellular, and subcellular biology through optical and fluorescence microscopy, with its research applications steadily expanding. However, manual processing of numerous microscopic ima...
Image Processing, Computer-Assisted Microscopy Caenorhabditis elegans Neural Networks, Computer Animals Recurrent Neural Networks
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Validity of recurrent neural networks to predict pedal forces and lower limb kinetics in cycling.

Journal of biomechanics Mar 8, 2025
Dynamic variables contribute to understand the mechanics of pedalling and can assist with injury prevention. Measuring pedal forces and joint moments and powers has a high cost, which can be mitigated by using trained artificial neural networks (ANN)...
Neural Networks, Computer Young Adult Adult Humans Recurrent Neural Networks Lower Extremity Biomechanical Phenomena Kinetics Male Bicycling
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Structure of activity in multiregion recurrent neural networks.

Proceedings of the National Academy of Sciences of the United States of America Mar 7, 2025
Neural circuits comprise multiple interconnected regions, each with complex dynamics. The interplay between local and global activity is thought to underlie computational flexibility, yet the structure of multiregion neural activity and its origins i...
Nerve Net Humans Recurrent Neural Networks Models, Neurological Neurons Neural Networks, Computer
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Exploring a digital music teaching model integrated with recurrent neural networks under artificial intelligence.

Scientific reports Mar 3, 2025
This study proposes an intelligent digital music teaching model based on Artificial Intelligence (AI) and Long Short-Term Memory (LSTM) networks to enhance personalized assessment and feedback in music education. Within this teaching model, the music...
Humans Neural Networks, Computer Artificial Intelligence Music Female Teaching Male Recurrent Neural Networks
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Complex-Valued Convolutional Gated Recurrent Neural Network for Ultrasound Beamforming.

IEEE transactions on neural networks and learning systems Feb 28, 2025
Ultrasound detection is a potent tool for the clinical diagnosis of various diseases due to its real-time, convenient, and noninvasive qualities. Yet, existing ultrasound beamforming and related methods face a big challenge to improve both the qualit...
Algorithms Ultrasonography Signal Processing, Computer-Assisted Recurrent Neural Networks Image Processing, Computer-Assisted Humans Neural Networks, Computer
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GARNN: An interpretable graph attentive recurrent neural network for predicting blood glucose levels via multivariate time series.

Neural networks : the official journal of the International Neural Network Society Feb 5, 2025
Accurate prediction of future blood glucose (BG) levels can effectively improve BG management for people living with type 1 or 2 diabetes, thereby reducing complications and improving quality of life. The state of the art of BG prediction has been ac...
Diabetes Mellitus, Type 1 Recurrent Neural Networks Neural Networks, Computer Time Factors Deep Learning Blood Glucose Humans Diabetes Mellitus, Type 2
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Recurrent neural networks with transient trajectory explain working memory encoding mechanisms.

Communications biology Jan 28, 2025
Whether working memory (WM) is encoded by persistent activity using attractors or by dynamic activity using transient trajectories has been debated for decades in both experimental and modeling studies, and a consensus has not been reached. Even thou...
Memory, Short-Term Nerve Net Recurrent Neural Networks Neural Networks, Computer Animals Models, Neurological Humans
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Comparative Analysis of Recurrent Neural Networks with Conjoint Fingerprints for Skin Corrosion Prediction.

Journal of chemical information and modeling Jan 21, 2025
Skin corrosion assessment is an essential toxicity end point that addresses safety concerns for topical dosage forms and cosmetic products. Previously, skin corrosion assessments required animal testing; however, differences in skin architecture and ...
Humans Corrosion Deep Learning Recurrent Neural Networks Neural Networks, Computer Skin
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Chaotic recurrent neural networks for brain modelling: A review.

Neural networks : the official journal of the International Neural Network Society Dec 27, 2024
Even in the absence of external stimuli, the brain is spontaneously active. Indeed, most cortical activity is internally generated by recurrence. Both theoretical and experimental studies suggest that chaotic dynamics characterize this spontaneous ac...
Computer Simulation Algorithms Nonlinear Dynamics Animals Models, Neurological Recurrent Neural Networks Brain Humans Neural Networks, Computer
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Performance of recurrent neural networks with Monte Carlo dropout for predicting pharmacokinetic parameters from dynamic contrast-enhanced magnetic resonance imaging data.

Journal of applied clinical medical physics Dec 23, 2024
PURPOSE: To quantitatively evaluate the performance of two types of recurrent neural networks (RNNs), long short-term memory (LSTM) and gated recurrent units (GRU), using Monte Carlo dropout (MCD) to predict pharmacokinetic (PK) parameters from dynam...
Recurrent Neural Networks Magnetic Resonance Imaging Humans Image Processing, Computer-Assisted Algorithms Radiotherapy Planning, Computer-Assisted Computer Simulation Neural Networks, Computer Contrast Media Monte Carlo Method Brain Neoplasms
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