AIMC Topic: Neural Networks, Computer

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Advanced multiscale machine learning for nerve conduction velocity analysis.

Scientific reports Jul 2, 2025
This paper presents an advanced machine learning (ML) framework for precise nerve conduction velocity (NCV) analysis, integrating multiscale signal processing with physiologically-constrained deep learning. Our approach addresses three fundamental li...
Humans Male Signal Processing, Computer-Assisted Wavelet Analysis Neural Networks, Computer Machine Learning Female Neural Conduction
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Explainable few-shot learning workflow for detecting invasive and exotic tree species.

Scientific reports Jul 2, 2025
Deep Learning methods are notorious for relying on extensive labeled datasets to train and assess their performance. This can cause difficulties in practical situations where models should be trained for new applications for which very little data is...
Workflow Forests Algorithms Trees Neural Networks, Computer Brazil Introduced Species Deep Learning Unmanned Aerial Devices
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Facial Emotion Recognition of 16 Distinct Emotions From Smartphone Videos: Comparative Study of Machine Learning and Human Performance.

Journal of medical Internet research Jul 2, 2025
BACKGROUND: The development of automatic emotion recognition models from smartphone videos is a crucial step toward the dissemination of psychotherapeutic app interventions that encourage emotional expressions. Existing models focus mainly on the 6 b...
Machine Learning Emotions Male Female Video Recording Humans Deep Learning Adult Facial Expression Neural Networks, Computer Smartphone
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A novel ST-GCN model based on homologous microstate for subject-independent seizure prediction.

Scientific reports Jul 2, 2025
Due to the lack of validated universal seizure markers, population-level prediction methods often exhibit limited performance. This study proposes homologous microstate dynamic attributes as a generalized, subject-independent seizure marker. Homologo...
Electroencephalography Seizures Humans Neural Networks, Computer
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Enhancing sarcasm detection in sentiment analysis for cyberspace safety using advanced deep learning techniques.

Scientific reports Jul 2, 2025
Social media has become an integral part of daily life, with platforms like Twitter serving as popular outlets for users to share information and express grievances. While social media offers numerous benefits, it can also be misused for cyberbullyin...
Neural Networks, Computer Deep Learning Humans Social Media Cyberbullying
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A novel double machine learning approach for detecting early breast cancer using advanced feature selection and dimensionality reduction techniques.

Scientific reports Jul 2, 2025
In this paper, three Double Machine Learning (DML) models are proposed to enhance the accuracy of breast cancer detection using machine learning techniques using breast cancer detection dataset. The DML models learn the primary features using machine...
Algorithms Humans Female Neural Networks, Computer Early Detection of Cancer Breast Neoplasms Machine Learning Dimensionality Reduction
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Detection of fasting blood sugar using a microwave sensor and convolutional neural network.

Scientific reports Jul 2, 2025
Monitoring of fasting blood sugar (FBS) is a critical component in the diagnosis and management of diabetes, one of the most widespread chronic diseases globally. Microwave sensing-particularly through microstrip-based sensors-has recently gained att...
Biosensing Techniques Blood Glucose Self-Monitoring Microwaves Convolutional Neural Networks Fasting Neural Networks, Computer Humans Blood Glucose Female Male Adult Middle Aged
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A deep learning model for diagnosis of inherited retinal diseases.

Scientific reports Jul 2, 2025
To evaluate the performance of a multi-input deep learning (DL) model in detecting two common inherited retinal diseases (IRDs), i.e. retinitis pigmentosa (RP) and Stargardt disease (STGD), and differentiating them from healthy eyes. This cross-secti...
Humans Neural Networks, Computer Deep Learning Retinal Diseases Stargardt Disease Cross-Sectional Studies Female Retinitis Pigmentosa Male Adult Middle Aged
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Improved bio-inspired with machine learning computing approach for thyroid prediction.

Scientific reports Jul 2, 2025
Thyroid illness is widely recognised as a prevalent health condition that can result in a range of health disorders. Thyroid illnesses, namely hypothyroidism and hyperthyroidism, are widespread worldwide and present considerable health consequences. ...
Support Vector Machine Decision Trees Deep Learning Thyroid Diseases Thyroid Gland Machine Learning Female Humans Neural Networks, Computer
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Hierarchical in-out fusion for incomplete multimodal brain tumor segmentation.

Scientific reports Jul 2, 2025
Fusing multimodal data play a crucial role in accurate brain tumor segmentation network and clinical diagnosis, especially in scenarios with incomplete multimodal data. Existing multimodal fusion models usually perform intra-modal fusion at both shal...
Magnetic Resonance Imaging Multimodal Imaging Brain Neoplasms Image Processing, Computer-Assisted Humans Neural Networks, Computer Algorithms
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