AIMC Topic: Wavelet Analysis

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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 Conduction Neural Networks, Computer Machine Learning Female
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An automatic classification of breast cancer using fuzzy scoring based ResNet CNN model.

Scientific reports Jul 1, 2025
The expansion rate of medical data during the past ten years has rapidly expanded due to the vast fields. The automated disease diagnosis system is proposed using a deep learning (DL) algorithm, which automates and helps speed up the process efficien...
Neural Networks, Computer Machine Learning Algorithms Humans Image Processing, Computer-Assisted Fuzzy Logic Wavelet Analysis Female Breast Neoplasms Deep Learning
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Automated sleep staging model for older adults based on CWT and deep learning.

Scientific reports Jul 1, 2025
Sleep staging plays a crucial role in the diagnosis and treatment of sleep disorders. Traditional sleep staging requires manual classification by professional technicians based on the characteristic features of each sleep stage. This process is time-...
Sleep Wake Disorders Sleep Stages Humans Deep Learning Female Aged, 80 and over Wavelet Analysis Aged Male Polysomnography Middle Aged
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Adaptive weighted dual MAML: Proposing a novel method for the automated diagnosis of partial sleep deprivation.

PloS one Jun 13, 2025
INTRODUCTION: Sleep disorders significantly disrupt normal sleep patterns and pose serious health risks. Traditional diagnostic methods, such as questionnaires and polysomnography, often require extensive time and are susceptible to errors. This high...
Electroencephalography Signal Processing, Computer-Assisted Wavelet Analysis Female Adult Male Polysomnography Sleep Deprivation Humans Neural Networks, Computer Algorithms
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Automated depression detection via cloud based EEG analysis with transfer learning and synchrosqueezed wavelet transform.

Scientific reports May 23, 2025
Post-COVID-19, depression rates have risen sharply, increasing the need for early diagnosis using electroencephalogram (EEG) and deep learning. To tackle this, we developed a cloud-based computer-aided depression diagnostic (CCADD) system that utiliz...
Electroencephalography Wavelet Analysis Cloud Computing Diagnosis, Computer-Assisted Deep Learning Depression Male Middle Aged Depressive Disorder, Major Humans Neural Networks, Computer SARS-CoV-2 Adult COVID-19 Female
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Prediction of significant congenital heart disease in infants and children using continuous wavelet transform and deep convolutional neural network with 12-lead electrocardiogram.

BMC pediatrics Apr 24, 2025
BACKGROUND: Congenital heart disease (CHD) affects approximately 1% of newborns and is a leading cause of mortality in early childhood. Despite the importance of early detection, current screening methods, such as pulse oximetry and auscultation, hav...
Deep Learning Convolutional Neural Networks Child, Preschool Electrocardiography Wavelet Analysis Heart Defects, Congenital Humans Neural Networks, Computer Sensitivity and Specificity Retrospective Studies Male Female Infant Infant, Newborn
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CWMS-GAN: A small-sample bearing fault diagnosis method based on continuous wavelet transform and multi-size kernel attention mechanism.

PloS one Apr 11, 2025
In industrial production, obtaining sufficient bearing fault signals is often extremely difficult, leading to a significant degradation in the performance of traditional deep learning-based fault diagnosis models. Many recent studies have shown that ...
Wavelet Analysis Neural Networks, Computer Algorithms Deep Learning
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A hybrid parallel convolutional spiking neural network for enhanced skin cancer detection.

Scientific reports Apr 1, 2025
The most widespread kind of cancer, affecting millions of lives is skin cancer. When the condition of illness worsens, the chance of survival is reduced, and thus detection of skin cancer is extremely difficult. Hence, this paper introduces a new mod...
Wavelet Analysis Humans Skin Neoplasms Neural Networks, Computer Image Processing, Computer-Assisted Algorithms Image Interpretation, Computer-Assisted
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Multiscale analysis of heart sound signals in the wavelet domain for heart murmur detection.

Scientific reports Mar 25, 2025
A heart murmur is an atypical sound produced by blood flow through the heart. It can indicate a serious heart condition, so detecting heart murmurs is critical for identifying and managing cardiovascular diseases. However, current methods for identif...
Support Vector Machine Phonocardiography Humans Signal Processing, Computer-Assisted Algorithms Wavelet Analysis Heart Auscultation Heart Sounds Heart Murmurs
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An ensemble approach using multidimensional convolutional neural networks in wavelet domain for schizophrenia classification from sMRI data.

Scientific reports Mar 25, 2025
Schizophrenia is a complicated mental condition marked by disruptions in thought processes, perceptions, and emotional responses, which can cause severe impairment in everyday functioning. sMRI is a non-invasive neuroimaging technology that visualize...
Brain Female Wavelet Analysis Magnetic Resonance Imaging Schizophrenia Neuroimaging Humans Neural Networks, Computer Male
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