AIMC Topic: Algorithms

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Apnea detection using wrist actigraphy in patients with heterogeneous sleep disorders.

Scientific reports May 22, 2025
Obstructive sleep apnea (OSA) and related hypoxia are well-established cardiovascular and neurocognitive risk factors. Current multi-sensor diagnostic approaches are intrusive and prone to misdiagnosis when simplified. This study introduces an enhanc...
Humans Polysomnography Male Middle Aged Sleep Apnea, Obstructive Actigraphy Wrist Machine Learning Female Algorithms Aged Adult
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An improved Red-billed blue magpie feature selection algorithm for medical data processing.

PloS one May 22, 2025
Feature selection is a crucial preprocessing step in the fields of machine learning, data mining and pattern recognition. In medical data analysis, the large number and complexity of features are often accompanied by redundant or irrelevant features,...
Machine Learning Algorithms Data Mining Humans Pattern Recognition, Automated
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EFCRFNet: A novel multi-scale framework for salient object detection.

PloS one May 22, 2025
Salient Object Detection (SOD) is a fundamental task in computer vision, aiming to identify prominent regions within images. Traditional methods and deep learning-based models often encounter challenges in capturing crucial information in complex sce...
Deep Learning Image Processing, Computer-Assisted Pattern Recognition, Automated Humans Algorithms
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Prototype-guided and dynamic-aware video anomaly detection.

Neural networks : the official journal of the International Neural Network Society May 21, 2025
Anomaly detection in intelligent surveillance system is an important and challenging task, which commonly learns a model describing normal patterns via frame reconstruction or prediction and assumes that anomalies deviate form the learned normal mode...
Pattern Recognition, Automated Algorithms Deep Learning Video Recording Humans Neural Networks, Computer
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Dynamic Multi-scale Feature Integration Network for unsupervised MR-CT synthesis.

Neural networks : the official journal of the International Neural Network Society May 21, 2025
Unsupervised MR-CT synthesis presents a significant opportunity to reduce radiation exposure from CT scans and lower costs by eliminating the need for both MR and CT imaging. However, many existing unsupervised methods face limitations in capturing d...
Unsupervised Machine Learning Algorithms Brain Image Processing, Computer-Assisted Magnetic Resonance Imaging Tomography, X-Ray Computed Humans Neural Networks, Computer
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Preliminary Development of a Database for Detecting Active Mounting Behaviors Using Signals Acquired from IoT Collars in Free-Grazing Cattle.

Sensors (Basel, Switzerland) May 21, 2025
This study presents the development of a database for detecting active mounts, utilizing IoT collars equipped with Inertial Measurement Units (IMUs) installed on eight Holstein Friesian cows, along with video recordings from a long-range PTZ camera m...
Support Vector Machine Video Recording Accelerometry Behavior, Animal Databases, Factual Animals Cattle Algorithms
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CoupleMDA: Metapath-Induced Structural-Semantic Coupling Network for miRNA-Disease Association Prediction.

International journal of molecular sciences May 21, 2025
The prediction of microRNA-disease associations (MDAs) is crucial for understanding disease mechanisms and biomarker discovery. While graph neural networks have emerged as promising tools for MDA prediction, existing methods face critical limitations...
Humans Genetic Predisposition to Disease Computational Biology Neural Networks, Computer MicroRNAs Semantics Algorithms
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Computer Viewing Model for Classification of Erythrocytes Infected with spp. Applied to Malaria Diagnosis Using Optical Microscope.

Medicina (Kaunas, Lithuania) May 21, 2025
Malaria is a disease that can result in a variety of complications. Diagnosis is carried out by an optical microscope and depends on operator experience. The use of artificial intelligence to identify morphological patterns in erythrocytes would imp...
Plasmodium Humans Neural Networks, Computer Microscopy Algorithms Erythrocytes Machine Learning Malaria
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Imbalanced feature generation based on bootstrap power spectral curve for estimating respiratory rate.

Scientific reports May 21, 2025
Rapid respiratory rate (RR) changes in older adults may indicate serious illness. Therefore, accurately estimating RR for cardiorespiratory fitness is essential. However, machine learning algorithm-related errors are unsuitable for medical decision-m...
Machine Learning Algorithms Female Humans Dyspnea Respiratory Rate Male Middle Aged Aged
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Non-invasive prediction of DCE-MRI radiomics model on CCR5 in breast cancer based on a machine learning algorithm.

Cancer biomarkers : section A of Disease markers May 21, 2025
BackgroundNon-invasive methods with universal prognostic guidance for detecting breast cancer (BC) survival biomarkers need to be further explored.ObjectiveThis study aimed to investigate C-C motif chemokine receptor type 5 (CCR5) prognosis value in ...
Contrast Media Receptors, CCR5 Dynamic Contrast Enhanced Magnetic Resonance Imaging Aged Middle Aged Humans Algorithms Radiomics Adult Support Vector Machine Breast Neoplasms Machine Learning Biomarkers, Tumor Prognosis Female
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