AIMC Topic: Algorithms

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Personalized machine learning models for noninvasive hypoglycemia detection in people with type 1 diabetes using a smartwatch: Insights into feature importance during waking and sleeping times.

PloS one Jun 25, 2025
Hypoglycemia is a major challenge for people with diabetes. Therefore, glycemic monitoring is an important aspect of diabetes management. However, current methods such as finger pricking and continuous glucose monitoring systems (CGMS) are invasive, ...
Adult Male Wearable Electronic Devices Blood Glucose Humans Middle Aged Female Young Adult Machine Learning Algorithms Wakefulness Diabetes Mellitus, Type 1 Sleep Blood Glucose Self-Monitoring Hypoglycemia
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Construction of VAE-GRU-XGBoost intrusion detection model for network security.

PloS one Jun 25, 2025
With the advent of the big data era, the threat of network security is becoming increasingly severe. In order to cope with complex network attacks and ensure network security, a network intrusion detection model is constructed relying on deep learnin...
Computer Communication Networks Computer Security Boosting Machine Learning Algorithms Humans Deep Learning Models, Theoretical Algorithms
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PoseNet++: A multi-scale and optimized feature extraction network for high-precision human pose estimation.

PloS one Jun 25, 2025
Human pose estimation (HPE) has made significant progress with deep learning; however, it still faces challenges in handling occlusions, complex poses, and complex multi-person scenarios. To address these issues, we propose PoseNet++, a novel approac...
Neural Networks, Computer Algorithms Image Processing, Computer-Assisted Posture Deep Learning Humans
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Demographic forecast modelling using SSA-XGBoost for smart population management based on multi-sources data.

PloS one Jun 25, 2025
Population prediction could provide effective data support for social and economic planning and decision-making, especially for the sub-national population forecasting accurately. In addition to realizing efficient smart population management, this r...
Algorithms Forecasting Humans Machine Learning Population Dynamics Demography Boosting Machine Learning Algorithms Female Male Cell Phone
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Application of IRSA-BP neural network in diagnosing diabetes.

PloS one Jun 25, 2025
Within the healthcare sector, the application of machine learning is gaining prominence, notably enhancing the efficiency and precision of diagnostic procedures. This study focuses on this key area of diabetes prediction and aims to develop an innova...
Algorithms Diabetes Mellitus Neural Networks, Computer Machine Learning Humans
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GraphCF: Drug-target interaction prediction via multi-feature fusion with contrastive graph neural network.

Artificial intelligence in medicine Jun 24, 2025
Drug-target interaction (DTI) is paramount in drug discovery and repurposing, which involves screening for effective candidate drugs by targeting specific proteins. Existing methods often focus on one or two representations of drugs or targets, and l...
Graph Neural Networks Drug Discovery Drug Repositioning Neural Networks, Computer Algorithms Humans
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MFDF-UNet: Multiscale feature depth-enhanced fusion network for colony adhesion image segmentation.

Journal of microbiological methods Jun 24, 2025
Colony counting plays a crucial role in evaluating food quality and safety. The segmentation of colony adhesion images can significantly enhance the accuracy of food safety assessments. To achieve high-precision segmentation of colony adhesion images...
Algorithms Deep Learning Bacterial Adhesion Food Safety Fractals Image Processing, Computer-Assisted Food Microbiology
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Modeling Soil pH at regional scale using environmental covariates and machine learning algorithm.

Environmental monitoring and assessment Jun 24, 2025
Soil pH serves as a critical indicator of soil chemistry and fertility, and mapping its spatial distribution holds significant importance for effective crop management. Digital soil mapping (DSM) is a commonly employed method for making rapid and cos...
Models, Chemical Machine Learning Hydrogen-Ion Concentration Environmental Monitoring Algorithms Soil Support Vector Machine
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Emerging technologies in airway management: a narrative review of intubation robotics and anatomical structure recognition algorithms.

Biomedical engineering online Jun 24, 2025
In recent years, the medical field has seen significant advancements in the field of robotics and artificial intelligence (AI). However, many healthcare professionals still find these technologies unfamiliar and complex, especially regarding their us...
Humans Artificial Intelligence Airway Management Intubation, Intratracheal Algorithms Robotics
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Shear wave velocity prediction using Long Short-Term Memory Network with generative adversarial mechanism.

PloS one Jun 24, 2025
Shear wave velocity (Vs) serves as a crucial petrophysical parameter for subsurface characterization, yet its acquisition remains challenging. While long short-term memory (LSTM) networks have emerged as the predominant solution for Vs prediction by ...
China Neural Networks, Computer Memory, Short-Term Algorithms
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