AIMC Topic: Algorithms

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Early detection of occupational stress: Enhancing workplace safety with machine learning and large language models.

PloS one Jun 2, 2025
Occupational stress is a major concern for employers and organizations as it compromises decision-making and overall safety of workers. Studies indicate that work-stress contributes to severe mental strain, increased accident rates, and in extreme ca...
Early Diagnosis Female Adult Large Language Models Male Surveys and Questionnaires Occupational Health Occupational Stress Algorithms Workplace Language Humans Machine Learning
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Skin cancer segmentation and classification by implementing a hybrid FrCN-(U-NeT) technique with machine learning.

PloS one Jun 2, 2025
Skin cancer is a severe and rapidly advancing condition that can be impacted by multiple factors, including alcohol and tobacco use, allergies, infections, physical activity, exposure to UV light, viral infections, and the effects of climate change. ...
Image Processing, Computer-Assisted Melanoma Skin Neoplasms Neural Networks, Computer Humans Machine Learning Algorithms
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Multi-view clustering via global-view graph learning.

PloS one Jun 2, 2025
Multiview clustering aims to improve clustering performance by exploring multiple representations of data and has become an important research direction. Meanwhile, graph-based methods have been extensively studied and have shown promising performanc...
Machine Learning Algorithms Cluster Analysis Humans
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A hybrid PSO-FFNN approach for optimized seismic design and accurate structural response prediction in steel moment-resisting frames.

PloS one Jun 2, 2025
The first steel is the most prevalent material used in building. Steel's intrinsic hardness and durability make it appropriate for different uses, but its greater adaptability makes it ideal for seismic design. The brittle fracture occurred in welded...
Neural Networks, Computer Steel Algorithms Earthquakes Construction Materials
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Evaluation of sports training methods and technical characteristics based on multi-dimensional driving fuzzy intelligent computing.

PloS one Jun 2, 2025
To improve the competitive state of badminton athletes and summarize the technical characteristics of badminton players, this paper introduces multi-dimensional fuzzy removal intelligent computing. Taking 120 badminton students from a sports school a...
Athletes Racquet Sports Fuzzy Logic Athletic Performance Humans Algorithms Male Adolescent Female
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Consumption quota compilation based on BP artificial neural network algorithm in mechanical and electrical installation engineering of prefabricated buildings.

PloS one Jun 2, 2025
The traditional quota compilation method has a large workload and requires a lot of manpower and material resources, making it difficult to apply to the consumption quota compilation in mechanical and electrical installation engineering of prefabrica...
Humans Neural Networks, Computer Algorithms Construction Materials
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Interval type-2 intelligent fuzzy vehicle speed controller design using headlamp reflection detection and an adaptive neuro-fuzzy inference system.

PloS one Jun 2, 2025
In this study, we present an algorithm to estimate the distance between a vehicle and a target object using light from headlights captured by a camera. In situations with limited distance data, we also design a fuzzy controller using the adaptive neu...
Algorithms Fuzzy Logic Humans Neural Networks, Computer Automobile Driving
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Ground-truth-free deep learning approach for accelerated quantitative parameter mapping with memory efficient learning.

PloS one Jun 2, 2025
Quantitative MRI (qMRI) requires the acquisition of multiple images with parameter changes, resulting in longer measurement times than conventional imaging. Deep learning (DL) for image reconstruction has shown a significant reduction in acquisition ...
Algorithms Brain Deep Learning Humans Image Processing, Computer-Assisted Magnetic Resonance Imaging
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Methodological Review of Classification Trees for Risk Stratification: An Application Example in the Obesity Paradox.

Nutrients May 31, 2025
BACKGROUND: Classification trees (CTs) are widely used machine learning algorithms with growing applications in clinical research, especially for risk stratification. Their ability to generate interpretable decision rules makes them attractive to hea...
Critical Illness Intensive Care Units Machine Learning Algorithms Decision Trees Humans Critical Care Risk Assessment Obesity Paradox Obesity
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Estimating wage disparities using foundation models.

Proceedings of the National Academy of Sciences of the United States of America May 30, 2025
The rise of foundation models marks a paradigm shift in machine learning: instead of training specialized models from scratch, foundation models are trained on massive datasets before being adjusted or fine-tuned to make predictions on smaller datase...
Algorithms Female Salaries and Fringe Benefits Male Humans Machine Learning
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