AIMC Topic: Bayes Theorem

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Optimal cybersecurity framework for smart water system: Detection, localization and severity assessment.

Water research Mar 27, 2025
The digital transformation of water distribution systems has streamlined monitoring and control through the integration of smart devices such as pressure sensors, smart meters, and level switches, all communicating with supervisory control and data a...
Machine Learning Bayes Theorem Computer Security Water Supply Neural Networks, Computer
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Enhancing prediction and stratifying risk: machine learning and bayesian-learning models for catheter-related thrombosis in chemotherapy patients.

BMC cancer Mar 27, 2025
BACKGROUND: Catheter-related thrombosis (CRT) is a serious complication in cancer patients undergoing chemotherapy, yet existing risk prediction models demonstrate limited accuracy. This study aimed to evaluate the clinical utility of machine learnin...
Central Venous Catheters Thrombosis Proportional Hazards Models ROC Curve Catheterization, Central Venous Bayes Theorem Middle Aged Risk Assessment Antineoplastic Agents Humans Risk Factors Adult Aged Machine Learning Breast Neoplasms Retrospective Studies Female
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Exploring new drug treatment targets for immune related bone diseases using a multi omics joint analysis strategy.

Scientific reports Mar 27, 2025
In the field of treatment and prevention of immune-related bone diseases, significant challenges persist, necessitating the urgent exploration of new and effective treatment methods. However, most existing Mendelian randomization (MR) studies are con...
Bayes Theorem Polymorphism, Single Nucleotide Linkage Disequilibrium Humans Multiomics Bone Diseases Immune System Diseases Genome-Wide Association Study Mendelian Randomization Analysis Quantitative Trait Loci Genetic Predisposition to Disease
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Intelligent progress monitoring of healing wound tissues based on classification models.

Biomedical physics & engineering express Mar 26, 2025
The evolution of wound monitoring techniques has seen a significant shift from traditional methods like ruler-based measurements to the use of AI-assisted assessment of wound tissues. This progression has been driven by the need for more accurate, ef...
Humans Artificial Intelligence Decision Trees Algorithms Bayes Theorem Support Vector Machine Wounds and Injuries Wound Healing
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Prediction of zero-dose children using supervised machine learning algorithm in Tanzania: evidence from the recent 2022 Tanzania Demographic and Health Survey.

BMJ open Mar 22, 2025
OBJECTIVES: This study aimed to employ machine learning algorithms to predict the factors contributing to zero-dose children in Tanzania, using the most recent nationally representative data.
Algorithms Female Humans Machine Learning Bayes Theorem Supervised Machine Learning Health Surveys Tanzania Vaccination Cross-Sectional Studies Logistic Models Male Infant
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A Hybrid ODE-NN Framework for Modeling Incomplete Physiological Systems.

IEEE transactions on bio-medical engineering Mar 21, 2025
This paper proposes a method to learn approximations of missing Ordinary Differential Equations (ODEs) and states in physiological models where knowledge of the system's relevant states and dynamics is incomplete. The proposed method augments known O...
Humans Neural Networks, Computer Algorithms Models, Biological Computer Simulation Bayes Theorem
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PULSE: A DL-Assisted Physics-Based Approach to the Inverse Problem of Electrocardiography.

IEEE transactions on bio-medical engineering Mar 21, 2025
This study introduces an innovative approach combining deep-learning techniques with classical physics-based electrocardiographic imaging (ECGI) methods. Our objective is to enhance the accuracy and robustness of ECGI reconstructions. We reshape the ...
Image Processing, Computer-Assisted Electrocardiography Bayes Theorem Neural Networks, Computer Algorithms Deep Learning Signal Processing, Computer-Assisted Heart Humans
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Machine learning allows robust classification of lung neoplasm tissue using an electronic biopsy through minimally-invasive electrical impedance spectroscopy.

Scientific reports Mar 21, 2025
New bronchoscopy techniques like radial probe endobronchial ultrasound have been developed for real-time sampling characterization, but their use is still limited. This study aims to use classification algorithms with minimally invasive electrical im...
Decision Trees Bayes Theorem Discriminant Analysis Biopsy Dielectric Spectroscopy Lung Neoplasms Support Vector Machine Bronchoscopy Male Middle Aged ROC Curve Algorithms Female Humans Machine Learning
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Development and validation comparison of multiple models for perioperative neurocognitive disorders during hip arthroplasty.

Scientific reports Mar 19, 2025
This study aims to develop optimal predictive models for perioperative neurocognitive disorders (PND) in hip arthroplasty patients, thereby advancing clinical practice. Data from all hip arthroplasty patients in the MIMIC-IV database were utilized to...
Male Middle Aged ROC Curve Algorithms Female Aged Perioperative Period Neurocognitive Disorders Support Vector Machine Bayes Theorem Arthroplasty, Replacement, Hip Humans Neural Networks, Computer
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Neural network-based ensemble approach for multi-view facial expression recognition.

PloS one Mar 19, 2025
In this paper, we developed a pose-aware facial expression recognition technique. The proposed technique employed K nearest neighbor for pose detection and a neural network-based extended stacking ensemble model for pose-aware facial expression recog...
Face Facial Expression Algorithms Bayes Theorem Humans Automated Facial Recognition Neural Networks, Computer
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