AIMC Topic: Algorithms

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Integrating advanced neural network architectures with privacy enhanced encryption for secure and intelligent healthcare analytics.

Scientific reports Aug 19, 2025
Healthcare data protection in our mutually connected era has emerged as an issue of serious concern with private patient information, which has been exposed more often due to data violations and cyber-attacks. Network structures CNN and LSTM as part ...
Privacy Humans Computer Security Algorithms Neural Networks, Computer Confidentiality
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Analyzing the vulnerabilities in Split Federated Learning: assessing the robustness against data poisoning attacks.

Scientific reports Aug 19, 2025
Distributed Collaborative Machine Learning (DCML) offers a promising alternative to address privacy concerns in centralized machine learning. Split learning (SL) and Federated Learning (FL) are two effective learning approaches within DCML. Recently,...
Humans Machine Learning Computer Security Algorithms Federated Learning Electrocardiography
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Discovering action insights from large-scale assessment log data using machine learning.

Scientific reports Aug 19, 2025
This study introduces a novel machine learning algorithm that combines natural language processing techniques, such as Word2Vec and Doc2Vec, with neural networks to identify and validate significant actions within human action sequences. Using the 20...
Algorithms Natural Language Processing Neural Networks, Computer Machine Learning Humans
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Human expert grading versus automated quantification of fluid volumes in nAMD, DME and BRVO.

Scientific reports Aug 19, 2025
This study compared an automated deep learning algorithm with certified human graders from the Vienna Reading Center (VRC) in identifying intra- (IRF) and subretinal fluid (SRF) in OCT scans of patients treated for neovascular age-related macular deg...
Humans Subretinal Fluid Diabetic Retinopathy Retinal Vein Occlusion Female Algorithms Aged Male Macular Edema Tomography, Optical Coherence Deep Learning Macular Degeneration
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Predictive modeling of asthma drug properties using machine learning and topological indices in a MATLAB based QSPR study.

Scientific reports Aug 19, 2025
Machine learning is a vital tool in advancing drug development by accurately predicting the physical, chemical, and biological properties of various compounds. This study utilizes MATLAB program-based algorithms to calculate topological indices and m...
Quantitative Structure-Activity Relationship Anti-Asthmatic Agents Asthma Drug Discovery Machine Learning Algorithms Humans
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Comparative performance of deep learning architectures for diabetic peripheral neuropathy detection using corneal confocal microscopy: a retrospective single-centre study.

BMJ open Aug 19, 2025
OBJECTIVES: This study aims to develop a deep learning algorithm (DLA) using the InceptionV3 architecture for effective diabetic peripheral neuropathy (DPN) screening via corneal confocal microscopy (CCM) images.
Male Middle Aged Deep Learning Adult Cornea Microscopy, Confocal Diabetic Neuropathies Humans Algorithms Female Aged Retrospective Studies
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Enhancing cardiac function assessment: Developing and validating a domain adaptive framework for automating the segmentation of echocardiogram videos.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Aug 13, 2025
BACKGROUND: Accurate segmentation of echocardiographic images is essential for assessing cardiac function, particularly in calculating key metrics such as ejection fraction. However, challenges such as domain discrepancy, noisy data, anatomical varia...
Image Processing, Computer-Assisted Heart Image Interpretation, Computer-Assisted Echocardiography Deep Learning Humans Algorithms
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A Machine-Learning-Algorithm Enhanced Multi-Functional Gas Sensor for Self-Humidity Compensation and Partial Discharge Detection.

ACS sensors Aug 13, 2025
Gas-Insulated switchgear (GIS) is prone to partial discharges (PDs) in high electric field environments, and the concentration of generated NO is an essential indicator for determining the PD types and severity of faults. Notably, environmental humid...
Machine Learning Zinc Oxide Algorithms Nitrogen Dioxide Humidity
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LR-COBRAS: A logic reasoning-driven interactive medical image data annotation algorithm.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Aug 11, 2025
The volume of image data generated in the medical field is continuously increasing. Manual annotation is both costly and prone to human error. Additionally, deep learning-based medical image algorithms rely on large, accurately annotated training dat...
Deep Learning Image Processing, Computer-Assisted Data Curation Humans Algorithms
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Building simplified cancer subtyping and prediction models with glycan gene signatures.

Cell reports methods Aug 11, 2025
We identified a gene panel comprising 71 glycosyltransferases (GTs) that alter glycan patterns on cancer cells as they become more virulent. When these cancer-pattern GTs (CPGTs) were run through an algorithm trained on The Cancer Genome Atlas, they ...
Humans Machine Learning Algorithms Glioma Breast Neoplasms Prognosis Polysaccharides Glycosyltransferases Neoplasms Female
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