AIMC Topic: Support Vector Machine

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Adaptive lift chiller units fault diagnosis model based on machine learning.

PloS one Apr 24, 2025
The early minor faults generated by the chiller in operation are not easy to perceive, and the severity will gradually increase with time. The traditional fault diagnosis method has low accuracy and poor stability for early fault diagnosis. In this p...
Humans Models, Theoretical Machine Learning Support Vector Machine Algorithms
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Intelligent identification method of origin for Alismatis Rhizoma based on image and machine learning.

Scientific reports Apr 23, 2025
Alismatis Rhizoma (AR) is widely utilized as a natural medicine across many Asian countries. However, in China, due to its complex origins, AR quality varies, which can affect clinical efficacy. Therefore, there is a need for a method that is both fa...
Neural Networks, Computer Machine Learning China Rhizome Image Processing, Computer-Assisted Support Vector Machine
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Integrating WGCNA and SVM-RFE identifies hub molecular biomarkers driving ischemic stroke progression.

Neurological research Apr 22, 2025
BACKGROUND: Stroke is the second most common cause of death worldwide and the leading cause of long-term severe disability with neurological impairment worsening within hours after stroke onset and being especially involved with motor function. So fa...
Humans Biomarkers Animals Rats Support Vector Machine Disease Progression Databases, Genetic Gene Expression Profiling Ischemic Stroke Gene Regulatory Networks
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Optimizing machine learning models for predicting anemia among under-five children in Ethiopia: insights from Ethiopian demographic and health survey data.

BMC pediatrics Apr 22, 2025
BACKGROUND: Healthcare practitioners require a robust predictive system to accurately diagnose diseases, especially in young children with conditions such as anemia. Delays in diagnosis and treatment can have severe consequences, potentially leading ...
Decision Trees Algorithms Health Surveys Humans Bayes Theorem Infant Female ROC Curve Machine Learning Anemia Child, Preschool Male Logistic Models Support Vector Machine Ethiopia
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Frailty identification using a sensor-based upper-extremity function test: a deep learning approach.

Scientific reports Apr 22, 2025
The global increase in the older adult population highlights the need for effective frailty assessment, a condition linked to adverse health outcomes such as hospitalization and mortality. Existing frailty assessment tools, like the Fried phenotype a...
Frailty Frail Elderly Geriatric Assessment Upper Extremity Male Deep Learning Support Vector Machine Humans Female Aged Aged, 80 and over
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Data-driven survival modeling for breast cancer prognostics: A comparative study with machine learning and traditional survival modeling methods.

PloS one Apr 22, 2025
Background This investigation delves into the potential application of data-driven survival modeling approaches for prognostic assessments of breast cancer survival. The primary objective is to evaluate and compare the ability of machine learning (ML...
Proportional Hazards Models Machine Learning Breast Neoplasms Prognosis Support Vector Machine Middle Aged Aged Humans Female SEER Program Adult Survival Analysis
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Predicting Weight Loss Success After Gastric Sleeve Surgery: A Machine Learning-Based Approach.

Nutrients Apr 21, 2025
BACKGROUND/OBJECTIVES: Obesity is a global health issue, and in this context, bariatric surgery is considered the most effective treatment for severe cases. However, postoperative outcomes vary widely among individuals, driving the development of too...
Spain Humans Support Vector Machine Machine Learning Bariatric Surgery Middle Aged Female Obesity, Morbid Treatment Outcome Adult Weight Loss Body Mass Index Male
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Acromegaly facial changes analysis using last generation artificial intelligence methodology: the AcroFace system.

Pituitary Apr 21, 2025
PURPOSE: To describe the development of the AcroFace system, an AI-based system for early detection of acromegaly, based on facial photographs analysis.
Support Vector Machine Face Acromegaly Adult Male Middle Aged Artificial Intelligence Female Humans
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Computational modelling for risk assessment of neurological disorder in diabetes using Hodgkin-Huxley model.

Computer methods and programs in biomedicine Apr 20, 2025
BACKGROUND: Diabetes mellitus, characterized by chronic glucose dysregulation, significantly increases the risk of neurological disorders such as cognitive decline, seizures, and Alzheimer's disease. As neurons depend on glucose for energy, fluctuati...
Nervous System Diseases Diabetes Mellitus Support Vector Machine Hypoglycemia Humans Neural Networks, Computer Blood Glucose Computer Simulation Hyperglycemia Risk Assessment
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X-ray based radiomics machine learning models for predicting collapse of early-stage osteonecrosis of femoral head.

Scientific reports Apr 20, 2025
This study aimed to develop an X-ray radiomics model for predicting collapse of early-stage osteonecrosis of the femoral head (ONFH). A total of 87 patients (111 hips; training set: n = 67, test set: n = 44) with non-traumatic ONFH at Association Res...
Female Young Adult Adult Radiomics Humans Machine Learning Retrospective Studies Femur Head Necrosis Support Vector Machine Male Radiography Middle Aged Femur Head ROC Curve
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