AIMC Topic: Support Vector Machine

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Enhancing Parkinson's disease prediction using meta-heuristic optimized machine learning models.

Personalized medicine Jul 11, 2025
Parkinson's disease is a progressive neurological disorder affecting movement and cognition. Early detection is crucial but challenging with traditional methods. This study applies meta-heuristic optimization to enhance machine learning prediction mo...
Machine Learning Algorithms Female Humans Parkinson Disease Aged Male Middle Aged Logistic Models Support Vector Machine
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Modelling key ecological factors influencing the distribution and content of silymarin antioxidant in Silybum marianum L.

PloS one Jul 11, 2025
The increasing demand for natural medicine has increased the significance of Silybum marianum as a valuable medicinal plant. It is used to restore liver cells; reduce blood cholesterol; prevent prostate, skin, and breast cancer; and protect cervical ...
Antioxidants Support Vector Machine Iran Algorithms Ecosystem Silymarin Silybum marianum
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Machine learning analysis of survival outcomes in breast cancer patients treated with chemotherapy, hormone therapy, surgery, and radiotherapy.

Scientific reports Jul 10, 2025
Breast cancer continues to be a leading cause of death among women in the world. The prediction of survival outcomes based on treatment modalities, i.e., chemotherapy, hormone therapy, surgery, and radiation therapy is an essential step towards perso...
Breast Neoplasms ROC Curve Treatment Outcome Support Vector Machine Combined Modality Therapy Survival Analysis Humans Machine Learning Female
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Model-driven multivariate control chart and support vector machine as tools to detect variation in the milking process and monitor parlor performance.

Journal of dairy science Jul 9, 2025
The efficiency of the milking process is the key to dairy farm management. However, due to the high variability of data from single or multiple milk meters, it is difficult to know whether the milking process is under control or not. The main objecti...
Female Lactation Milk Dairying Animals Cattle Support Vector Machine
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Predicting the prognosis of radical gastrectomy for patients with locally advanced gastric cancer after neoadjuvant chemotherapy using machine learning technology: a multicenter study in China.

Surgical endoscopy Jul 9, 2025
BACKGROUND: Neoadjuvant chemotherapy (NAC) can improve the prognosis of patients with locally advanced gastric cancer (LAGC). However, precise models for accurate prognostic predictions are lacking. We aimed to utilize Cox regression and integrate va...
Gastrectomy Humans Chemotherapy, Adjuvant Machine Learning Neoadjuvant Therapy Male Prognosis Aged Support Vector Machine Middle Aged Retrospective Studies Adult China Neoplasm Staging Female Stomach Neoplasms
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Effectiveness of machine learning models in diagnosis of heart disease: a comparative study.

Scientific reports Jul 8, 2025
The precise diagnosis of heart disease represents a significant obstacle within the medical field, demanding the implementation of advanced diagnostic instruments and methodologies. This article conducts an extensive examination of the efficacy of di...
Bayes Theorem Heart Diseases Deep Learning Support Vector Machine Humans Machine Learning Neural Networks, Computer Algorithms Diagnosis, Computer-Assisted
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Application of multimodal machine learning-based analysis for the biomethane yields of NaOH-pretreated biomass.

Scientific reports Jul 8, 2025
This study investigated the impact of alkaline pretreatment on the biomethane yield of Xyris capensis experimentally and computationally using machine-learning (ML)-based techniques. Despite extensive studies on the anaerobic digestion of lignocellul...
Neural Networks, Computer Principal Component Analysis Methane Lignin Sodium Hydroxide Machine Learning Biomass Support Vector Machine
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Integrating Machine Learning into Myositis Research: a Systematic Review.

Clinical reviews in allergy & immunology Jul 8, 2025
Idiopathic inflammatory myopathies (IIM) are a group of autoimmune rheumatic diseases characterized by proximal muscle weakness and extra muscular manifestations. Since 1975, these IIM have been classified into different clinical phenotypes. Each cli...
Myositis Humans Support Vector Machine Machine Learning Magnetic Resonance Imaging Diagnosis, Differential
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Design of an evolutionary model for international trade settlement based on genetic algorithm and fuzzy neural network.

PloS one Jul 8, 2025
Accurate risk assessment in international trade settlement has become increasingly critical as global financial transactions grow in scale and complexity. This study proposes a hybrid model-Genetic Algorithm-optimized Fuzzy Neural Network (GA-FNN)-to...
Support Vector Machine Fuzzy Logic Neural Networks, Computer Commerce Algorithms Humans Genetic Algorithms Risk Assessment
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Groundwater health probability risk prediction through oral intake using advanced optimization methods.

Journal of contaminant hydrology Jul 7, 2025
Examining the cancer risk associated with oral groundwater (GW) intake is crucial, particularly in regions heavily reliant on GW for human consumption and agriculture. The study was based on real field investigations and controlled laboratory experim...
Bayes Theorem Humans Probability Neural Networks, Computer Risk Assessment Environmental Monitoring Neoplasms Support Vector Machine Groundwater Water Pollutants, Chemical
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