AIMC Topic: Support Vector Machine

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Rapid visualization of PD-L1 expression level in glioblastoma immune microenvironment via machine learning cascade-based Raman histopathology.

Journal of advanced research Dec 10, 2023
INTRODUCTION: Combination immunotherapy holds promise for improving survival in responsive glioblastoma (GBM) patients. Programmed death-ligand 1 (PD-L1) expression in immune microenvironment (IME) is the most important predictive biomarker for immun...
Humans Machine Learning Tumor Microenvironment Brain Neoplasms Animals Cell Line, Tumor B7-H1 Antigen Mice Spectrum Analysis, Raman Support Vector Machine Glioblastoma
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Domain-informed variational neural networks and support vector machines based leakage detection framework to augment self-healing in water distribution networks.

Water research Dec 6, 2023
The reduction of water leakage is essential for ensuring sustainable and resilient water supply systems. Despite recent investments in sensing technologies, pipe leakage remains a significant challenge for the water sector, particularly in developed ...
Reproducibility of Results Support Vector Machine Water Supply Neural Networks, Computer
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Machine Learning Methods Based on CT Features Differentiate G1/G2 From G3 Pancreatic Neuroendocrine Tumors.

Academic radiology Dec 4, 2023
RATIONALE AND OBJECTIVES: To identify CT features for distinguishing grade 1 (G1)/grade 2 (G2) from grade 3 (G3) pancreatic neuroendocrine tumors (PNETs) using different machine learning (ML) methods.
Neoplasm Grading Radiographic Image Interpretation, Computer-Assisted Neuroendocrine Tumors Diagnosis, Differential Pancreatic Neoplasms Aged Adult Sensitivity and Specificity Male Middle Aged Support Vector Machine Retrospective Studies Tomography, X-Ray Computed Female Machine Learning Algorithms Humans
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Optimization of operational parameters using RSM, ANN, and SVM in membrane integrated with rotating biological contactor.

Chemosphere Dec 4, 2023
Membrane fouling is a critical bottleneck to the widespread adoption of membrane separation processes. It diminishes the membrane permeability and results in high operational energy costs. The current study presents optimizing the operating parameter...
Neural Networks, Computer Support Vector Machine Bayes Theorem Bioreactors Sewage
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Classifying Alzheimer's disease and normal subjects using machine learning techniques and genetic-environmental features.

Journal of the Formosan Medical Association = Taiwan yi zhi Dec 2, 2023
BACKGROUND: Alzheimer's disease (AD) is complicated by multiple environmental and polygenetic factors. The accuracy of artificial neural networks (ANNs) incorporating the common factors for identifying AD has not been evaluated.
Female Aged Aged, 80 and over Humans Neural Networks, Computer Machine Learning Support Vector Machine Case-Control Studies Alzheimer Disease ROC Curve Mitochondrial Precursor Protein Import Complex Proteins Gene-Environment Interaction Polymorphism, Single Nucleotide Sensitivity and Specificity Male
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Predicting incomplete occlusion of intracranial aneurysms treated with flow diverters using machine learning models.

Journal of neurosurgery Dec 1, 2023
OBJECTIVE: Intracranial saccular aneurysms are vascular malformations responsible for 80% of nontraumatic brain hemorrhage. Recently, flow diverters have been used as a less invasive therapeutic alternative for surgery. However, they fail to achieve ...
Aged Adult Male Retrospective Studies Female Predictive Value of Tests Embolization, Therapeutic Humans Intracranial Aneurysm Middle Aged Machine Learning Treatment Outcome Support Vector Machine
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Detection of paralytic shellfish toxins by near-infrared spectroscopy based on a near-Bayesian SVM classifier with unequal misclassification costs.

Journal of the science of food and agriculture Nov 30, 2023
BACKGROUND: Paralytic shellfish poisoning caused by human consumption of shellfish fed on toxic algae is a public health hazard. It is essential to implement shellfish monitoring programs to minimize the possibility of shellfish contaminated by paral...
Support Vector Machine Humans Bayes Theorem Shellfish Bivalvia Animals Spectroscopy, Near-Infrared
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Glove-Based Hand Gesture Recognition for Diver Communication.

IEEE transactions on neural networks and learning systems Nov 30, 2023
We have developed a smart dive glove that recognizes 13 static hand gestures used in diving communication. The smart glove employs five dielectric elastomer sensors to capture finger motion and implements a machine learning classifier in the onboard ...
Bayes Theorem Algorithms Gestures Support Vector Machine Humans Neural Networks, Computer
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Combining data discretization and missing value imputation for incomplete medical datasets.

PloS one Nov 30, 2023
Data discretization aims to transform a set of continuous features into discrete features, thus simplifying the representation of information and making it easier to understand, use, and explain. In practice, users can take advantage of the discretiz...
Cluster Analysis Algorithms Data Mining Support Vector Machine
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Quantitative Modeling of Stemness in Single-Cell RNA Sequencing Data: A Nonlinear One-Class Support Vector Machine Method.

Journal of computational biology : a journal of computational molecular cell biology Nov 28, 2023
Intratumoral heterogeneity and the presence of cancer stem cells are challenging issues in cancer therapy. An appropriate quantification of the stemness of individual cells for assessing the potential for self-renewal and differentiation from the cel...
Neoplasms Support Vector Machine Humans Single-Cell Analysis Cell Differentiation Sequence Analysis, RNA
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