AIMC Topic: Support Vector Machine

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Integrating ensemble systems biology feature selection and bimodal deep neural network for breast cancer prognosis prediction.

Scientific reports Jul 21, 2021
Breast cancer is a heterogeneous disease. To guide proper treatment decisions for each patient, robust prognostic biomarkers, which allow reliable prognosis prediction, are necessary. Gene feature selection based on microarray data is an approach to ...
Biomarkers, Tumor Deep Learning Systems Biology Support Vector Machine Survival Analysis Prognosis Female Breast Neoplasms Humans Neural Networks, Computer Forecasting
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MRI Image Segmentation Model with Support Vector Machine Algorithm in Diagnosis of Solitary Pulmonary Nodule.

Contrast media & molecular imaging Jul 20, 2021
This study focused on the application value of MRI images processed by a Support Vector Machine (SVM) algorithm-based model in diagnosis of benign and malignant solitary pulmonary nodule (SPN). The SVM algorithm was constrained by a self-paced regula...
Adult Solitary Pulmonary Nodule Support Vector Machine Male Humans Female Image Processing, Computer-Assisted Middle Aged Diffusion Magnetic Resonance Imaging Aged Follow-Up Studies Young Adult Lung Neoplasms Algorithms Prognosis
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Support Vector Machine as a Supervised Learning for the Prioritization of Novel Potential SARS-CoV-2 Main Protease Inhibitors.

International journal of molecular sciences Jul 19, 2021
In the last year, the COVID-19 pandemic has highly affected the lifestyle of the world population, encouraging the scientific community towards a great effort on studying the infection molecular mechanisms. Several vaccine formulations are nowadays a...
Pandemics COVID-19 Humans Supervised Machine Learning COVID-19 Drug Treatment Viral Nonstructural Proteins Coronavirus Protease Inhibitors Viral Proteases Small Molecule Libraries Databases, Pharmaceutical SARS-CoV-2 Support Vector Machine Molecular Docking Simulation Antiviral Agents Molecular Dynamics Simulation Drug Evaluation, Preclinical
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Forecast of E-Commerce Transactions Trend Using Integration of Enhanced Whale Optimization Algorithm and Support Vector Machine.

Computational intelligence and neuroscience Jul 19, 2021
E-commerce has become a crucial business model through the Internet around the world. Therefore, its transaction trend forecast can provide important information for the market planning and development in advance. For this purpose, the integrated mod...
Forecasting Animals Support Vector Machine Algorithms Commerce Whales
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Exploring Factors for Predicting Anxiety Disorders of the Elderly Living Alone in South Korea Using Interpretable Machine Learning: A Population-Based Study.

International journal of environmental research and public health Jul 18, 2021
This epidemiological study aimed to develop an X-AI that could explain groups with a high anxiety disorder risk in old age. To achieve this objective, (1) this study explored the predictors of senile anxiety using base models and meta models. (2) Thi...
Aged Male Anxiety Disorders Support Vector Machine Algorithms Republic of Korea Female Humans Machine Learning
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Skin Cancer Detection Using Kernel Fuzzy C-Means and Improved Neural Network Optimization Algorithm.

Computational intelligence and neuroscience Jul 17, 2021
Early diagnosis of malignant skin cancer from images is a significant part of the cancer treatment process. One of the principal purposes of this research is to propose a pipeline methodology for an optimum computer-aided diagnosis of skin cancers. T...
Neural Networks, Computer Support Vector Machine Algorithms Humans Skin Neoplasms Diagnosis, Computer-Assisted
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Identifying mislabelled samples: Machine learning models exceed human performance.

Annals of clinical biochemistry Jul 16, 2021
BACKGROUND: It is difficult for clinical laboratories to identify samples that are labelled with the details of an incorrect patient. Many laboratories screen for these errors with delta checks, with final decision-making based on manual review of re...
Machine Learning Algorithms Computer Simulation Humans Neural Networks, Computer Logistic Models Support Vector Machine Laboratories, Clinical
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Identification of kinase inhibitors that rule out the CYP27B1-mediated activation of vitamin D: an integrated machine learning and structure-based drug designing approach.

Molecular diversity Jul 16, 2021
CYP27B1, a cytochrome P450-containing hydroxylase enzyme, converts vitamin D precursor calcidiol (25-hydroxycholecalciferol) to its active form calcitriol (1α,25(OH)D). Tyrosine kinase inhibitor such as imatinib is reported to interfere with the acti...
Animals Molecular Docking Simulation Drug Design Machine Learning Algorithms Reproducibility of Results 25-Hydroxyvitamin D3 1-alpha-Hydroxylase Structure-Activity Relationship Metabolic Networks and Pathways Models, Molecular Protein Binding Support Vector Machine Vitamin D Humans Neural Networks, Computer Phosphotransferases Binding Sites Molecular Dynamics Simulation Amino Acid Sequence Small Molecule Libraries Enzyme Inhibitors Databases, Pharmaceutical
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SVM classification of facial functions based on facial landmarks and animation Units.

Biomedical physics & engineering express Jul 16, 2021
Quantitative assessment and classification of facial paralysis (FP) are essential for treatment selection and progress evaluation of the condition. As part of a comprehensive framework towards this goal, this study aims to classify five normal facial...
Humans Support Vector Machine Facial Paralysis Face
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Automatic classification of autism spectrum disorder in children using cortical thickness and support vector machine.

Brain and behavior Jul 15, 2021
OBJECTIVE: Autism spectrum disorder (ASD) is a neurodevelopmental condition with a heterogeneous phenotype. The role of biomarkers in ASD diagnosis has been highlighted; cortical thickness has proved to be involved in the etiopathogenesis of ASD core...
Brain Mapping Humans Autism Spectrum Disorder Brain Child Support Vector Machine Magnetic Resonance Imaging
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