AIMC Topic: Support Vector Machine

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Statistical characterization and classification of colon microarray gene expression data using multiple machine learning paradigms.

Computer methods and programs in biomedicine Apr 10, 2019
OBJECTIVE: A colon microarray data is a repository of thousands of gene expressions with different strengths for each cancer cell. It is necessary to detect which genes are responsible for cancer growth. This study presents an exhaustive comparative ...
Sensitivity and Specificity Risk Colon Humans Gene Expression Profiling Area Under Curve Normal Distribution Neural Networks, Computer Support Vector Machine Bayes Theorem Oncogenes Logistic Models Machine Learning Models, Statistical Discriminant Analysis Tissue Array Analysis Regression Analysis Colonic Neoplasms Decision Trees
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Main factors influencing recovery in MERS Co-V patients using machine learning.

Journal of infection and public health Apr 10, 2019
BACKGROUND: Middle East Respiratory Syndrome (MERS) is a major infectious disease which has affected the Middle Eastern countries, especially the Kingdom of Saudi Arabia (KSA) since 2012. The high mortality rate associated with this disease has been ...
Humans Machine Learning Health Personnel Child Coronavirus Infections Female Severity of Illness Index Support Vector Machine Multivariate Analysis Saudi Arabia Aged Adult Middle East Respiratory Syndrome Coronavirus Adolescent Regression Analysis Young Adult Male Survival Bayes Theorem Child, Preschool Middle Aged Infant
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Improved support vector machine classification algorithm based on adaptive feature weight updating in the Hadoop cluster environment.

PloS one Apr 10, 2019
An image classification algorithm based on adaptive feature weight updating is proposed to address the low classification accuracy of the current single-feature classification algorithms and simple multifeature fusion algorithms. The MapReduce parall...
Support Vector Machine Neural Networks, Computer Databases, Factual Image Processing, Computer-Assisted
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Cervical cell recognition based on AGVF-Snake algorithm.

International journal of computer assisted radiology and surgery Apr 9, 2019
PURPOSE: In recent years, with the increasing incidence of cervical cancer, it is a tedious and time-consuming task with unsatisfying accuracy to manually recognize the cells. Machine recognition can be a good solution, but it suffers from the diffic...
Cervix Uteri Female Uterine Cervical Neoplasms Diagnosis, Computer-Assisted Support Vector Machine Humans Artificial Intelligence Algorithms
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Midterm Power Load Forecasting Model Based on Kernel Principal Component Analysis and Back Propagation Neural Network with Particle Swarm Optimization.

Big data Apr 8, 2019
To improve the accuracy of midterm power load forecasting, a forecasting model is proposed by combing kernel principal component analysis (KPCA) with back propagation neural network. First, the dimension of the input space is reduced by KPCA, then in...
Neural Networks, Computer Forecasting Support Vector Machine Principal Component Analysis
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Smooth Bayesian network model for the prediction of future high-cost patients with COPD.

International journal of medical informatics Apr 4, 2019
INTRODUCTION: The clinical course of chronic obstructive pulmonary disease (COPD) is marked by acute exacerbation events that increase hospitalization rates and healthcare spending. The early identification of future high-cost patients with COPD may ...
Bayes Theorem Cost of Illness Middle Aged Risk Assessment Humans Disease Progression Machine Learning Support Vector Machine Female Hospitalization Aged Pulmonary Disease, Chronic Obstructive Male
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A Supervised Approach to Robust Photoplethysmography Quality Assessment.

IEEE journal of biomedical and health informatics Apr 3, 2019
Early detection of Atrial Fibrillation (AFib) is crucial to prevent stroke recurrence. New tools for monitoring cardiac rhythm are important for risk stratification and stroke prevention. As many of new approaches to long-term AFib detection are now ...
Stroke Supervised Machine Learning Atrial Fibrillation Oximetry Wearable Electronic Devices Photoplethysmography Support Vector Machine Signal Processing, Computer-Assisted Humans Algorithms Aged Aged, 80 and over Young Adult Adult Middle Aged
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Equivalent circuit models for a biomembrane impedance sensor and analysis of electrochemical impedance spectra based on support vector regression.

Medical & biological engineering & computing Apr 2, 2019
In this study, an electrochemical impedance biosensor was developed as a simple and fast method for real-time monitoring of biofilm binding properties via continuous impedance spectroscopy. To prepare the sensing membrane, cells were immobilized onto...
Dielectric Spectroscopy Biosensing Techniques Cells, Immobilized Support Vector Machine Humans Cell Count MCF-7 Cells Collodion Electrodes Principal Component Analysis Electric Impedance Membranes, Artificial
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Deep Learning and Random Forest Approach for Finding the Optimal Traditional Chinese Medicine Formula for Treatment of Alzheimer's Disease.

Journal of chemical information and modeling Apr 2, 2019
It has demonstrated that glycogen synthase kinase 3β (GSK3β) is related to Alzheimer's disease (AD). On the basis of the world largest traditional Chinese medicine (TCM) database, a network-pharmacology-based approach was utilized to investigate TCM ...
Deep Learning Protein Interaction Maps Computational Biology Support Vector Machine Molecular Docking Simulation Quantitative Structure-Activity Relationship Protein Conformation Databases, Pharmaceutical Glycogen Synthase Kinase 3 Medicine, Chinese Traditional Molecular Dynamics Simulation Alzheimer Disease Drug Compounding
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Common spatial pattern and wavelet decomposition for motor imagery EEG- fTCD brain-computer interface.

Journal of neuroscience methods Apr 1, 2019
BACKGROUND: Recently, hybrid brain-computer interfaces (BCIs) combining more than one modality have been investigated with the aim of boosting the performance of the existing single-modal BCIs in terms of accuracy and information transfer rate (ITR)....
Male Functional Neuroimaging Support Vector Machine Electroencephalography Humans Brain Female Adult Pattern Recognition, Automated Brain-Computer Interfaces Motor Activity Visual Perception Imagination Ultrasonography, Doppler, Transcranial
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