Systematic comparison of machine learning methods for identification of miRNA species as disease biomarkers

Keyphrases

• MicroRNA 100%
• Systematic Comparison 100%
• Disease Biomarker 100%
• Machine Learning Techniques 100%
• RNA Species 100%
• Method for Identification 100%
• Least Absolute Shrinkage and Selection Operator (LASSO) 60%
• Multivariate Adaptive Regression Splines 60%
• Human Disease 40%
• Partial Least Squares Structural Equation Modeling (PLS-SEM) 40%
• Discriminant Analysis 40%
• Order of Magnitude 20%
• Clinical Data 20%
• Expression Data 20%
• Biological Processes 20%
• High Performance 20%
• Discovery Method 20%
• Disease Status 20%
• Omics Data 20%
• Disease-related 20%
• Method Performance 20%
• MicroRNA Profile 20%
• Biological Studies 20%
• Baseline Performance 20%
• MicroRNA Expression 20%
• Gene Expression Omnibus 20%
• Sparse Selection 20%
• Machine Learning Applications 20%
• Supervised Learning 20%
• Localized Solutions 20%
• Traditional Statistical Methods 20%
• Discriminant Method 20%

Computer Science

• Machine Learning 100%
• Learning System 100%
• Selection Operator 60%
• Discriminant Analysis 40%
• Least Squares Method 40%
• Clinical Data 20%
• Supervised Learning 20%
• Traditional Method 20%

Mathematics

• Least Absolute Shrinkage and Selection Operator 100%
• Discriminant Analysis 66%
• Partial Least Squares 66%
• Least Squares Method 66%
• Statistical Method 33%
• Disease Status 33%