Stronger findings for metabolomics through Bayesian modeling of multiple peaks and compound correlations

Keyphrases

• Bayesian Modeling 100%
• Metabolomics 100%
• Multiple Compounds 100%
• Multiple Peaks 100%
• Small Sample Size 66%
• Between-group 33%
• False-positive Findings 33%
• High Probability 33%
• Spectral Peak 33%
• Hierarchical Bayesian Model 33%
• Natural Variation 33%
• Metabolomics Study 33%
• Covariate Effect 33%
• Mass Spectral 33%
• Benchmark Dataset 33%
• Measurement Technology 33%
• Noisy Measurements 33%

Mathematics

• Bayesian 100%
• Covariate 100%
• Smaller Sample 100%
• Probability Theory 50%
• Bayesian Model 50%
• Metabolomic Study 50%
• Collinear 50%
• Spectral Peak 50%

Computer Science

• Small Sample Size 100%
• Bayesian Modeling 100%
• False Positive 50%
• Covariate Effect 50%
• Hierarchical Bayesian Model 50%