Litcius/Paper detail

Finding features - variable extraction strategies for dimensionality reduction and marker compounds identification in GC-IMS data

Joscha Christmann, Sascha Rohn, Philipp Weller

2022Food Research International48 citationsDOI

Topics & Concepts

OverfittingDimensionality reductionArtificial intelligenceInterpretabilityComputer sciencePrincipal component analysisPipeline (software)Pattern recognition (psychology)Partial least squares regressionBoosting (machine learning)PreprocessorMachine learningData miningProgramming languageArtificial neural networkAdvanced Chemical Sensor TechnologiesMetabolomics and Mass Spectrometry StudiesSpectroscopy and Chemometric Analyses