Litcius/Paper detail

Study on evolution methods for the optimization of machine learning models based on FT-NIR spectroscopy

Lina Mo, Huazhou Chen, Weihao Chen, Quanxi Feng, Lili Xu

2020Infrared Physics & Technology18 citationsDOI

Topics & Concepts

Hyperparameter optimizationGenetic algorithmMean squared errorComputer scienceSupport vector machineDifferential evolutionCalibrationCorrelation coefficientConvergence (economics)Standard deviationBiological systemApproximation errorNear-infrared spectroscopyAlgorithmMathematicsArtificial intelligenceStatisticsMachine learningOpticsPhysicsBiologyEconomic growthEconomicsSpectroscopy and Chemometric AnalysesSpectroscopy Techniques in Biomedical and Chemical ResearchWater Quality Monitoring and Analysis