Kernel functions embedded in support vector machine learning models for rapid water pollution assessment via near-infrared spectroscopy
Huazhou Chen, Lili Xu, Wu Ai, Bin Lin, Quanxi Feng, Ken Cai
Topics & Concepts
Kernel (algebra)Support vector machineCalibrationLeast squares support vector machineComputer scienceMachine learningArtificial intelligenceEnvironmental pollutionArtificial neural networkRadial basis function kernelPartial least squares regressionPollutionKernel methodPattern recognition (psychology)Environmental scienceMathematicsStatisticsEcologyEnvironmental protectionBiologyCombinatoricsWater Quality Monitoring and AnalysisSpectroscopy and Chemometric AnalysesWater Quality Monitoring Technologies