Quantitative modeling and uncertainty estimation for small-sample LIBS using Gaussian negative log-likelihood and monte carlo dropout methods
Ziyuan Liu, Qing Ma, Tingsong Zhang, Shangyong Zhao, Xun Gao, Tong Sun, Yujia Dai
Topics & Concepts
Monte Carlo methodDropout (neural networks)StatisticsSample (material)GaussianStatistical physicsEconometricsMathematicsComputer sciencePhysicsMachine learningChemistryChromatographyQuantum mechanicsLaser-induced spectroscopy and plasmaMass Spectrometry Techniques and ApplicationsAnalytical chemistry methods development